[2025-12-19T20:15:03.397992] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-12-19T20:15:03.572168] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-12-19T20:15:03.752975] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-12-19T20:15:03.919909] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-12-19T20:15:03.920255] [WARN ] [STATE     ] State set to: WAITING
[2025-12-19T20:15:03.920316] [INFO ] [STATE     ] Checking TDM service status...
[2025-12-19T20:15:03.990774] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-19T20:15:03.995102] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-19), and is a dependency of this service.
[2025-12-19T20:15:04.063367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-19T20:15:04.132481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-19T20:15:04.201782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-19T20:15:04.202119] [WARN ] [STATE     ] State set to: RUNNING
[2025-12-19T20:15:04.202210] [INFO ] [CACHE     ] Starting cache update
[2025-12-19T20:15:04.202264] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-12-19T20:15:04.208130] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-12-19T20:15:04.208697] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-12-19T20:15:04.208753] [INFO ] [CACHE     ] Cache update completed successfully
[2025-12-19T20:15:04.208790] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2025-12-19T20:15:04.208860] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-19T20:15:04.305021] [DEBUG] [REMOTE    ] Fetched 3561 unique symbols from directory listing.
[2025-12-19T20:15:04.320886] [INFO ] [sig       ] Skipping 3561 symbols with existing configuration
[2025-12-19T20:15:04.321135] [INFO ] [sig       ] All symbols already have configuration. Nothing to process.
[2025-12-19T20:15:04.323011] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-12-19T20:15:04.323078] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-19T20:15:04.490384] [DEBUG] [REMOTE    ] Fetched 3561 unique symbols from directory listing.
[2025-12-19T20:15:04.496284] [INFO ] [sig       ] Found 3561 active symbols to forecast
[2025-12-19T20:15:04.506259] [INFO ] [sig       ] [1/3561] Forecasting A...
[2025-12-19T20:15:04.506396] [INFO ] [sig       ] Generating forecast for: A
[2025-12-19T20:15:04.506445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-12-19T20:15:04.521793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2025-12-19T20:15:04.522327] [INFO ] [FORECASTER] Starting predict_future for A
[2025-12-19T20:15:04.523396] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-12-19T20:15:04.523452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:04.523488] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:04.523517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:04.523612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:04.586232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:04.587397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:04.587597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:04.587637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:04.725673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:04.725902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:04.725946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:04.726004] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:04.730712] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=19.56%)
[2025-12-19T20:15:04.731078] [INFO ] [FORECASTER] Completed predict_future for A
[2025-12-19T20:15:04.731250] [INFO ] [sig       ] A: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:04.886512] [INFO ] [LOCAL     ] Saved forecast: A	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/A.txt
[2025-12-19T20:15:04.886750] [INFO ] [sig       ] [1/3561] Completed A in 0.4s | 2.63 sym/s | Total: 0.4s | ETA: 22.6m
[2025-12-19T20:15:04.886797] [INFO ] [sig       ] [2/3561] Forecasting AAL...
[2025-12-19T20:15:04.886827] [INFO ] [sig       ] Generating forecast for: AAL
[2025-12-19T20:15:04.886862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2025-12-19T20:15:04.902189] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AAL'.
[2025-12-19T20:15:04.902881] [INFO ] [FORECASTER] Starting predict_future for AAL
[2025-12-19T20:15:04.904098] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2025-12-19T20:15:04.904152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:04.904186] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:04.904215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:04.904275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:04.964064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:04.965345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:04.965466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:04.965501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:05.094240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:05.094482] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-19T20:15:05.094527] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:05.094563] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:05.098807] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: DOWN (p=47.72%)
[2025-12-19T20:15:05.099220] [INFO ] [FORECASTER] Completed predict_future for AAL
[2025-12-19T20:15:05.099380] [INFO ] [sig       ] AAL: Forecast for 2025-12-18: DOWN (sign=0.00)
[2025-12-19T20:15:05.248263] [INFO ] [LOCAL     ] Saved forecast: AAL	2025-12-19	0 -> ./output/forecasts/individual/2025-12-19/AAL.txt
[2025-12-19T20:15:05.248558] [INFO ] [sig       ] [2/3561] Completed AAL in 0.4s | 2.69 sym/s | Total: 0.7s | ETA: 22.0m
[2025-12-19T20:15:05.248846] [INFO ] [sig       ] [3/3561] Forecasting AAOI...
[2025-12-19T20:15:05.248884] [INFO ] [sig       ] Generating forecast for: AAOI
[2025-12-19T20:15:05.248917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2025-12-19T20:15:05.263371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2025-12-19T20:15:05.264018] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2025-12-19T20:15:05.265227] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2025-12-19T20:15:05.265286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:05.265324] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:05.265352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:05.265415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:05.326761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:05.328008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:05.328175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:05.328233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:05.457672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:05.458101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:05.458146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:05.458176] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:05.462811] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: DOWN (p=33.96%)
[2025-12-19T20:15:05.463153] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2025-12-19T20:15:05.463304] [INFO ] [sig       ] AAOI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:05.615005] [INFO ] [LOCAL     ] Saved forecast: AAOI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AAOI.txt
[2025-12-19T20:15:05.615238] [INFO ] [sig       ] [3/3561] Completed AAOI in 0.4s | 2.71 sym/s | Total: 1.1s | ETA: 21.9m
[2025-12-19T20:15:05.615298] [INFO ] [sig       ] [4/3561] Forecasting AAON...
[2025-12-19T20:15:05.615338] [INFO ] [sig       ] Generating forecast for: AAON
[2025-12-19T20:15:05.615379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-12-19T20:15:05.629245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2025-12-19T20:15:05.629864] [INFO ] [FORECASTER] Starting predict_future for AAON
[2025-12-19T20:15:05.631022] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2025-12-19T20:15:05.631091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:05.631125] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:05.631154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:05.631216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:05.693159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:05.694450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:05.694554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:05.694605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:05.821072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:05.821320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:05.821364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:05.821392] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:05.825414] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-12-19T20:15:05.825789] [INFO ] [FORECASTER] Completed predict_future for AAON
[2025-12-19T20:15:05.825955] [INFO ] [sig       ] AAON: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:05.966877] [INFO ] [LOCAL     ] Saved forecast: AAON	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AAON.txt
[2025-12-19T20:15:05.967113] [INFO ] [sig       ] [4/3561] Completed AAON in 0.4s | 2.74 sym/s | Total: 1.5s | ETA: 21.7m
[2025-12-19T20:15:05.967162] [INFO ] [sig       ] [5/3561] Forecasting AAP...
[2025-12-19T20:15:05.967194] [INFO ] [sig       ] Generating forecast for: AAP
[2025-12-19T20:15:05.967232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-12-19T20:15:05.983079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2025-12-19T20:15:05.983746] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-12-19T20:15:05.985028] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-12-19T20:15:05.985094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:05.985137] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:05.985193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:05.985260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:06.048465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:06.049911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:06.050031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:06.050065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:06.184224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:06.184477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:06.184528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:06.184560] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:06.189549] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: DOWN (p=39.09%)
[2025-12-19T20:15:06.189913] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-12-19T20:15:06.190089] [INFO ] [sig       ] AAP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:06.341538] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AAP.txt
[2025-12-19T20:15:06.341740] [INFO ] [sig       ] [5/3561] Completed AAP in 0.4s | 2.72 sym/s | Total: 1.8s | ETA: 21.8m
[2025-12-19T20:15:06.341782] [INFO ] [sig       ] [6/3561] Forecasting AAPB...
[2025-12-19T20:15:06.341813] [INFO ] [sig       ] Generating forecast for: AAPB
[2025-12-19T20:15:06.341843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-12-19T20:15:06.354052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-12-19T20:15:06.354364] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2025-12-19T20:15:06.355361] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2025-12-19T20:15:06.355412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:06.355444] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:06.355470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:06.355525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:06.416102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:06.416811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:06.416891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:06.416923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:06.540499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:06.540861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:06.540900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:06.540928] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:06.544976] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: UP (p=97.62%)
[2025-12-19T20:15:06.545257] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2025-12-19T20:15:06.545400] [INFO ] [sig       ] AAPB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:06.688155] [INFO ] [LOCAL     ] Saved forecast: AAPB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AAPB.txt
[2025-12-19T20:15:06.688299] [INFO ] [sig       ] [6/3561] Completed AAPB in 0.3s | 2.75 sym/s | Total: 2.2s | ETA: 21.5m
[2025-12-19T20:15:06.688338] [INFO ] [sig       ] [7/3561] Forecasting AAPD...
[2025-12-19T20:15:06.688367] [INFO ] [sig       ] Generating forecast for: AAPD
[2025-12-19T20:15:06.688398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-12-19T20:15:06.700883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-12-19T20:15:06.701201] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2025-12-19T20:15:06.701994] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2025-12-19T20:15:06.702046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:06.702078] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:06.702105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:06.702162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:06.760301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:06.761002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:06.761081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:06.761113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:06.884314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:06.884457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:06.884495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:06.884523] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:06.887880] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: UP (p=92.80%)
[2025-12-19T20:15:06.888158] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2025-12-19T20:15:06.888287] [INFO ] [sig       ] AAPD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:07.025405] [INFO ] [LOCAL     ] Saved forecast: AAPD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AAPD.txt
[2025-12-19T20:15:07.025516] [INFO ] [sig       ] [7/3561] Completed AAPD in 0.3s | 2.78 sym/s | Total: 2.5s | ETA: 21.3m
[2025-12-19T20:15:07.025559] [INFO ] [sig       ] [8/3561] Forecasting AAPL...
[2025-12-19T20:15:07.025617] [INFO ] [sig       ] Generating forecast for: AAPL
[2025-12-19T20:15:07.025655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-12-19T20:15:07.037407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-12-19T20:15:07.037748] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2025-12-19T20:15:07.038532] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2025-12-19T20:15:07.038600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:07.038668] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:07.038698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:07.038755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:07.096087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:07.096934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:07.097016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:07.097047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:07.223869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:07.224040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:07.224080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:07.224107] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:07.227631] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: UP (p=79.16%)
[2025-12-19T20:15:07.227906] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2025-12-19T20:15:07.228036] [INFO ] [sig       ] AAPL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:07.367938] [INFO ] [LOCAL     ] Saved forecast: AAPL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AAPL.txt
[2025-12-19T20:15:07.368068] [INFO ] [sig       ] [8/3561] Completed AAPL in 0.3s | 2.80 sym/s | Total: 2.9s | ETA: 21.2m
[2025-12-19T20:15:07.368107] [INFO ] [sig       ] [9/3561] Forecasting AAXJ...
[2025-12-19T20:15:07.368136] [INFO ] [sig       ] Generating forecast for: AAXJ
[2025-12-19T20:15:07.368166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-12-19T20:15:07.379346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-12-19T20:15:07.379674] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2025-12-19T20:15:07.380437] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2025-12-19T20:15:07.380499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:07.380539] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:07.380591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:07.380652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:07.436975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:07.437596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:07.437675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:07.437707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:07.571050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:07.571212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:07.571250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:07.571279] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:07.574801] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: DOWN (p=32.61%)
[2025-12-19T20:15:07.575081] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2025-12-19T20:15:07.575214] [INFO ] [sig       ] AAXJ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:07.715213] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AAXJ.txt
[2025-12-19T20:15:07.715354] [INFO ] [sig       ] [9/3561] Completed AAXJ in 0.3s | 2.80 sym/s | Total: 3.2s | ETA: 21.1m
[2025-12-19T20:15:07.715396] [INFO ] [sig       ] [10/3561] Forecasting AB...
[2025-12-19T20:15:07.715424] [INFO ] [sig       ] Generating forecast for: AB
[2025-12-19T20:15:07.715454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-12-19T20:15:07.727895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2025-12-19T20:15:07.728246] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-12-19T20:15:07.729095] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-12-19T20:15:07.729146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:07.729205] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:07.729234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:07.729291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:07.788413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:07.789285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:07.789371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:07.789409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:07.912499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:07.912872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:07.912912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:07.912941] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:07.916399] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: UP (p=63.01%)
[2025-12-19T20:15:07.916899] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-12-19T20:15:07.917034] [INFO ] [sig       ] AB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:08.061985] [INFO ] [LOCAL     ] Saved forecast: AB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AB.txt
[2025-12-19T20:15:08.062135] [INFO ] [sig       ] [10/3561] Completed AB in 0.3s | 2.81 sym/s | Total: 3.6s | ETA: 21.0m
[2025-12-19T20:15:08.062176] [INFO ] [sig       ] [11/3561] Forecasting ABCB...
[2025-12-19T20:15:08.062206] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-12-19T20:15:08.062236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-12-19T20:15:08.073733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2025-12-19T20:15:08.074051] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-12-19T20:15:08.074829] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-12-19T20:15:08.074881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:08.074912] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:08.074939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:08.074995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:08.132653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:08.133235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:08.133312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:08.133344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:08.256069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:08.256196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:08.256235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:08.256263] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:08.259664] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: UP (p=86.13%)
[2025-12-19T20:15:08.259938] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-12-19T20:15:08.260066] [INFO ] [sig       ] ABCB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:08.406330] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ABCB.txt
[2025-12-19T20:15:08.406532] [INFO ] [sig       ] [11/3561] Completed ABCB in 0.3s | 2.82 sym/s | Total: 3.9s | ETA: 21.0m
[2025-12-19T20:15:08.406613] [INFO ] [sig       ] [12/3561] Forecasting ABCL...
[2025-12-19T20:15:08.406658] [INFO ] [sig       ] Generating forecast for: ABCL
[2025-12-19T20:15:08.406695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-12-19T20:15:08.419987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-12-19T20:15:08.420343] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2025-12-19T20:15:08.421168] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2025-12-19T20:15:08.421221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:08.421255] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:08.421282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:08.421341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:08.479899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:08.480524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:08.480625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:08.480659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:08.604125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:08.604274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:08.604312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:08.604339] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:08.607778] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: UP (p=72.44%)
[2025-12-19T20:15:08.608084] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2025-12-19T20:15:08.608215] [INFO ] [sig       ] ABCL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:08.753410] [INFO ] [LOCAL     ] Saved forecast: ABCL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ABCL.txt
[2025-12-19T20:15:08.753552] [INFO ] [sig       ] [12/3561] Completed ABCL in 0.3s | 2.83 sym/s | Total: 4.2s | ETA: 20.9m
[2025-12-19T20:15:08.753612] [INFO ] [sig       ] [13/3561] Forecasting ABEO...
[2025-12-19T20:15:08.753643] [INFO ] [sig       ] Generating forecast for: ABEO
[2025-12-19T20:15:08.753674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-12-19T20:15:08.764865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-12-19T20:15:08.765178] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2025-12-19T20:15:08.765984] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2025-12-19T20:15:08.766035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:08.766067] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:08.766094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:08.766150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:08.822130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:08.822749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:08.822826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:08.822858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:08.937132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:08.937262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:08.937300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:08.937358] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:08.940717] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: DOWN (p=14.33%)
[2025-12-19T20:15:08.941002] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2025-12-19T20:15:08.941131] [INFO ] [sig       ] ABEO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:09.079004] [INFO ] [LOCAL     ] Saved forecast: ABEO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ABEO.txt
[2025-12-19T20:15:09.079115] [INFO ] [sig       ] [13/3561] Completed ABEO in 0.3s | 2.84 sym/s | Total: 4.6s | ETA: 20.8m
[2025-12-19T20:15:09.079153] [INFO ] [sig       ] [14/3561] Forecasting ABG...
[2025-12-19T20:15:09.079184] [INFO ] [sig       ] Generating forecast for: ABG
[2025-12-19T20:15:09.079213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-12-19T20:15:09.090483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2025-12-19T20:15:09.090839] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-12-19T20:15:09.091620] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-12-19T20:15:09.091675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:09.091707] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:09.091733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:09.091789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:09.148933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:09.149523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:09.149618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:09.149652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:09.270394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:09.270585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:09.270628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:09.270657] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:09.274073] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: UP (p=81.29%)
[2025-12-19T20:15:09.274350] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-12-19T20:15:09.274480] [INFO ] [sig       ] ABG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:09.416118] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ABG.txt
[2025-12-19T20:15:09.416229] [INFO ] [sig       ] [14/3561] Completed ABG in 0.3s | 2.85 sym/s | Total: 4.9s | ETA: 20.7m
[2025-12-19T20:15:09.416267] [INFO ] [sig       ] [15/3561] Forecasting ABL...
[2025-12-19T20:15:09.416296] [INFO ] [sig       ] Generating forecast for: ABL
[2025-12-19T20:15:09.416326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'.
[2025-12-19T20:15:09.428393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABL'.
[2025-12-19T20:15:09.428784] [INFO ] [FORECASTER] Starting predict_future for ABL
[2025-12-19T20:15:09.429545] [DEBUG] [LOCAL     ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt
[2025-12-19T20:15:09.429614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:09.429647] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:09.429857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:09.429914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:09.488138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:09.488983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:09.489062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:09.489094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:09.615610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:09.615879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:09.615920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:09.615950] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:09.619908] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: UP (p=89.59%)
[2025-12-19T20:15:09.620185] [INFO ] [FORECASTER] Completed predict_future for ABL
[2025-12-19T20:15:09.620315] [INFO ] [sig       ] ABL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:09.759096] [INFO ] [LOCAL     ] Saved forecast: ABL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ABL.txt
[2025-12-19T20:15:09.759214] [INFO ] [sig       ] [15/3561] Completed ABL in 0.3s | 2.86 sym/s | Total: 5.3s | ETA: 20.7m
[2025-12-19T20:15:09.759252] [INFO ] [sig       ] [16/3561] Forecasting ABM...
[2025-12-19T20:15:09.759281] [INFO ] [sig       ] Generating forecast for: ABM
[2025-12-19T20:15:09.759311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-12-19T20:15:09.771483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2025-12-19T20:15:09.771835] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-12-19T20:15:09.772630] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-12-19T20:15:09.772683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:09.772911] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:09.772938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:09.772993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:09.830009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:09.830697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:09.830786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:09.830817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:09.954492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:09.954674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:09.954713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:09.954743] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:09.958120] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: DOWN (p=35.85%)
[2025-12-19T20:15:09.958399] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-12-19T20:15:09.958529] [INFO ] [sig       ] ABM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:10.098517] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ABM.txt
[2025-12-19T20:15:10.098925] [INFO ] [sig       ] [16/3561] Completed ABM in 0.3s | 2.86 sym/s | Total: 5.6s | ETA: 20.7m
[2025-12-19T20:15:10.098966] [INFO ] [sig       ] [17/3561] Forecasting ABNB...
[2025-12-19T20:15:10.098998] [INFO ] [sig       ] Generating forecast for: ABNB
[2025-12-19T20:15:10.099026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-12-19T20:15:10.111177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2025-12-19T20:15:10.111549] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2025-12-19T20:15:10.112331] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2025-12-19T20:15:10.112382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:10.112414] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:10.112440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:10.112496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:10.170331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:10.171205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:10.171287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:10.171321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:10.295989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:10.296156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:10.296194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:10.296223] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:10.299681] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: UP (p=70.86%)
[2025-12-19T20:15:10.299962] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2025-12-19T20:15:10.300099] [INFO ] [sig       ] ABNB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:10.448025] [INFO ] [LOCAL     ] Saved forecast: ABNB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ABNB.txt
[2025-12-19T20:15:10.448294] [INFO ] [sig       ] [17/3561] Completed ABNB in 0.3s | 2.86 sym/s | Total: 5.9s | ETA: 20.6m
[2025-12-19T20:15:10.448337] [INFO ] [sig       ] [18/3561] Forecasting ABOS...
[2025-12-19T20:15:10.448378] [INFO ] [sig       ] Generating forecast for: ABOS
[2025-12-19T20:15:10.448410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2025-12-19T20:15:10.462948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2025-12-19T20:15:10.463321] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2025-12-19T20:15:10.464163] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2025-12-19T20:15:10.464215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:10.464274] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:10.464305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:10.464361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:10.522707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:10.523674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:10.523767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:10.523801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:10.653997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:10.654155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:10.654196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:10.654247] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:10.658175] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: UP (p=79.39%)
[2025-12-19T20:15:10.658512] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2025-12-19T20:15:10.658700] [INFO ] [sig       ] ABOS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:10.816361] [INFO ] [LOCAL     ] Saved forecast: ABOS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ABOS.txt
[2025-12-19T20:15:10.816561] [INFO ] [sig       ] [18/3561] Completed ABOS in 0.4s | 2.85 sym/s | Total: 6.3s | ETA: 20.7m
[2025-12-19T20:15:10.816646] [INFO ] [sig       ] [19/3561] Forecasting ABSI...
[2025-12-19T20:15:10.816679] [INFO ] [sig       ] Generating forecast for: ABSI
[2025-12-19T20:15:10.816710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-12-19T20:15:10.830248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-12-19T20:15:10.830712] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2025-12-19T20:15:10.831556] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2025-12-19T20:15:10.831631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:10.831673] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:10.831713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:10.831795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:10.898902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:10.900080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:10.900171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:10.900204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:11.029996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:11.030163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:11.030208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:11.030239] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:11.033832] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: DOWN (p=48.15%)
[2025-12-19T20:15:11.034123] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2025-12-19T20:15:11.034263] [INFO ] [sig       ] ABSI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:11.181821] [INFO ] [LOCAL     ] Saved forecast: ABSI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ABSI.txt
[2025-12-19T20:15:11.181999] [INFO ] [sig       ] [19/3561] Completed ABSI in 0.4s | 2.85 sym/s | Total: 6.7s | ETA: 20.7m
[2025-12-19T20:15:11.182038] [INFO ] [sig       ] [20/3561] Forecasting ABUS...
[2025-12-19T20:15:11.182068] [INFO ] [sig       ] Generating forecast for: ABUS
[2025-12-19T20:15:11.182101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-12-19T20:15:11.194258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-12-19T20:15:11.194664] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2025-12-19T20:15:11.195427] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2025-12-19T20:15:11.195479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:11.195510] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:11.195537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:11.195610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:11.253363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:11.254051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:11.254174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:11.254208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:11.371700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:11.371855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:11.371894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:11.371922] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:11.375317] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: UP (p=79.16%)
[2025-12-19T20:15:11.375608] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2025-12-19T20:15:11.375742] [INFO ] [sig       ] ABUS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:11.516981] [INFO ] [LOCAL     ] Saved forecast: ABUS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ABUS.txt
[2025-12-19T20:15:11.517115] [INFO ] [sig       ] [20/3561] Completed ABUS in 0.3s | 2.85 sym/s | Total: 7.0s | ETA: 20.7m
[2025-12-19T20:15:11.517155] [INFO ] [sig       ] [21/3561] Forecasting ABVC...
[2025-12-19T20:15:11.517184] [INFO ] [sig       ] Generating forecast for: ABVC
[2025-12-19T20:15:11.517214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-12-19T20:15:11.528962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-12-19T20:15:11.529313] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2025-12-19T20:15:11.530100] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2025-12-19T20:15:11.530152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:11.530183] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:11.530210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:11.530267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:11.587165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:11.587913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:11.587993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:11.588025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:11.707260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:11.707434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:11.707495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:11.707539] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:11.711007] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: UP (p=65.02%)
[2025-12-19T20:15:11.711289] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2025-12-19T20:15:11.711424] [INFO ] [sig       ] ABVC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:11.885498] [INFO ] [LOCAL     ] Saved forecast: ABVC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ABVC.txt
[2025-12-19T20:15:11.885683] [INFO ] [sig       ] [21/3561] Completed ABVC in 0.4s | 2.85 sym/s | Total: 7.4s | ETA: 20.7m
[2025-12-19T20:15:11.885730] [INFO ] [sig       ] [22/3561] Forecasting ABVE...
[2025-12-19T20:15:11.885762] [INFO ] [sig       ] Generating forecast for: ABVE
[2025-12-19T20:15:11.885793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-12-19T20:15:11.898421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-12-19T20:15:11.898855] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2025-12-19T20:15:11.899674] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2025-12-19T20:15:11.899726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:11.899939] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:11.899966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:11.900023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:11.958187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:11.958869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:11.958950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:11.958983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:12.087850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:12.088023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:12.088063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:12.088093] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:12.092019] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: UP (p=96.61%)
[2025-12-19T20:15:12.092311] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2025-12-19T20:15:12.092447] [INFO ] [sig       ] ABVE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:12.241645] [INFO ] [LOCAL     ] Saved forecast: ABVE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ABVE.txt
[2025-12-19T20:15:12.242007] [INFO ] [sig       ] [22/3561] Completed ABVE in 0.4s | 2.84 sym/s | Total: 7.7s | ETA: 20.7m
[2025-12-19T20:15:12.242064] [INFO ] [sig       ] [23/3561] Forecasting ABVX...
[2025-12-19T20:15:12.242108] [INFO ] [sig       ] Generating forecast for: ABVX
[2025-12-19T20:15:12.242145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-12-19T20:15:12.253743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2025-12-19T20:15:12.254098] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2025-12-19T20:15:12.255079] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2025-12-19T20:15:12.255132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:12.255166] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:12.255194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:12.255252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:12.315213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:12.316008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:12.316092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:12.316124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:12.440426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:12.440624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:12.440673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:12.440707] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:12.445042] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: UP (p=52.99%)
[2025-12-19T20:15:12.445454] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2025-12-19T20:15:12.445665] [INFO ] [sig       ] ABVX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:12.600249] [INFO ] [LOCAL     ] Saved forecast: ABVX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ABVX.txt
[2025-12-19T20:15:12.600439] [INFO ] [sig       ] [23/3561] Completed ABVX in 0.4s | 2.84 sym/s | Total: 8.1s | ETA: 20.8m
[2025-12-19T20:15:12.600483] [INFO ] [sig       ] [24/3561] Forecasting ACA...
[2025-12-19T20:15:12.600517] [INFO ] [sig       ] Generating forecast for: ACA
[2025-12-19T20:15:12.600554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-12-19T20:15:12.612389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2025-12-19T20:15:12.612831] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-12-19T20:15:12.613723] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-12-19T20:15:12.613777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:12.613810] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:12.613838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:12.613896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:12.678661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:12.679698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:12.679799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:12.679834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:12.804897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:12.805060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:12.805100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:12.805130] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:12.808813] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: UP (p=86.42%)
[2025-12-19T20:15:12.809171] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-12-19T20:15:12.809321] [INFO ] [sig       ] ACA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:12.960732] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ACA.txt
[2025-12-19T20:15:12.960893] [INFO ] [sig       ] [24/3561] Completed ACA in 0.4s | 2.84 sym/s | Total: 8.5s | ETA: 20.8m
[2025-12-19T20:15:12.960934] [INFO ] [sig       ] [25/3561] Forecasting ACAD...
[2025-12-19T20:15:12.960963] [INFO ] [sig       ] Generating forecast for: ACAD
[2025-12-19T20:15:12.960994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-12-19T20:15:12.973276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-12-19T20:15:12.973633] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2025-12-19T20:15:12.974400] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2025-12-19T20:15:12.974451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:12.974483] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:12.974509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:12.974564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:13.030626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:13.031270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:13.031353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:13.031385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:13.147683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:13.147806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:13.147843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:13.147888] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:13.151168] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: UP (p=55.26%)
[2025-12-19T20:15:13.151437] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2025-12-19T20:15:13.151563] [INFO ] [sig       ] ACAD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:13.288948] [INFO ] [LOCAL     ] Saved forecast: ACAD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ACAD.txt
[2025-12-19T20:15:13.289074] [INFO ] [sig       ] [25/3561] Completed ACAD in 0.3s | 2.85 sym/s | Total: 8.8s | ETA: 20.7m
[2025-12-19T20:15:13.289113] [INFO ] [sig       ] [26/3561] Forecasting ACB...
[2025-12-19T20:15:13.289141] [INFO ] [sig       ] Generating forecast for: ACB
[2025-12-19T20:15:13.289170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-12-19T20:15:13.301221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2025-12-19T20:15:13.301608] [INFO ] [FORECASTER] Starting predict_future for ACB
[2025-12-19T20:15:13.302371] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2025-12-19T20:15:13.302422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:13.302455] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:13.302482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:13.302539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:13.359366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:13.360095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:13.360176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:13.360207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:13.487623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:13.487785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:13.487824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:13.487854] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:13.491318] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: UP (p=85.82%)
[2025-12-19T20:15:13.491616] [INFO ] [FORECASTER] Completed predict_future for ACB
[2025-12-19T20:15:13.491745] [INFO ] [sig       ] ACB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:13.630852] [INFO ] [LOCAL     ] Saved forecast: ACB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ACB.txt
[2025-12-19T20:15:13.630981] [INFO ] [sig       ] [26/3561] Completed ACB in 0.3s | 2.85 sym/s | Total: 9.1s | ETA: 20.7m
[2025-12-19T20:15:13.631020] [INFO ] [sig       ] [27/3561] Forecasting ACCO...
[2025-12-19T20:15:13.631050] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-12-19T20:15:13.631080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-12-19T20:15:13.642908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2025-12-19T20:15:13.643240] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-12-19T20:15:13.644021] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-12-19T20:15:13.644079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:13.644137] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:13.644165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:13.644222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:13.700197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:13.700903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:13.700985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:13.701031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:13.823769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:13.823921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:13.823960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:13.823989] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:13.827348] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: DOWN (p=15.26%)
[2025-12-19T20:15:13.827640] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-12-19T20:15:13.827770] [INFO ] [sig       ] ACCO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:13.971938] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ACCO.txt
[2025-12-19T20:15:13.972148] [INFO ] [sig       ] [27/3561] Completed ACCO in 0.3s | 2.85 sym/s | Total: 9.5s | ETA: 20.6m
[2025-12-19T20:15:13.972208] [INFO ] [sig       ] [28/3561] Forecasting ACDC...
[2025-12-19T20:15:13.972254] [INFO ] [sig       ] Generating forecast for: ACDC
[2025-12-19T20:15:13.972301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2025-12-19T20:15:13.988295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2025-12-19T20:15:13.988821] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2025-12-19T20:15:13.989915] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2025-12-19T20:15:13.989980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:13.990029] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:13.990071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:13.990158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:14.062503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:14.063381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:14.063467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:14.063500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:14.177283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:14.177438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:14.177478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:14.177507] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:14.181099] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: UP (p=82.48%)
[2025-12-19T20:15:14.181374] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2025-12-19T20:15:14.181499] [INFO ] [sig       ] ACDC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:14.324622] [INFO ] [LOCAL     ] Saved forecast: ACDC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ACDC.txt
[2025-12-19T20:15:14.324761] [INFO ] [sig       ] [28/3561] Completed ACDC in 0.4s | 2.85 sym/s | Total: 9.8s | ETA: 20.6m
[2025-12-19T20:15:14.324800] [INFO ] [sig       ] [29/3561] Forecasting ACEL...
[2025-12-19T20:15:14.324828] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-12-19T20:15:14.324859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-12-19T20:15:14.336406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2025-12-19T20:15:14.336765] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-12-19T20:15:14.337518] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-12-19T20:15:14.337569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:14.337625] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:14.337663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:14.337720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:14.395145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:14.395790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:14.395872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:14.395903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:14.511087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:14.511236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:14.511275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:14.511303] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:14.514673] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2025-12-19T20:15:14.514944] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-12-19T20:15:14.515069] [INFO ] [sig       ] ACEL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:14.651671] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ACEL.txt
[2025-12-19T20:15:14.651800] [INFO ] [sig       ] [29/3561] Completed ACEL in 0.3s | 2.86 sym/s | Total: 10.1s | ETA: 20.6m
[2025-12-19T20:15:14.652021] [INFO ] [sig       ] [30/3561] Forecasting ACGL...
[2025-12-19T20:15:14.652051] [INFO ] [sig       ] Generating forecast for: ACGL
[2025-12-19T20:15:14.652082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-12-19T20:15:14.664394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-12-19T20:15:14.664816] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2025-12-19T20:15:14.665646] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2025-12-19T20:15:14.665698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:14.665729] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:14.665755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:14.665810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:14.724922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:14.725718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:14.725804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:14.725837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:14.845737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:14.845900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:14.845942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:14.846007] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:14.849550] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2025-12-19T20:15:14.849861] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2025-12-19T20:15:14.849996] [INFO ] [sig       ] ACGL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:14.992402] [INFO ] [LOCAL     ] Saved forecast: ACGL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ACGL.txt
[2025-12-19T20:15:14.992545] [INFO ] [sig       ] [30/3561] Completed ACGL in 0.3s | 2.86 sym/s | Total: 10.5s | ETA: 20.6m
[2025-12-19T20:15:14.992605] [INFO ] [sig       ] [31/3561] Forecasting ACGLN...
[2025-12-19T20:15:14.992638] [INFO ] [sig       ] Generating forecast for: ACGLN
[2025-12-19T20:15:14.992671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-12-19T20:15:15.004491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-12-19T20:15:15.004856] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2025-12-19T20:15:15.005701] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2025-12-19T20:15:15.005755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:15.005790] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:15.005818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:15.005876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:15.064640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:15.065270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:15.065351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:15.065384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:15.185010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:15.185169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:15.185210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:15.185239] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:15.188756] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: UP (p=50.04%)
[2025-12-19T20:15:15.189041] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2025-12-19T20:15:15.189186] [INFO ] [sig       ] ACGLN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:15.336115] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ACGLN.txt
[2025-12-19T20:15:15.336244] [INFO ] [sig       ] [31/3561] Completed ACGLN in 0.3s | 2.86 sym/s | Total: 10.8s | ETA: 20.6m
[2025-12-19T20:15:15.336284] [INFO ] [sig       ] [32/3561] Forecasting ACGLO...
[2025-12-19T20:15:15.336313] [INFO ] [sig       ] Generating forecast for: ACGLO
[2025-12-19T20:15:15.336342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2025-12-19T20:15:15.347502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2025-12-19T20:15:15.347879] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2025-12-19T20:15:15.348744] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2025-12-19T20:15:15.348798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:15.348832] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:15.348859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:15.348918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:15.407017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:15.407807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:15.407890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:15.407922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:15.534926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:15.535089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:15.535130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:15.535159] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:15.538782] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-12-19T20:15:15.539088] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2025-12-19T20:15:15.539228] [INFO ] [sig       ] ACGLO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:15.681179] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ACGLO.txt
[2025-12-19T20:15:15.681339] [INFO ] [sig       ] [32/3561] Completed ACGLO in 0.3s | 2.86 sym/s | Total: 11.2s | ETA: 20.5m
[2025-12-19T20:15:15.681380] [INFO ] [sig       ] [33/3561] Forecasting ACHC...
[2025-12-19T20:15:15.681412] [INFO ] [sig       ] Generating forecast for: ACHC
[2025-12-19T20:15:15.681452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2025-12-19T20:15:15.693804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2025-12-19T20:15:15.694142] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2025-12-19T20:15:15.694949] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2025-12-19T20:15:15.695002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:15.695035] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:15.695063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:15.695119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:15.754067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:15.754723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:15.754804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:15.754835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:15.876882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:15.877041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:15.877080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:15.877109] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:15.880546] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: DOWN (p=27.30%)
[2025-12-19T20:15:15.880849] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2025-12-19T20:15:15.880979] [INFO ] [sig       ] ACHC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:16.024143] [INFO ] [LOCAL     ] Saved forecast: ACHC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ACHC.txt
[2025-12-19T20:15:16.024298] [INFO ] [sig       ] [33/3561] Completed ACHC in 0.3s | 2.87 sym/s | Total: 11.5s | ETA: 20.5m
[2025-12-19T20:15:16.024337] [INFO ] [sig       ] [34/3561] Forecasting ACI...
[2025-12-19T20:15:16.024367] [INFO ] [sig       ] Generating forecast for: ACI
[2025-12-19T20:15:16.024396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-12-19T20:15:16.036709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2025-12-19T20:15:16.037306] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-12-19T20:15:16.038296] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-12-19T20:15:16.038348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:16.038381] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:16.038407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:16.038463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:16.104661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:16.105645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:16.105737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:16.105771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:16.226193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:16.226357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:16.226396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:16.226424] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:16.229802] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: UP (p=91.80%)
[2025-12-19T20:15:16.230075] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-12-19T20:15:16.230202] [INFO ] [sig       ] ACI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:16.374273] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ACI.txt
[2025-12-19T20:15:16.374431] [INFO ] [sig       ] [34/3561] Completed ACI in 0.4s | 2.86 sym/s | Total: 11.9s | ETA: 20.5m
[2025-12-19T20:15:16.374474] [INFO ] [sig       ] [35/3561] Forecasting ACIC...
[2025-12-19T20:15:16.374503] [INFO ] [sig       ] Generating forecast for: ACIC
[2025-12-19T20:15:16.374533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2025-12-19T20:15:16.387053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2025-12-19T20:15:16.387378] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2025-12-19T20:15:16.388146] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2025-12-19T20:15:16.388198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:16.388229] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:16.388256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:16.388311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:16.451178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:16.452045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:16.452147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:16.452191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:16.573590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:16.573739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:16.573778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:16.573806] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:16.577153] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: DOWN (p=26.85%)
[2025-12-19T20:15:16.577423] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2025-12-19T20:15:16.577549] [INFO ] [sig       ] ACIC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:16.715621] [INFO ] [LOCAL     ] Saved forecast: ACIC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ACIC.txt
[2025-12-19T20:15:16.715774] [INFO ] [sig       ] [35/3561] Completed ACIC in 0.3s | 2.87 sym/s | Total: 12.2s | ETA: 20.5m
[2025-12-19T20:15:16.715814] [INFO ] [sig       ] [36/3561] Forecasting ACLS...
[2025-12-19T20:15:16.715845] [INFO ] [sig       ] Generating forecast for: ACLS
[2025-12-19T20:15:16.715875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2025-12-19T20:15:16.728088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2025-12-19T20:15:16.728465] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2025-12-19T20:15:16.729349] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2025-12-19T20:15:16.729401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:16.729432] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:16.729458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:16.729514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:16.785297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:16.786045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:16.786128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:16.786160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:16.910348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:16.910516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:16.910556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:16.910603] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:16.913983] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=53.63%)
[2025-12-19T20:15:16.914256] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2025-12-19T20:15:16.914389] [INFO ] [sig       ] ACLS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:17.052839] [INFO ] [LOCAL     ] Saved forecast: ACLS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ACLS.txt
[2025-12-19T20:15:17.053002] [INFO ] [sig       ] [36/3561] Completed ACLS in 0.3s | 2.87 sym/s | Total: 12.5s | ETA: 20.5m
[2025-12-19T20:15:17.053042] [INFO ] [sig       ] [37/3561] Forecasting ACLX...
[2025-12-19T20:15:17.053073] [INFO ] [sig       ] Generating forecast for: ACLX
[2025-12-19T20:15:17.053104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2025-12-19T20:15:17.064968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2025-12-19T20:15:17.065347] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2025-12-19T20:15:17.066141] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2025-12-19T20:15:17.066192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:17.066223] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:17.066249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:17.066304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:17.121537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:17.122339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:17.122452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:17.122487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:17.240344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:17.240499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:17.240539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:17.240584] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:17.244366] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: DOWN (p=43.87%)
[2025-12-19T20:15:17.244667] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2025-12-19T20:15:17.244798] [INFO ] [sig       ] ACLX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:17.383894] [INFO ] [LOCAL     ] Saved forecast: ACLX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ACLX.txt
[2025-12-19T20:15:17.384059] [INFO ] [sig       ] [37/3561] Completed ACLX in 0.3s | 2.87 sym/s | Total: 12.9s | ETA: 20.4m
[2025-12-19T20:15:17.384102] [INFO ] [sig       ] [38/3561] Forecasting ACM...
[2025-12-19T20:15:17.384132] [INFO ] [sig       ] Generating forecast for: ACM
[2025-12-19T20:15:17.384162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-12-19T20:15:17.397075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2025-12-19T20:15:17.397468] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-12-19T20:15:17.398277] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-12-19T20:15:17.398330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:17.398363] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:17.398390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:17.398448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:17.458739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:17.459549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:17.459652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:17.459687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:17.585117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:17.585281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:17.585325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:17.585353] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:17.588958] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: UP (p=54.54%)
[2025-12-19T20:15:17.589284] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-12-19T20:15:17.589442] [INFO ] [sig       ] ACM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:17.732776] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ACM.txt
[2025-12-19T20:15:17.732917] [INFO ] [sig       ] [38/3561] Completed ACM in 0.3s | 2.87 sym/s | Total: 13.2s | ETA: 20.4m
[2025-12-19T20:15:17.732956] [INFO ] [sig       ] [39/3561] Forecasting ACN...
[2025-12-19T20:15:17.732987] [INFO ] [sig       ] Generating forecast for: ACN
[2025-12-19T20:15:17.733017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-12-19T20:15:17.744523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2025-12-19T20:15:17.744886] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-12-19T20:15:17.745657] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-12-19T20:15:17.745708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:17.745740] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:17.745766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:17.745822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:17.804353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:17.805183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:17.805265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:17.805299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:17.931612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:17.931769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:17.932023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:17.932059] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:17.935739] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=6.47%)
[2025-12-19T20:15:17.936233] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-12-19T20:15:17.936372] [INFO ] [sig       ] ACN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:18.084787] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ACN.txt
[2025-12-19T20:15:18.084920] [INFO ] [sig       ] [39/3561] Completed ACN in 0.4s | 2.87 sym/s | Total: 13.6s | ETA: 20.4m
[2025-12-19T20:15:18.084961] [INFO ] [sig       ] [40/3561] Forecasting ACNB...
[2025-12-19T20:15:18.084992] [INFO ] [sig       ] Generating forecast for: ACNB
[2025-12-19T20:15:18.085022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2025-12-19T20:15:18.096218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2025-12-19T20:15:18.096557] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2025-12-19T20:15:18.097375] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2025-12-19T20:15:18.097428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:18.097461] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:18.097488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:18.097546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:18.157976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:18.158710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:18.158793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:18.158827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:18.272659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:18.272813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:18.272852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:18.272883] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:18.276304] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: UP (p=56.55%)
[2025-12-19T20:15:18.276603] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2025-12-19T20:15:18.276738] [INFO ] [sig       ] ACNB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:18.418609] [INFO ] [LOCAL     ] Saved forecast: ACNB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ACNB.txt
[2025-12-19T20:15:18.418776] [INFO ] [sig       ] [40/3561] Completed ACNB in 0.3s | 2.88 sym/s | Total: 13.9s | ETA: 20.4m
[2025-12-19T20:15:18.418815] [INFO ] [sig       ] [41/3561] Forecasting ACON...
[2025-12-19T20:15:18.418844] [INFO ] [sig       ] Generating forecast for: ACON
[2025-12-19T20:15:18.418874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2025-12-19T20:15:18.429955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2025-12-19T20:15:18.430269] [INFO ] [FORECASTER] Starting predict_future for ACON
[2025-12-19T20:15:18.431229] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2025-12-19T20:15:18.431280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:18.431312] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:18.431338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:18.431394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:18.488091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:18.488745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:18.488822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:18.488854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:18.606430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:18.606590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:18.606631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:18.606659] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:18.609978] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: DOWN (p=14.54%)
[2025-12-19T20:15:18.610248] [INFO ] [FORECASTER] Completed predict_future for ACON
[2025-12-19T20:15:18.610375] [INFO ] [sig       ] ACON: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:18.748803] [INFO ] [LOCAL     ] Saved forecast: ACON	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ACON.txt
[2025-12-19T20:15:18.748923] [INFO ] [sig       ] [41/3561] Completed ACON in 0.3s | 2.88 sym/s | Total: 14.2s | ETA: 20.4m
[2025-12-19T20:15:18.748961] [INFO ] [sig       ] [42/3561] Forecasting ACP...
[2025-12-19T20:15:18.748990] [INFO ] [sig       ] Generating forecast for: ACP
[2025-12-19T20:15:18.749019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-12-19T20:15:18.760071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2025-12-19T20:15:18.760413] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-12-19T20:15:18.761207] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-12-19T20:15:18.761271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:18.761304] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:18.761333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:18.761391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:18.819345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:18.819996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:18.820076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:18.820107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:18.938841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:18.938987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:18.939024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:18.939054] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:18.942387] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=96.36%)
[2025-12-19T20:15:18.942676] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-12-19T20:15:18.942812] [INFO ] [sig       ] ACP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:19.081347] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ACP.txt
[2025-12-19T20:15:19.081481] [INFO ] [sig       ] [42/3561] Completed ACP in 0.3s | 2.88 sym/s | Total: 14.6s | ETA: 20.4m
[2025-12-19T20:15:19.081522] [INFO ] [sig       ] [43/3561] Forecasting ACRE...
[2025-12-19T20:15:19.081551] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-12-19T20:15:19.081604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-12-19T20:15:19.093329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2025-12-19T20:15:19.093688] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-12-19T20:15:19.094673] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-12-19T20:15:19.094725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:19.094757] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:19.094785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:19.094842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:19.150663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:19.151317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:19.151395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:19.151427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:19.272831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:19.272986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:19.273027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:19.273056] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:19.276408] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=41.98%)
[2025-12-19T20:15:19.276697] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-12-19T20:15:19.276831] [INFO ] [sig       ] ACRE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:19.413655] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ACRE.txt
[2025-12-19T20:15:19.413795] [INFO ] [sig       ] [43/3561] Completed ACRE in 0.3s | 2.88 sym/s | Total: 14.9s | ETA: 20.3m
[2025-12-19T20:15:19.413835] [INFO ] [sig       ] [44/3561] Forecasting ACRS...
[2025-12-19T20:15:19.413864] [INFO ] [sig       ] Generating forecast for: ACRS
[2025-12-19T20:15:19.413893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2025-12-19T20:15:19.425501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2025-12-19T20:15:19.425852] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2025-12-19T20:15:19.426621] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2025-12-19T20:15:19.426672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:19.426734] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:19.426762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:19.426819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:19.482854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:19.483692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:19.483778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:19.483809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:19.605665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:19.605824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:19.605863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:19.605892] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:19.609685] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=6.19%)
[2025-12-19T20:15:19.610143] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2025-12-19T20:15:19.610280] [INFO ] [sig       ] ACRS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:19.755021] [INFO ] [LOCAL     ] Saved forecast: ACRS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ACRS.txt
[2025-12-19T20:15:19.755173] [INFO ] [sig       ] [44/3561] Completed ACRS in 0.3s | 2.89 sym/s | Total: 15.2s | ETA: 20.3m
[2025-12-19T20:15:19.755213] [INFO ] [sig       ] [45/3561] Forecasting ACTG...
[2025-12-19T20:15:19.755243] [INFO ] [sig       ] Generating forecast for: ACTG
[2025-12-19T20:15:19.755273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2025-12-19T20:15:19.768330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2025-12-19T20:15:19.768788] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2025-12-19T20:15:19.769807] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2025-12-19T20:15:19.769859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:19.769891] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:19.769917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:19.769973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:19.836295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:19.838424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:19.838603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:19.838669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:19.965003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:19.965173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:19.965212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:19.965241] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:19.968918] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: UP (p=57.07%)
[2025-12-19T20:15:19.969287] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2025-12-19T20:15:19.969448] [INFO ] [sig       ] ACTG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:20.119965] [INFO ] [LOCAL     ] Saved forecast: ACTG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ACTG.txt
[2025-12-19T20:15:20.120117] [INFO ] [sig       ] [45/3561] Completed ACTG in 0.4s | 2.88 sym/s | Total: 15.6s | ETA: 20.3m
[2025-12-19T20:15:20.120163] [INFO ] [sig       ] [46/3561] Forecasting ACVA...
[2025-12-19T20:15:20.120200] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-12-19T20:15:20.120231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-12-19T20:15:20.137316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2025-12-19T20:15:20.137985] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-12-19T20:15:20.139666] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-12-19T20:15:20.139820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:20.139857] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:20.139885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:20.139958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:20.197994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:20.198984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:20.199080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:20.199113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:20.332163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:20.332356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:20.332399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:20.332442] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:20.336108] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: DOWN (p=43.34%)
[2025-12-19T20:15:20.336442] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-12-19T20:15:20.336616] [INFO ] [sig       ] ACVA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:20.484191] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ACVA.txt
[2025-12-19T20:15:20.484361] [INFO ] [sig       ] [46/3561] Completed ACVA in 0.4s | 2.88 sym/s | Total: 16.0s | ETA: 20.3m
[2025-12-19T20:15:20.484402] [INFO ] [sig       ] [47/3561] Forecasting ACWI...
[2025-12-19T20:15:20.484431] [INFO ] [sig       ] Generating forecast for: ACWI
[2025-12-19T20:15:20.484462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2025-12-19T20:15:20.499074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2025-12-19T20:15:20.499478] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2025-12-19T20:15:20.500630] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2025-12-19T20:15:20.500686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:20.500718] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:20.500745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:20.500806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:20.561023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:20.561813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:20.561900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:20.561931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:20.679500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:20.679686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:20.679726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:20.679792] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:20.683207] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: UP (p=54.89%)
[2025-12-19T20:15:20.683495] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2025-12-19T20:15:20.683647] [INFO ] [sig       ] ACWI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:20.820603] [INFO ] [LOCAL     ] Saved forecast: ACWI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ACWI.txt
[2025-12-19T20:15:20.820744] [INFO ] [sig       ] [47/3561] Completed ACWI in 0.3s | 2.88 sym/s | Total: 16.3s | ETA: 20.3m
[2025-12-19T20:15:20.820784] [INFO ] [sig       ] [48/3561] Forecasting ACWX...
[2025-12-19T20:15:20.820816] [INFO ] [sig       ] Generating forecast for: ACWX
[2025-12-19T20:15:20.820846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2025-12-19T20:15:20.832536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2025-12-19T20:15:20.832930] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2025-12-19T20:15:20.833915] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2025-12-19T20:15:20.834147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:20.834179] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:20.834206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:20.834262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:20.891119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:20.891786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:20.891865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:20.891896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:21.015335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:21.015498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:21.015538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:21.015583] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:21.019456] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: DOWN (p=37.36%)
[2025-12-19T20:15:21.019762] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2025-12-19T20:15:21.019919] [INFO ] [sig       ] ACWX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:21.163122] [INFO ] [LOCAL     ] Saved forecast: ACWX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ACWX.txt
[2025-12-19T20:15:21.163257] [INFO ] [sig       ] [48/3561] Completed ACWX in 0.3s | 2.88 sym/s | Total: 16.7s | ETA: 20.3m
[2025-12-19T20:15:21.163298] [INFO ] [sig       ] [49/3561] Forecasting ACXP...
[2025-12-19T20:15:21.163329] [INFO ] [sig       ] Generating forecast for: ACXP
[2025-12-19T20:15:21.163360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2025-12-19T20:15:21.174762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2025-12-19T20:15:21.175101] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2025-12-19T20:15:21.175895] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2025-12-19T20:15:21.175946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:21.175977] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:21.176003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:21.176059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:21.232201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:21.232939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:21.233020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:21.233052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:21.351426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:21.351599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:21.351658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:21.351688] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:21.355075] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: DOWN (p=5.61%)
[2025-12-19T20:15:21.355349] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2025-12-19T20:15:21.355477] [INFO ] [sig       ] ACXP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:21.495099] [INFO ] [LOCAL     ] Saved forecast: ACXP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ACXP.txt
[2025-12-19T20:15:21.495242] [INFO ] [sig       ] [49/3561] Completed ACXP in 0.3s | 2.88 sym/s | Total: 17.0s | ETA: 20.3m
[2025-12-19T20:15:21.495282] [INFO ] [sig       ] [50/3561] Forecasting ADBE...
[2025-12-19T20:15:21.495311] [INFO ] [sig       ] Generating forecast for: ADBE
[2025-12-19T20:15:21.495343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2025-12-19T20:15:21.507608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2025-12-19T20:15:21.508005] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2025-12-19T20:15:21.508849] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2025-12-19T20:15:21.508901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:21.508932] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:21.508958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:21.509015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:21.567013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:21.567812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:21.567909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:21.567948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:21.694908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:21.695071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:21.695113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:21.695141] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:21.698904] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: UP (p=99.34%)
[2025-12-19T20:15:21.699194] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2025-12-19T20:15:21.699349] [INFO ] [sig       ] ADBE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:21.847638] [INFO ] [LOCAL     ] Saved forecast: ADBE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ADBE.txt
[2025-12-19T20:15:21.847852] [INFO ] [sig       ] [50/3561] Completed ADBE in 0.4s | 2.88 sym/s | Total: 17.3s | ETA: 20.3m
[2025-12-19T20:15:21.847895] [INFO ] [sig       ] [51/3561] Forecasting ADC...
[2025-12-19T20:15:21.847942] [INFO ] [sig       ] Generating forecast for: ADC
[2025-12-19T20:15:21.847973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-12-19T20:15:21.859635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2025-12-19T20:15:21.859991] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-12-19T20:15:21.860785] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-12-19T20:15:21.860838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:21.860869] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:21.860895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:21.860951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:21.919967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:21.920957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:21.921073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:21.921108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:22.057060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:22.057240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:22.057282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:22.057310] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:22.061014] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=11.51%)
[2025-12-19T20:15:22.061362] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-12-19T20:15:22.061512] [INFO ] [sig       ] ADC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:22.208044] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ADC.txt
[2025-12-19T20:15:22.208215] [INFO ] [sig       ] [51/3561] Completed ADC in 0.4s | 2.88 sym/s | Total: 17.7s | ETA: 20.3m
[2025-12-19T20:15:22.208260] [INFO ] [sig       ] [52/3561] Forecasting ADEA...
[2025-12-19T20:15:22.208289] [INFO ] [sig       ] Generating forecast for: ADEA
[2025-12-19T20:15:22.208319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2025-12-19T20:15:22.220281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2025-12-19T20:15:22.220678] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2025-12-19T20:15:22.221466] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2025-12-19T20:15:22.221517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:22.221549] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:22.221597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:22.221657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:22.279942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:22.280858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:22.280960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:22.280995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:22.402823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:22.402982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:22.403022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:22.403049] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:22.406429] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-12-19T20:15:22.406724] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2025-12-19T20:15:22.406861] [INFO ] [sig       ] ADEA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:22.554480] [INFO ] [LOCAL     ] Saved forecast: ADEA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ADEA.txt
[2025-12-19T20:15:22.554639] [INFO ] [sig       ] [52/3561] Completed ADEA in 0.3s | 2.88 sym/s | Total: 18.0s | ETA: 20.3m
[2025-12-19T20:15:22.554682] [INFO ] [sig       ] [53/3561] Forecasting ADI...
[2025-12-19T20:15:22.554711] [INFO ] [sig       ] Generating forecast for: ADI
[2025-12-19T20:15:22.554744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2025-12-19T20:15:22.566692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2025-12-19T20:15:22.567061] [INFO ] [FORECASTER] Starting predict_future for ADI
[2025-12-19T20:15:22.567864] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2025-12-19T20:15:22.567926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:22.567968] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:22.567996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:22.568053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:22.627884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:22.628911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:22.629017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:22.629051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:22.758875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:22.759033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:22.759072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:22.759101] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:22.762927] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: DOWN (p=25.17%)
[2025-12-19T20:15:22.763198] [INFO ] [FORECASTER] Completed predict_future for ADI
[2025-12-19T20:15:22.763327] [INFO ] [sig       ] ADI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:22.904178] [INFO ] [LOCAL     ] Saved forecast: ADI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ADI.txt
[2025-12-19T20:15:22.904317] [INFO ] [sig       ] [53/3561] Completed ADI in 0.3s | 2.88 sym/s | Total: 18.4s | ETA: 20.3m
[2025-12-19T20:15:22.904363] [INFO ] [sig       ] [54/3561] Forecasting ADM...
[2025-12-19T20:15:22.904407] [INFO ] [sig       ] Generating forecast for: ADM
[2025-12-19T20:15:22.904442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-12-19T20:15:22.916174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2025-12-19T20:15:22.916561] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-12-19T20:15:22.917376] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-12-19T20:15:22.917440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:22.917478] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:22.917507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:22.917567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:22.979355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:22.980279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:22.980396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:22.980431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:23.105284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:23.105445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:23.105486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:23.105518] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:23.109035] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: UP (p=92.74%)
[2025-12-19T20:15:23.109315] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-12-19T20:15:23.109454] [INFO ] [sig       ] ADM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:23.249724] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ADM.txt
[2025-12-19T20:15:23.249861] [INFO ] [sig       ] [54/3561] Completed ADM in 0.3s | 2.88 sym/s | Total: 18.7s | ETA: 20.3m
[2025-12-19T20:15:23.249900] [INFO ] [sig       ] [55/3561] Forecasting ADMA...
[2025-12-19T20:15:23.249933] [INFO ] [sig       ] Generating forecast for: ADMA
[2025-12-19T20:15:23.249964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2025-12-19T20:15:23.262514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2025-12-19T20:15:23.262950] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2025-12-19T20:15:23.263781] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2025-12-19T20:15:23.263839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:23.263873] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:23.263902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:23.263961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:23.324474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:23.325421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:23.325504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:23.325538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:23.460724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:23.460893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:23.460941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:23.460971] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:23.464605] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: UP (p=67.24%)
[2025-12-19T20:15:23.464933] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2025-12-19T20:15:23.465082] [INFO ] [sig       ] ADMA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:23.607410] [INFO ] [LOCAL     ] Saved forecast: ADMA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ADMA.txt
[2025-12-19T20:15:23.607590] [INFO ] [sig       ] [55/3561] Completed ADMA in 0.4s | 2.88 sym/s | Total: 19.1s | ETA: 20.3m
[2025-12-19T20:15:23.607633] [INFO ] [sig       ] [56/3561] Forecasting ADP...
[2025-12-19T20:15:23.607665] [INFO ] [sig       ] Generating forecast for: ADP
[2025-12-19T20:15:23.607696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2025-12-19T20:15:23.619647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2025-12-19T20:15:23.619967] [INFO ] [FORECASTER] Starting predict_future for ADP
[2025-12-19T20:15:23.620741] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2025-12-19T20:15:23.620792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:23.620827] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:23.620855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:23.620912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:23.676662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:23.677260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:23.677336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:23.677367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:23.799695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:23.799845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:23.799885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:23.799913] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:23.803244] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: UP (p=55.82%)
[2025-12-19T20:15:23.803511] [INFO ] [FORECASTER] Completed predict_future for ADP
[2025-12-19T20:15:23.803656] [INFO ] [sig       ] ADP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:23.940116] [INFO ] [LOCAL     ] Saved forecast: ADP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ADP.txt
[2025-12-19T20:15:23.940239] [INFO ] [sig       ] [56/3561] Completed ADP in 0.3s | 2.88 sym/s | Total: 19.4s | ETA: 20.3m
[2025-12-19T20:15:23.940278] [INFO ] [sig       ] [57/3561] Forecasting ADSE...
[2025-12-19T20:15:23.940313] [INFO ] [sig       ] Generating forecast for: ADSE
[2025-12-19T20:15:23.940344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2025-12-19T20:15:23.951999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2025-12-19T20:15:23.952314] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2025-12-19T20:15:23.953092] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2025-12-19T20:15:23.953144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:23.953177] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:23.953204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:23.953260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:24.009175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:24.009797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:24.009877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:24.009908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:24.130335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:24.130480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:24.130519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:24.130547] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:24.133881] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: DOWN (p=47.11%)
[2025-12-19T20:15:24.134150] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2025-12-19T20:15:24.134276] [INFO ] [sig       ] ADSE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:24.276295] [INFO ] [LOCAL     ] Saved forecast: ADSE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ADSE.txt
[2025-12-19T20:15:24.276465] [INFO ] [sig       ] [57/3561] Completed ADSE in 0.3s | 2.88 sym/s | Total: 19.8s | ETA: 20.3m
[2025-12-19T20:15:24.276517] [INFO ] [sig       ] [58/3561] Forecasting ADSK...
[2025-12-19T20:15:24.276549] [INFO ] [sig       ] Generating forecast for: ADSK
[2025-12-19T20:15:24.276597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2025-12-19T20:15:24.290387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2025-12-19T20:15:24.290895] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2025-12-19T20:15:24.291831] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2025-12-19T20:15:24.291900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:24.291945] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:24.291976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:24.292056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:24.353794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:24.354655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:24.354767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:24.354803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:24.483847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:24.484033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:24.484094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:24.484142] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:24.487841] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: DOWN (p=0.22%)
[2025-12-19T20:15:24.488135] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2025-12-19T20:15:24.488269] [INFO ] [sig       ] ADSK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:24.637711] [INFO ] [LOCAL     ] Saved forecast: ADSK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ADSK.txt
[2025-12-19T20:15:24.637865] [INFO ] [sig       ] [58/3561] Completed ADSK in 0.4s | 2.88 sym/s | Total: 20.1s | ETA: 20.3m
[2025-12-19T20:15:24.637909] [INFO ] [sig       ] [59/3561] Forecasting ADTN...
[2025-12-19T20:15:24.637949] [INFO ] [sig       ] Generating forecast for: ADTN
[2025-12-19T20:15:24.637983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2025-12-19T20:15:24.650204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2025-12-19T20:15:24.650631] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2025-12-19T20:15:24.651444] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2025-12-19T20:15:24.651498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:24.651531] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:24.651559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:24.651639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:24.710438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:24.711259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:24.711347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:24.711399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:24.836925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:24.837087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:24.837127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:24.837157] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:24.840857] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: DOWN (p=46.94%)
[2025-12-19T20:15:24.841149] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2025-12-19T20:15:24.841285] [INFO ] [sig       ] ADTN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:24.989020] [INFO ] [LOCAL     ] Saved forecast: ADTN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ADTN.txt
[2025-12-19T20:15:24.989202] [INFO ] [sig       ] [59/3561] Completed ADTN in 0.4s | 2.88 sym/s | Total: 20.5s | ETA: 20.3m
[2025-12-19T20:15:24.989262] [INFO ] [sig       ] [60/3561] Forecasting ADTX...
[2025-12-19T20:15:24.989299] [INFO ] [sig       ] Generating forecast for: ADTX
[2025-12-19T20:15:24.989333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'.
[2025-12-19T20:15:25.001387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTX'.
[2025-12-19T20:15:25.001799] [INFO ] [FORECASTER] Starting predict_future for ADTX
[2025-12-19T20:15:25.002686] [DEBUG] [LOCAL     ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt
[2025-12-19T20:15:25.002739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:25.002773] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:25.002802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:25.002861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:25.066309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:25.067379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:25.067506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:25.067555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:25.184381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:25.184526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:25.184567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:25.184632] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:25.188175] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: UP (p=62.36%)
[2025-12-19T20:15:25.188456] [INFO ] [FORECASTER] Completed predict_future for ADTX
[2025-12-19T20:15:25.188608] [INFO ] [sig       ] ADTX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:25.337319] [INFO ] [LOCAL     ] Saved forecast: ADTX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ADTX.txt
[2025-12-19T20:15:25.337462] [INFO ] [sig       ] [60/3561] Completed ADTX in 0.3s | 2.88 sym/s | Total: 20.8s | ETA: 20.3m
[2025-12-19T20:15:25.337506] [INFO ] [sig       ] [61/3561] Forecasting ADUS...
[2025-12-19T20:15:25.337536] [INFO ] [sig       ] Generating forecast for: ADUS
[2025-12-19T20:15:25.337566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2025-12-19T20:15:25.349788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2025-12-19T20:15:25.350181] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2025-12-19T20:15:25.351120] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2025-12-19T20:15:25.351175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:25.351234] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:25.351263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:25.351319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:25.413754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:25.414698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:25.414787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:25.414820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:25.542237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:25.542392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:25.542433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:25.542461] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:25.546750] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: UP (p=75.99%)
[2025-12-19T20:15:25.547235] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2025-12-19T20:15:25.547377] [INFO ] [sig       ] ADUS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:25.704333] [INFO ] [LOCAL     ] Saved forecast: ADUS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ADUS.txt
[2025-12-19T20:15:25.704479] [INFO ] [sig       ] [61/3561] Completed ADUS in 0.4s | 2.88 sym/s | Total: 21.2s | ETA: 20.3m
[2025-12-19T20:15:25.704520] [INFO ] [sig       ] [62/3561] Forecasting ADX...
[2025-12-19T20:15:25.704550] [INFO ] [sig       ] Generating forecast for: ADX
[2025-12-19T20:15:25.704598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-12-19T20:15:25.718640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2025-12-19T20:15:25.719074] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-12-19T20:15:25.719954] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-12-19T20:15:25.720009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:25.720043] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:25.720072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:25.720130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:25.784970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:25.785827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:25.785921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:25.785979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:25.921675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:25.921842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:25.921890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:25.921921] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:25.926043] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: DOWN (p=19.40%)
[2025-12-19T20:15:25.926389] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-12-19T20:15:25.926545] [INFO ] [sig       ] ADX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:26.073432] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ADX.txt
[2025-12-19T20:15:26.073612] [INFO ] [sig       ] [62/3561] Completed ADX in 0.4s | 2.87 sym/s | Total: 21.6s | ETA: 20.3m
[2025-12-19T20:15:26.073669] [INFO ] [sig       ] [63/3561] Forecasting AEE...
[2025-12-19T20:15:26.073701] [INFO ] [sig       ] Generating forecast for: AEE
[2025-12-19T20:15:26.073732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-12-19T20:15:26.085774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2025-12-19T20:15:26.086159] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-12-19T20:15:26.087018] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-12-19T20:15:26.087075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:26.087110] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:26.087138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:26.087195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:26.148005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:26.148918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:26.149023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:26.149064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:26.279265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:26.279422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:26.279463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:26.279493] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:26.283415] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: UP (p=94.36%)
[2025-12-19T20:15:26.283729] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-12-19T20:15:26.283877] [INFO ] [sig       ] AEE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:26.437954] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AEE.txt
[2025-12-19T20:15:26.438116] [INFO ] [sig       ] [63/3561] Completed AEE in 0.4s | 2.87 sym/s | Total: 21.9s | ETA: 20.3m
[2025-12-19T20:15:26.438159] [INFO ] [sig       ] [64/3561] Forecasting AEFC...
[2025-12-19T20:15:26.438191] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-12-19T20:15:26.438223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-12-19T20:15:26.450367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2025-12-19T20:15:26.450792] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-12-19T20:15:26.451644] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-12-19T20:15:26.451698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:26.451732] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:26.451760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:26.451833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:26.517773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:26.518702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:26.518801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:26.518837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:26.646297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:26.646459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:26.646503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:26.646588] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:26.650224] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=3.17%)
[2025-12-19T20:15:26.650527] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-12-19T20:15:26.650691] [INFO ] [sig       ] AEFC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:26.790149] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AEFC.txt
[2025-12-19T20:15:26.790289] [INFO ] [sig       ] [64/3561] Completed AEFC in 0.4s | 2.87 sym/s | Total: 22.3s | ETA: 20.3m
[2025-12-19T20:15:26.790330] [INFO ] [sig       ] [65/3561] Forecasting AEG...
[2025-12-19T20:15:26.790360] [INFO ] [sig       ] Generating forecast for: AEG
[2025-12-19T20:15:26.790392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-12-19T20:15:26.802352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2025-12-19T20:15:26.802760] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-12-19T20:15:26.803566] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-12-19T20:15:26.803642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:26.803675] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:26.803701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:26.803757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:26.859052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:26.859969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:26.860077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:26.860110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:26.981394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:26.981557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:26.981617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:26.981646] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:26.985067] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: DOWN (p=9.75%)
[2025-12-19T20:15:26.985341] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-12-19T20:15:26.985471] [INFO ] [sig       ] AEG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:27.124885] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AEG.txt
[2025-12-19T20:15:27.125038] [INFO ] [sig       ] [65/3561] Completed AEG in 0.3s | 2.87 sym/s | Total: 22.6s | ETA: 20.3m
[2025-12-19T20:15:27.125082] [INFO ] [sig       ] [66/3561] Forecasting AEHL...
[2025-12-19T20:15:27.125111] [INFO ] [sig       ] Generating forecast for: AEHL
[2025-12-19T20:15:27.125142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-12-19T20:15:27.136138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-12-19T20:15:27.136490] [INFO ] [FORECASTER] Starting predict_future for AEHL
[2025-12-19T20:15:27.137297] [DEBUG] [LOCAL     ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt
[2025-12-19T20:15:27.137362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:27.137394] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:27.137420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:27.137480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:27.193874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:27.194766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:27.194853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:27.194903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:27.316017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:27.316180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:27.316222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:27.316251] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:27.319724] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: UP (p=87.67%)
[2025-12-19T20:15:27.320020] [INFO ] [FORECASTER] Completed predict_future for AEHL
[2025-12-19T20:15:27.320157] [INFO ] [sig       ] AEHL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:27.462652] [INFO ] [LOCAL     ] Saved forecast: AEHL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AEHL.txt
[2025-12-19T20:15:27.462793] [INFO ] [sig       ] [66/3561] Completed AEHL in 0.3s | 2.87 sym/s | Total: 23.0s | ETA: 20.3m
[2025-12-19T20:15:27.462833] [INFO ] [sig       ] [67/3561] Forecasting AEI...
[2025-12-19T20:15:27.462864] [INFO ] [sig       ] Generating forecast for: AEI
[2025-12-19T20:15:27.462895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2025-12-19T20:15:27.475206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2025-12-19T20:15:27.475662] [INFO ] [FORECASTER] Starting predict_future for AEI
[2025-12-19T20:15:27.476472] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2025-12-19T20:15:27.476526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:27.476561] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:27.476609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:27.476670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:27.544476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:27.545438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:27.545566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:27.545627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:27.671397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:27.671563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:27.671644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:27.671690] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:27.675408] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: UP (p=59.78%)
[2025-12-19T20:15:27.675720] [INFO ] [FORECASTER] Completed predict_future for AEI
[2025-12-19T20:15:27.675859] [INFO ] [sig       ] AEI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:27.825931] [INFO ] [LOCAL     ] Saved forecast: AEI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AEI.txt
[2025-12-19T20:15:27.826117] [INFO ] [sig       ] [67/3561] Completed AEI in 0.4s | 2.87 sym/s | Total: 23.3s | ETA: 20.3m
[2025-12-19T20:15:27.826173] [INFO ] [sig       ] [68/3561] Forecasting AEIS...
[2025-12-19T20:15:27.826205] [INFO ] [sig       ] Generating forecast for: AEIS
[2025-12-19T20:15:27.826238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2025-12-19T20:15:27.838529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2025-12-19T20:15:27.838948] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2025-12-19T20:15:27.839764] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2025-12-19T20:15:27.839817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:27.839850] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:27.839878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:27.839934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:27.899423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:27.900217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:27.900500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:27.900536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:28.020885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:28.021044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:28.021085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:28.021114] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:28.024621] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: UP (p=94.40%)
[2025-12-19T20:15:28.024902] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2025-12-19T20:15:28.025044] [INFO ] [sig       ] AEIS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:28.166940] [INFO ] [LOCAL     ] Saved forecast: AEIS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AEIS.txt
[2025-12-19T20:15:28.167094] [INFO ] [sig       ] [68/3561] Completed AEIS in 0.3s | 2.87 sym/s | Total: 23.7s | ETA: 20.3m
[2025-12-19T20:15:28.167134] [INFO ] [sig       ] [69/3561] Forecasting AEM...
[2025-12-19T20:15:28.167165] [INFO ] [sig       ] Generating forecast for: AEM
[2025-12-19T20:15:28.167195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-12-19T20:15:28.179829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2025-12-19T20:15:28.180244] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-12-19T20:15:28.181097] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-12-19T20:15:28.181151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:28.181183] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:28.181212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:28.181270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:28.240155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:28.240869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:28.240963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:28.241011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:28.368110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:28.368268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:28.368308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:28.368340] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:28.372268] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: UP (p=63.74%)
[2025-12-19T20:15:28.372548] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-12-19T20:15:28.372699] [INFO ] [sig       ] AEM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:28.515818] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AEM.txt
[2025-12-19T20:15:28.515981] [INFO ] [sig       ] [69/3561] Completed AEM in 0.3s | 2.87 sym/s | Total: 24.0s | ETA: 20.3m
[2025-12-19T20:15:28.516021] [INFO ] [sig       ] [70/3561] Forecasting AEO...
[2025-12-19T20:15:28.516052] [INFO ] [sig       ] Generating forecast for: AEO
[2025-12-19T20:15:28.516083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-12-19T20:15:28.527810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2025-12-19T20:15:28.528167] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-12-19T20:15:28.529005] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-12-19T20:15:28.529065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:28.529097] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:28.529123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:28.529181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:28.593536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:28.594486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:28.594588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:28.594633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:28.723699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:28.723872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:28.723914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:28.723943] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:28.727906] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: DOWN (p=43.96%)
[2025-12-19T20:15:28.728474] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-12-19T20:15:28.728667] [INFO ] [sig       ] AEO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:28.876889] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AEO.txt
[2025-12-19T20:15:28.877063] [INFO ] [sig       ] [70/3561] Completed AEO in 0.4s | 2.87 sym/s | Total: 24.4s | ETA: 20.3m
[2025-12-19T20:15:28.877107] [INFO ] [sig       ] [71/3561] Forecasting AEP...
[2025-12-19T20:15:28.877138] [INFO ] [sig       ] Generating forecast for: AEP
[2025-12-19T20:15:28.877172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2025-12-19T20:15:28.889055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2025-12-19T20:15:28.889391] [INFO ] [FORECASTER] Starting predict_future for AEP
[2025-12-19T20:15:28.890205] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2025-12-19T20:15:28.890257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:28.890288] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:28.890316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:28.890373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:28.946955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:28.947855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:28.947987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:28.948218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:29.068971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:29.069124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:29.069164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:29.069193] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:29.072644] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: DOWN (p=35.05%)
[2025-12-19T20:15:29.072932] [INFO ] [FORECASTER] Completed predict_future for AEP
[2025-12-19T20:15:29.073060] [INFO ] [sig       ] AEP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:29.214239] [INFO ] [LOCAL     ] Saved forecast: AEP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AEP.txt
[2025-12-19T20:15:29.214375] [INFO ] [sig       ] [71/3561] Completed AEP in 0.3s | 2.87 sym/s | Total: 24.7s | ETA: 20.2m
[2025-12-19T20:15:29.214416] [INFO ] [sig       ] [72/3561] Forecasting AES...
[2025-12-19T20:15:29.214447] [INFO ] [sig       ] Generating forecast for: AES
[2025-12-19T20:15:29.214478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-12-19T20:15:29.227001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2025-12-19T20:15:29.227358] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-12-19T20:15:29.228159] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-12-19T20:15:29.228213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:29.228247] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:29.228276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:29.228334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:29.286762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:29.287626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:29.287712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:29.287747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:29.411419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:29.411596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:29.411641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:29.411671] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:29.415495] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: DOWN (p=2.41%)
[2025-12-19T20:15:29.415793] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-12-19T20:15:29.415926] [INFO ] [sig       ] AES: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:29.566414] [INFO ] [LOCAL     ] Saved forecast: AES	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AES.txt
[2025-12-19T20:15:29.566602] [INFO ] [sig       ] [72/3561] Completed AES in 0.4s | 2.87 sym/s | Total: 25.1s | ETA: 20.2m
[2025-12-19T20:15:29.566646] [INFO ] [sig       ] [73/3561] Forecasting AESI...
[2025-12-19T20:15:29.566675] [INFO ] [sig       ] Generating forecast for: AESI
[2025-12-19T20:15:29.566706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-12-19T20:15:29.578706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2025-12-19T20:15:29.579105] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-12-19T20:15:29.579897] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-12-19T20:15:29.579949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:29.579979] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:29.580005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:29.580059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:29.641154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:29.642104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:29.642199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:29.642232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:29.762059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:29.762214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:29.762268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:29.762297] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:29.765854] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: UP (p=96.69%)
[2025-12-19T20:15:29.766312] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-12-19T20:15:29.766439] [INFO ] [sig       ] AESI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:29.906784] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AESI.txt
[2025-12-19T20:15:29.906960] [INFO ] [sig       ] [73/3561] Completed AESI in 0.3s | 2.87 sym/s | Total: 25.4s | ETA: 20.2m
[2025-12-19T20:15:29.907004] [INFO ] [sig       ] [74/3561] Forecasting AEVA...
[2025-12-19T20:15:29.907036] [INFO ] [sig       ] Generating forecast for: AEVA
[2025-12-19T20:15:29.907065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2025-12-19T20:15:29.919938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2025-12-19T20:15:29.920267] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2025-12-19T20:15:29.921080] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2025-12-19T20:15:29.921132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:29.921163] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:29.921188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:29.921243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:29.976820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:29.977442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:29.977521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:29.977553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:30.096676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:30.096839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:30.096877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:30.096906] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:30.100295] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: UP (p=96.20%)
[2025-12-19T20:15:30.100568] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2025-12-19T20:15:30.100711] [INFO ] [sig       ] AEVA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:30.239843] [INFO ] [LOCAL     ] Saved forecast: AEVA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AEVA.txt
[2025-12-19T20:15:30.240001] [INFO ] [sig       ] [74/3561] Completed AEVA in 0.3s | 2.88 sym/s | Total: 25.7s | ETA: 20.2m
[2025-12-19T20:15:30.240041] [INFO ] [sig       ] [75/3561] Forecasting AEYE...
[2025-12-19T20:15:30.240070] [INFO ] [sig       ] Generating forecast for: AEYE
[2025-12-19T20:15:30.240291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2025-12-19T20:15:30.252343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2025-12-19T20:15:30.252685] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2025-12-19T20:15:30.253439] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2025-12-19T20:15:30.253490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:30.253521] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:30.253547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:30.253622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:30.309832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:30.310463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:30.310543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:30.310595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:30.431028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:30.431238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:30.431280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:30.431309] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:30.434856] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: DOWN (p=42.30%)
[2025-12-19T20:15:30.435133] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2025-12-19T20:15:30.435261] [INFO ] [sig       ] AEYE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:30.573271] [INFO ] [LOCAL     ] Saved forecast: AEYE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AEYE.txt
[2025-12-19T20:15:30.573415] [INFO ] [sig       ] [75/3561] Completed AEYE in 0.3s | 2.88 sym/s | Total: 26.1s | ETA: 20.2m
[2025-12-19T20:15:30.573456] [INFO ] [sig       ] [76/3561] Forecasting AFB...
[2025-12-19T20:15:30.573485] [INFO ] [sig       ] Generating forecast for: AFB
[2025-12-19T20:15:30.573529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-12-19T20:15:30.588027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2025-12-19T20:15:30.588445] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-12-19T20:15:30.589333] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-12-19T20:15:30.589386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:30.589418] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:30.589446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:30.589504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:30.647001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:30.647719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:30.647813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:30.647849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:30.771441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:30.771619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:30.771659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:30.771687] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:30.775068] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=94.85%)
[2025-12-19T20:15:30.775355] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-12-19T20:15:30.775488] [INFO ] [sig       ] AFB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:30.912362] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AFB.txt
[2025-12-19T20:15:30.912495] [INFO ] [sig       ] [76/3561] Completed AFB in 0.3s | 2.88 sym/s | Total: 26.4s | ETA: 20.2m
[2025-12-19T20:15:30.912535] [INFO ] [sig       ] [77/3561] Forecasting AFCG...
[2025-12-19T20:15:30.912564] [INFO ] [sig       ] Generating forecast for: AFCG
[2025-12-19T20:15:30.912612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-12-19T20:15:30.923744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-12-19T20:15:30.924113] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2025-12-19T20:15:30.924925] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2025-12-19T20:15:30.924979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:30.925023] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:30.925051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:30.925107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:30.981815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:30.982521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:30.982620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:30.982654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:31.101408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:31.101561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:31.101618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:31.101648] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:31.105026] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: DOWN (p=14.50%)
[2025-12-19T20:15:31.105299] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2025-12-19T20:15:31.105429] [INFO ] [sig       ] AFCG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:31.250062] [INFO ] [LOCAL     ] Saved forecast: AFCG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AFCG.txt
[2025-12-19T20:15:31.250396] [INFO ] [sig       ] [77/3561] Completed AFCG in 0.3s | 2.88 sym/s | Total: 26.7s | ETA: 20.2m
[2025-12-19T20:15:31.250434] [INFO ] [sig       ] [78/3561] Forecasting AFG...
[2025-12-19T20:15:31.250463] [INFO ] [sig       ] Generating forecast for: AFG
[2025-12-19T20:15:31.250492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-12-19T20:15:31.264137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2025-12-19T20:15:31.264618] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-12-19T20:15:31.265500] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-12-19T20:15:31.265554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:31.265643] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:31.265673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:31.265731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:31.325751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:31.326728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:31.326826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:31.326862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:31.451535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:31.451720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:31.451761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:31.451788] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:31.455415] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: DOWN (p=16.98%)
[2025-12-19T20:15:31.455743] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-12-19T20:15:31.455888] [INFO ] [sig       ] AFG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:31.594197] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AFG.txt
[2025-12-19T20:15:31.594363] [INFO ] [sig       ] [78/3561] Completed AFG in 0.3s | 2.88 sym/s | Total: 27.1s | ETA: 20.2m
[2025-12-19T20:15:31.594405] [INFO ] [sig       ] [79/3561] Forecasting AFGC...
[2025-12-19T20:15:31.594434] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-12-19T20:15:31.594463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-12-19T20:15:31.605421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2025-12-19T20:15:31.605858] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-12-19T20:15:31.606754] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-12-19T20:15:31.606808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:31.606840] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:31.606866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:31.606923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:31.667416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:31.668510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:31.668638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:31.668678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:31.805839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:31.806002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:31.806048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:31.806076] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:31.809701] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: UP (p=75.27%)
[2025-12-19T20:15:31.809990] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-12-19T20:15:31.810126] [INFO ] [sig       ] AFGC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:31.950160] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AFGC.txt
[2025-12-19T20:15:31.950518] [INFO ] [sig       ] [79/3561] Completed AFGC in 0.4s | 2.88 sym/s | Total: 27.4s | ETA: 20.2m
[2025-12-19T20:15:31.950561] [INFO ] [sig       ] [80/3561] Forecasting AFL...
[2025-12-19T20:15:31.950618] [INFO ] [sig       ] Generating forecast for: AFL
[2025-12-19T20:15:31.950650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-12-19T20:15:31.963337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2025-12-19T20:15:31.963734] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-12-19T20:15:31.964617] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-12-19T20:15:31.964672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:31.964706] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:31.964734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:31.964790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:32.026126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:32.026970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:32.027057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:32.027090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:32.151453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:32.151623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:32.151664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:32.151709] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:32.155437] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: UP (p=53.00%)
[2025-12-19T20:15:32.155734] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-12-19T20:15:32.155868] [INFO ] [sig       ] AFL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:32.298415] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AFL.txt
[2025-12-19T20:15:32.298566] [INFO ] [sig       ] [80/3561] Completed AFL in 0.3s | 2.88 sym/s | Total: 27.8s | ETA: 20.2m
[2025-12-19T20:15:32.298652] [INFO ] [sig       ] [81/3561] Forecasting AFRI...
[2025-12-19T20:15:32.298691] [INFO ] [sig       ] Generating forecast for: AFRI
[2025-12-19T20:15:32.298725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2025-12-19T20:15:32.309137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRI'.
[2025-12-19T20:15:32.309431] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2025-12-19T20:15:32.310539] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2025-12-19T20:15:32.310610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:32.310644] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:32.310672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:32.310730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:32.369977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:32.370745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:32.370829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:32.370862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:32.476125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:32.476473] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-19T20:15:32.476513] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:32.476600] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:32.480307] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: UP (p=85.47%)
[2025-12-19T20:15:32.480604] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2025-12-19T20:15:32.480736] [INFO ] [sig       ] AFRI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:32.624776] [INFO ] [LOCAL     ] Saved forecast: AFRI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AFRI.txt
[2025-12-19T20:15:32.624917] [INFO ] [sig       ] [81/3561] Completed AFRI in 0.3s | 2.88 sym/s | Total: 28.1s | ETA: 20.1m
[2025-12-19T20:15:32.624958] [INFO ] [sig       ] [82/3561] Forecasting AFRM...
[2025-12-19T20:15:32.624987] [INFO ] [sig       ] Generating forecast for: AFRM
[2025-12-19T20:15:32.625017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2025-12-19T20:15:32.637395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2025-12-19T20:15:32.637774] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2025-12-19T20:15:32.638808] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2025-12-19T20:15:32.638861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:32.638893] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:32.638920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:32.638977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:32.699906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:32.700942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:32.701026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:32.701060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:32.824370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:32.824532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:32.824588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:32.824620] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:32.828854] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: UP (p=84.20%)
[2025-12-19T20:15:32.829154] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2025-12-19T20:15:32.829292] [INFO ] [sig       ] AFRM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:32.971036] [INFO ] [LOCAL     ] Saved forecast: AFRM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AFRM.txt
[2025-12-19T20:15:32.971170] [INFO ] [sig       ] [82/3561] Completed AFRM in 0.3s | 2.88 sym/s | Total: 28.5s | ETA: 20.1m
[2025-12-19T20:15:32.971211] [INFO ] [sig       ] [83/3561] Forecasting AFYA...
[2025-12-19T20:15:32.971239] [INFO ] [sig       ] Generating forecast for: AFYA
[2025-12-19T20:15:32.971269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2025-12-19T20:15:32.984012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2025-12-19T20:15:32.984434] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2025-12-19T20:15:32.985278] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2025-12-19T20:15:32.985331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:32.985363] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:32.985388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:32.985446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:33.043279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:33.044180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:33.044270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:33.044302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:33.167524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:33.167705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:33.167744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:33.167774] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:33.171280] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: UP (p=84.37%)
[2025-12-19T20:15:33.171585] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2025-12-19T20:15:33.171719] [INFO ] [sig       ] AFYA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:33.315120] [INFO ] [LOCAL     ] Saved forecast: AFYA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AFYA.txt
[2025-12-19T20:15:33.315284] [INFO ] [sig       ] [83/3561] Completed AFYA in 0.3s | 2.88 sym/s | Total: 28.8s | ETA: 20.1m
[2025-12-19T20:15:33.315325] [INFO ] [sig       ] [84/3561] Forecasting AG...
[2025-12-19T20:15:33.315355] [INFO ] [sig       ] Generating forecast for: AG
[2025-12-19T20:15:33.315387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-12-19T20:15:33.327421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2025-12-19T20:15:33.327848] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-12-19T20:15:33.328886] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-12-19T20:15:33.328938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:33.328968] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:33.328994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:33.329049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:33.387460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:33.388373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:33.388464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:33.388499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:33.512676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:33.512831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:33.512869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:33.512915] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:33.516272] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: UP (p=70.73%)
[2025-12-19T20:15:33.516541] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-12-19T20:15:33.516685] [INFO ] [sig       ] AG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:33.665294] [INFO ] [LOCAL     ] Saved forecast: AG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AG.txt
[2025-12-19T20:15:33.665438] [INFO ] [sig       ] [84/3561] Completed AG in 0.4s | 2.88 sym/s | Total: 29.2s | ETA: 20.1m
[2025-12-19T20:15:33.665477] [INFO ] [sig       ] [85/3561] Forecasting AGCO...
[2025-12-19T20:15:33.665507] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-12-19T20:15:33.665537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-12-19T20:15:33.676820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2025-12-19T20:15:33.677153] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-12-19T20:15:33.677936] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-12-19T20:15:33.677988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:33.678019] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:33.678046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:33.678106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:33.734504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:33.735132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:33.735211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:33.735243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:33.874359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:33.874518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:33.874560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:33.874612] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:33.878007] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=45.17%)
[2025-12-19T20:15:33.878282] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-12-19T20:15:33.878411] [INFO ] [sig       ] AGCO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:34.016366] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AGCO.txt
[2025-12-19T20:15:34.016478] [INFO ] [sig       ] [85/3561] Completed AGCO in 0.4s | 2.88 sym/s | Total: 29.5s | ETA: 20.1m
[2025-12-19T20:15:34.016517] [INFO ] [sig       ] [86/3561] Forecasting AGD...
[2025-12-19T20:15:34.016547] [INFO ] [sig       ] Generating forecast for: AGD
[2025-12-19T20:15:34.016592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-12-19T20:15:34.093995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2025-12-19T20:15:34.094347] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-12-19T20:15:34.095141] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-12-19T20:15:34.095195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:34.095228] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:34.095256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:34.095313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:34.151685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:34.152308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:34.152387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:34.152432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:34.274524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:34.274682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:34.274726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:34.274756] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:34.278088] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=98.51%)
[2025-12-19T20:15:34.278549] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-12-19T20:15:34.278721] [INFO ] [sig       ] AGD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:34.418651] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AGD.txt
[2025-12-19T20:15:34.418797] [INFO ] [sig       ] [86/3561] Completed AGD in 0.4s | 2.88 sym/s | Total: 29.9s | ETA: 20.1m
[2025-12-19T20:15:34.418837] [INFO ] [sig       ] [87/3561] Forecasting AGEN...
[2025-12-19T20:15:34.418868] [INFO ] [sig       ] Generating forecast for: AGEN
[2025-12-19T20:15:34.418896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2025-12-19T20:15:34.432060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2025-12-19T20:15:34.432645] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2025-12-19T20:15:34.433632] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2025-12-19T20:15:34.433684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:34.433715] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:34.433740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:34.433796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:34.494857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:34.495713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:34.495802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:34.495836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:34.619513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:34.619690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:34.619730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:34.619758] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:34.623202] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: DOWN (p=40.41%)
[2025-12-19T20:15:34.623503] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2025-12-19T20:15:34.623663] [INFO ] [sig       ] AGEN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:34.767471] [INFO ] [LOCAL     ] Saved forecast: AGEN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AGEN.txt
[2025-12-19T20:15:34.767681] [INFO ] [sig       ] [87/3561] Completed AGEN in 0.3s | 2.87 sym/s | Total: 30.3s | ETA: 20.1m
[2025-12-19T20:15:34.767725] [INFO ] [sig       ] [88/3561] Forecasting AGI...
[2025-12-19T20:15:34.767757] [INFO ] [sig       ] Generating forecast for: AGI
[2025-12-19T20:15:34.767787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-12-19T20:15:34.780286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2025-12-19T20:15:34.780709] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-12-19T20:15:34.781684] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-12-19T20:15:34.781736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:34.781768] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:34.781796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:34.781866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:34.839153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:34.840037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:34.840197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:34.840233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:34.979591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:34.979748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:34.979786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:34.979815] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:34.983255] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: DOWN (p=37.15%)
[2025-12-19T20:15:34.983531] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-12-19T20:15:34.983681] [INFO ] [sig       ] AGI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:35.123782] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AGI.txt
[2025-12-19T20:15:35.123946] [INFO ] [sig       ] [88/3561] Completed AGI in 0.4s | 2.87 sym/s | Total: 30.6s | ETA: 20.1m
[2025-12-19T20:15:35.123988] [INFO ] [sig       ] [89/3561] Forecasting AGIO...
[2025-12-19T20:15:35.124017] [INFO ] [sig       ] Generating forecast for: AGIO
[2025-12-19T20:15:35.124048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2025-12-19T20:15:35.136193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2025-12-19T20:15:35.136614] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2025-12-19T20:15:35.137482] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2025-12-19T20:15:35.137539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:35.137606] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:35.137644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:35.137709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:35.196018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:35.196926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:35.197013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:35.197045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:35.327710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:35.327891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:35.327932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:35.327960] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:35.331625] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: UP (p=81.45%)
[2025-12-19T20:15:35.331942] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2025-12-19T20:15:35.332092] [INFO ] [sig       ] AGIO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:35.477224] [INFO ] [LOCAL     ] Saved forecast: AGIO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AGIO.txt
[2025-12-19T20:15:35.477602] [INFO ] [sig       ] [89/3561] Completed AGIO in 0.4s | 2.87 sym/s | Total: 31.0s | ETA: 20.1m
[2025-12-19T20:15:35.477646] [INFO ] [sig       ] [90/3561] Forecasting AGM...
[2025-12-19T20:15:35.477675] [INFO ] [sig       ] Generating forecast for: AGM
[2025-12-19T20:15:35.477716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-12-19T20:15:35.491151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2025-12-19T20:15:35.491603] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-12-19T20:15:35.492446] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-12-19T20:15:35.492513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:35.492547] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:35.492597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:35.492661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:35.553663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:35.554536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:35.554649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:35.554683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:35.684542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:35.684700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:35.684738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:35.684767] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:35.688482] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: UP (p=73.76%)
[2025-12-19T20:15:35.688790] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-12-19T20:15:35.688922] [INFO ] [sig       ] AGM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:35.827315] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AGM.txt
[2025-12-19T20:15:35.827440] [INFO ] [sig       ] [90/3561] Completed AGM in 0.3s | 2.87 sym/s | Total: 31.3s | ETA: 20.1m
[2025-12-19T20:15:35.827479] [INFO ] [sig       ] [91/3561] Forecasting AGMH...
[2025-12-19T20:15:35.827508] [INFO ] [sig       ] Generating forecast for: AGMH
[2025-12-19T20:15:35.827537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2025-12-19T20:15:35.839028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2025-12-19T20:15:35.839539] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2025-12-19T20:15:35.840503] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2025-12-19T20:15:35.840554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:35.840605] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:35.840634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:35.840693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:35.897541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:35.898176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:35.898446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:35.898478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:36.016999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:36.017185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:36.017234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:36.017265] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:36.020783] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-12-19T20:15:36.021057] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2025-12-19T20:15:36.021185] [INFO ] [sig       ] AGMH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:36.158756] [INFO ] [LOCAL     ] Saved forecast: AGMH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AGMH.txt
[2025-12-19T20:15:36.158908] [INFO ] [sig       ] [91/3561] Completed AGMH in 0.3s | 2.87 sym/s | Total: 31.7s | ETA: 20.1m
[2025-12-19T20:15:36.158949] [INFO ] [sig       ] [92/3561] Forecasting AGNC...
[2025-12-19T20:15:36.158978] [INFO ] [sig       ] Generating forecast for: AGNC
[2025-12-19T20:15:36.159008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2025-12-19T20:15:36.170780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2025-12-19T20:15:36.171163] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2025-12-19T20:15:36.171986] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2025-12-19T20:15:36.172039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:36.172070] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:36.172096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:36.172153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:36.228759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:36.229615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:36.229694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:36.229727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:36.355031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:36.355191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:36.355229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:36.355257] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:36.358681] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: DOWN (p=4.69%)
[2025-12-19T20:15:36.358966] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2025-12-19T20:15:36.359112] [INFO ] [sig       ] AGNC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:36.498911] [INFO ] [LOCAL     ] Saved forecast: AGNC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AGNC.txt
[2025-12-19T20:15:36.499052] [INFO ] [sig       ] [92/3561] Completed AGNC in 0.3s | 2.88 sym/s | Total: 32.0s | ETA: 20.1m
[2025-12-19T20:15:36.499091] [INFO ] [sig       ] [93/3561] Forecasting AGNCL...
[2025-12-19T20:15:36.499122] [INFO ] [sig       ] Generating forecast for: AGNCL
[2025-12-19T20:15:36.499152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2025-12-19T20:15:36.510224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2025-12-19T20:15:36.510611] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2025-12-19T20:15:36.511382] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2025-12-19T20:15:36.511435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:36.511466] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:36.511494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:36.511550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:36.570820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:36.571702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:36.571790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:36.571822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:36.682582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:36.682735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:36.682773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:36.682801] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:36.686158] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: UP (p=83.21%)
[2025-12-19T20:15:36.686430] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2025-12-19T20:15:36.686556] [INFO ] [sig       ] AGNCL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:36.827504] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AGNCL.txt
[2025-12-19T20:15:36.827670] [INFO ] [sig       ] [93/3561] Completed AGNCL in 0.3s | 2.88 sym/s | Total: 32.3s | ETA: 20.1m
[2025-12-19T20:15:36.827713] [INFO ] [sig       ] [94/3561] Forecasting AGNCM...
[2025-12-19T20:15:36.827742] [INFO ] [sig       ] Generating forecast for: AGNCM
[2025-12-19T20:15:36.827772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2025-12-19T20:15:36.839139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2025-12-19T20:15:36.839452] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2025-12-19T20:15:36.840266] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2025-12-19T20:15:36.840318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:36.840350] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:36.840377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:36.840433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:36.897525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:36.898168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:36.898245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:36.898276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:37.008081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:37.008243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:37.008281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:37.008310] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:37.012666] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: DOWN (p=8.32%)
[2025-12-19T20:15:37.012946] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2025-12-19T20:15:37.013078] [INFO ] [sig       ] AGNCM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:37.154986] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AGNCM.txt
[2025-12-19T20:15:37.155120] [INFO ] [sig       ] [94/3561] Completed AGNCM in 0.3s | 2.88 sym/s | Total: 32.6s | ETA: 20.1m
[2025-12-19T20:15:37.155160] [INFO ] [sig       ] [95/3561] Forecasting AGNCN...
[2025-12-19T20:15:37.155189] [INFO ] [sig       ] Generating forecast for: AGNCN
[2025-12-19T20:15:37.155219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2025-12-19T20:15:37.167703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2025-12-19T20:15:37.168052] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2025-12-19T20:15:37.168851] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2025-12-19T20:15:37.168902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:37.168960] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:37.168989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:37.169046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:37.226556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:37.227188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:37.227267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:37.227299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:37.345164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:37.345314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:37.345353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:37.345382] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:37.349011] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: DOWN (p=28.30%)
[2025-12-19T20:15:37.349287] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2025-12-19T20:15:37.349568] [INFO ] [sig       ] AGNCN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:37.488910] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AGNCN.txt
[2025-12-19T20:15:37.489071] [INFO ] [sig       ] [95/3561] Completed AGNCN in 0.3s | 2.88 sym/s | Total: 33.0s | ETA: 20.1m
[2025-12-19T20:15:37.489112] [INFO ] [sig       ] [96/3561] Forecasting AGNCO...
[2025-12-19T20:15:37.489143] [INFO ] [sig       ] Generating forecast for: AGNCO
[2025-12-19T20:15:37.489173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2025-12-19T20:15:37.501639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2025-12-19T20:15:37.502000] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2025-12-19T20:15:37.502807] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2025-12-19T20:15:37.502859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:37.502890] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:37.502917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:37.502974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:37.561846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:37.562692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:37.562774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:37.562807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:37.685994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:37.686150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:37.686189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:37.686217] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:37.689932] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: UP (p=79.28%)
[2025-12-19T20:15:37.690215] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2025-12-19T20:15:37.690349] [INFO ] [sig       ] AGNCO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:37.832992] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AGNCO.txt
[2025-12-19T20:15:37.833155] [INFO ] [sig       ] [96/3561] Completed AGNCO in 0.3s | 2.88 sym/s | Total: 33.3s | ETA: 20.0m
[2025-12-19T20:15:37.833194] [INFO ] [sig       ] [97/3561] Forecasting AGNCP...
[2025-12-19T20:15:37.833224] [INFO ] [sig       ] Generating forecast for: AGNCP
[2025-12-19T20:15:37.833254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2025-12-19T20:15:37.845087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2025-12-19T20:15:37.845483] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2025-12-19T20:15:37.846323] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2025-12-19T20:15:37.846376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:37.846410] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:37.846438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:37.846500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:37.904882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:37.905666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:37.905748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:37.905781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:38.030087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:38.030247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:38.030286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:38.030315] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:38.034298] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: UP (p=78.64%)
[2025-12-19T20:15:38.034673] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2025-12-19T20:15:38.034830] [INFO ] [sig       ] AGNCP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:38.182485] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AGNCP.txt
[2025-12-19T20:15:38.182675] [INFO ] [sig       ] [97/3561] Completed AGNCP in 0.3s | 2.88 sym/s | Total: 33.7s | ETA: 20.0m
[2025-12-19T20:15:38.182719] [INFO ] [sig       ] [98/3561] Forecasting AGO...
[2025-12-19T20:15:38.182748] [INFO ] [sig       ] Generating forecast for: AGO
[2025-12-19T20:15:38.182779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-12-19T20:15:38.194188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2025-12-19T20:15:38.194613] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-12-19T20:15:38.195456] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-12-19T20:15:38.195509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:38.195543] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:38.195592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:38.195667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:38.253524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:38.254384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:38.254471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:38.254507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:38.373312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:38.373469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:38.373508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:38.373601] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:38.378365] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=30.88%)
[2025-12-19T20:15:38.378719] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-12-19T20:15:38.378864] [INFO ] [sig       ] AGO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:38.521028] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AGO.txt
[2025-12-19T20:15:38.521167] [INFO ] [sig       ] [98/3561] Completed AGO in 0.3s | 2.88 sym/s | Total: 34.0s | ETA: 20.0m
[2025-12-19T20:15:38.521208] [INFO ] [sig       ] [99/3561] Forecasting AGRO...
[2025-12-19T20:15:38.521238] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-12-19T20:15:38.521268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-12-19T20:15:38.533503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2025-12-19T20:15:38.533927] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-12-19T20:15:38.534746] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-12-19T20:15:38.534800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:38.534833] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:38.534861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:38.534919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:38.595135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:38.596024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:38.596114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:38.596147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:38.725184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:38.725342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:38.725381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:38.725409] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:38.728818] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: UP (p=95.81%)
[2025-12-19T20:15:38.729095] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-12-19T20:15:38.729225] [INFO ] [sig       ] AGRO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:38.871665] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AGRO.txt
[2025-12-19T20:15:38.871800] [INFO ] [sig       ] [99/3561] Completed AGRO in 0.4s | 2.88 sym/s | Total: 34.4s | ETA: 20.0m
[2025-12-19T20:15:38.871840] [INFO ] [sig       ] [100/3561] Forecasting AGX...
[2025-12-19T20:15:38.871870] [INFO ] [sig       ] Generating forecast for: AGX
[2025-12-19T20:15:38.871901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-12-19T20:15:38.884722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2025-12-19T20:15:38.885127] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-12-19T20:15:38.885968] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-12-19T20:15:38.886022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:38.886055] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:38.886084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:38.886143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:38.945419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:38.946263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:38.946345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:38.946378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:39.069950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:39.070108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:39.070148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:39.070178] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:39.073775] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: DOWN (p=14.75%)
[2025-12-19T20:15:39.074102] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-12-19T20:15:39.074244] [INFO ] [sig       ] AGX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:39.213932] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AGX.txt
[2025-12-19T20:15:39.214114] [INFO ] [sig       ] [100/3561] Completed AGX in 0.3s | 2.88 sym/s | Total: 34.7s | ETA: 20.0m
[2025-12-19T20:15:39.214154] [INFO ] [sig       ] [101/3561] Forecasting AGYS...
[2025-12-19T20:15:39.214185] [INFO ] [sig       ] Generating forecast for: AGYS
[2025-12-19T20:15:39.214216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2025-12-19T20:15:39.226678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2025-12-19T20:15:39.227116] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2025-12-19T20:15:39.228034] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2025-12-19T20:15:39.228102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:39.228137] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:39.228164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:39.228223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:39.306025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:39.307261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:39.307375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:39.307418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:39.452899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:39.453106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:39.453186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:39.453226] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:39.460100] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: UP (p=69.25%)
[2025-12-19T20:15:39.460679] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2025-12-19T20:15:39.460928] [INFO ] [sig       ] AGYS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:39.642979] [INFO ] [LOCAL     ] Saved forecast: AGYS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AGYS.txt
[2025-12-19T20:15:39.643201] [INFO ] [sig       ] [101/3561] Completed AGYS in 0.4s | 2.87 sym/s | Total: 35.1s | ETA: 20.1m
[2025-12-19T20:15:39.643254] [INFO ] [sig       ] [102/3561] Forecasting AGZD...
[2025-12-19T20:15:39.643293] [INFO ] [sig       ] Generating forecast for: AGZD
[2025-12-19T20:15:39.643328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2025-12-19T20:15:39.659711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2025-12-19T20:15:39.660271] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2025-12-19T20:15:39.661504] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2025-12-19T20:15:39.661596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:39.661643] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:39.661678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:39.661760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:39.747377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:39.748723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:39.748880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:39.748938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:39.916695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:39.916918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:39.916979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:39.917023] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:39.922205] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: UP (p=80.10%)
[2025-12-19T20:15:39.922648] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2025-12-19T20:15:39.922814] [INFO ] [sig       ] AGZD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:40.132602] [INFO ] [LOCAL     ] Saved forecast: AGZD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AGZD.txt
[2025-12-19T20:15:40.132838] [INFO ] [sig       ] [102/3561] Completed AGZD in 0.5s | 2.86 sym/s | Total: 35.6s | ETA: 20.1m
[2025-12-19T20:15:40.132894] [INFO ] [sig       ] [103/3561] Forecasting AHCO...
[2025-12-19T20:15:40.132936] [INFO ] [sig       ] Generating forecast for: AHCO
[2025-12-19T20:15:40.132976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2025-12-19T20:15:40.152380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2025-12-19T20:15:40.152955] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2025-12-19T20:15:40.154178] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2025-12-19T20:15:40.154250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:40.154299] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:40.154343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:40.154432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:40.223615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:40.224611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:40.224710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:40.224744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:40.368868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:40.369039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:40.369084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:40.369144] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:40.372887] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: DOWN (p=2.40%)
[2025-12-19T20:15:40.373215] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2025-12-19T20:15:40.373376] [INFO ] [sig       ] AHCO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:40.519153] [INFO ] [LOCAL     ] Saved forecast: AHCO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AHCO.txt
[2025-12-19T20:15:40.519316] [INFO ] [sig       ] [103/3561] Completed AHCO in 0.4s | 2.86 sym/s | Total: 36.0s | ETA: 20.2m
[2025-12-19T20:15:40.519359] [INFO ] [sig       ] [104/3561] Forecasting AHH...
[2025-12-19T20:15:40.519388] [INFO ] [sig       ] Generating forecast for: AHH
[2025-12-19T20:15:40.519419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-12-19T20:15:40.531225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2025-12-19T20:15:40.531644] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-12-19T20:15:40.532442] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-12-19T20:15:40.532495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:40.532528] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:40.532555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:40.532631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:40.590879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:40.591782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:40.591869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:40.591903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:40.717956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:40.718117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:40.718156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:40.718188] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:40.722265] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: DOWN (p=12.96%)
[2025-12-19T20:15:40.722551] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-12-19T20:15:40.722737] [INFO ] [sig       ] AHH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:40.871287] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AHH.txt
[2025-12-19T20:15:40.871668] [INFO ] [sig       ] [104/3561] Completed AHH in 0.4s | 2.86 sym/s | Total: 36.4s | ETA: 20.1m
[2025-12-19T20:15:40.871719] [INFO ] [sig       ] [105/3561] Forecasting AI...
[2025-12-19T20:15:40.871749] [INFO ] [sig       ] Generating forecast for: AI
[2025-12-19T20:15:40.871779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-12-19T20:15:40.884913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2025-12-19T20:15:40.885303] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-12-19T20:15:40.886100] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-12-19T20:15:40.886151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:40.886183] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:40.886210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:40.886267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:40.946032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:40.946927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:40.947043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:40.947077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:41.080864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:41.081031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:41.081072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:41.081103] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:41.084861] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=73.05%)
[2025-12-19T20:15:41.085245] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-12-19T20:15:41.085399] [INFO ] [sig       ] AI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:41.258646] [INFO ] [LOCAL     ] Saved forecast: AI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AI.txt
[2025-12-19T20:15:41.258886] [INFO ] [sig       ] [105/3561] Completed AI in 0.4s | 2.86 sym/s | Total: 36.8s | ETA: 20.2m
[2025-12-19T20:15:41.258955] [INFO ] [sig       ] [106/3561] Forecasting AIA...
[2025-12-19T20:15:41.259001] [INFO ] [sig       ] Generating forecast for: AIA
[2025-12-19T20:15:41.259047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2025-12-19T20:15:41.271521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2025-12-19T20:15:41.271984] [INFO ] [FORECASTER] Starting predict_future for AIA
[2025-12-19T20:15:41.272865] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2025-12-19T20:15:41.272924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:41.272980] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:41.273030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:41.273110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:41.332927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:41.333814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:41.333907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:41.333940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:41.459375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:41.459763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:41.459807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:41.459837] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:41.463722] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: UP (p=96.96%)
[2025-12-19T20:15:41.464017] [INFO ] [FORECASTER] Completed predict_future for AIA
[2025-12-19T20:15:41.464179] [INFO ] [sig       ] AIA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:41.607790] [INFO ] [LOCAL     ] Saved forecast: AIA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AIA.txt
[2025-12-19T20:15:41.607927] [INFO ] [sig       ] [106/3561] Completed AIA in 0.3s | 2.86 sym/s | Total: 37.1s | ETA: 20.2m
[2025-12-19T20:15:41.607966] [INFO ] [sig       ] [107/3561] Forecasting AIFF...
[2025-12-19T20:15:41.607997] [INFO ] [sig       ] Generating forecast for: AIFF
[2025-12-19T20:15:41.608028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'.
[2025-12-19T20:15:41.619279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIFF'.
[2025-12-19T20:15:41.619652] [INFO ] [FORECASTER] Starting predict_future for AIFF
[2025-12-19T20:15:41.620442] [DEBUG] [LOCAL     ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt
[2025-12-19T20:15:41.620496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:41.620528] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:41.620557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:41.620636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:41.678699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:41.679555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:41.679665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:41.679699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:41.803494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:41.803676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:41.803717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:41.803748] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:41.807152] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: UP (p=98.28%)
[2025-12-19T20:15:41.807425] [INFO ] [FORECASTER] Completed predict_future for AIFF
[2025-12-19T20:15:41.807557] [INFO ] [sig       ] AIFF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:41.944961] [INFO ] [LOCAL     ] Saved forecast: AIFF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AIFF.txt
[2025-12-19T20:15:41.945103] [INFO ] [sig       ] [107/3561] Completed AIFF in 0.3s | 2.86 sym/s | Total: 37.4s | ETA: 20.1m
[2025-12-19T20:15:41.945145] [INFO ] [sig       ] [108/3561] Forecasting AIG...
[2025-12-19T20:15:41.945177] [INFO ] [sig       ] Generating forecast for: AIG
[2025-12-19T20:15:41.945207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-12-19T20:15:41.956793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2025-12-19T20:15:41.957164] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-12-19T20:15:41.957983] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-12-19T20:15:41.958036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:41.958070] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:41.958098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:41.958156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:42.013914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:42.014754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:42.014838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:42.014871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:42.143304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:42.143478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:42.143535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:42.143566] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:42.147111] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=96.56%)
[2025-12-19T20:15:42.147396] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-12-19T20:15:42.147539] [INFO ] [sig       ] AIG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:42.291894] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AIG.txt
[2025-12-19T20:15:42.292160] [INFO ] [sig       ] [108/3561] Completed AIG in 0.3s | 2.86 sym/s | Total: 37.8s | ETA: 20.1m
[2025-12-19T20:15:42.292203] [INFO ] [sig       ] [109/3561] Forecasting AIMD...
[2025-12-19T20:15:42.292233] [INFO ] [sig       ] Generating forecast for: AIMD
[2025-12-19T20:15:42.292280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2025-12-19T20:15:42.305811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2025-12-19T20:15:42.306216] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2025-12-19T20:15:42.307112] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2025-12-19T20:15:42.307167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:42.307206] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:42.307235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:42.307293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:42.365423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:42.366316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:42.366426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:42.366461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:42.489987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:42.490150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:42.490191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:42.490221] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:42.494835] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: UP (p=82.80%)
[2025-12-19T20:15:42.495207] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2025-12-19T20:15:42.495360] [INFO ] [sig       ] AIMD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:42.645148] [INFO ] [LOCAL     ] Saved forecast: AIMD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AIMD.txt
[2025-12-19T20:15:42.645317] [INFO ] [sig       ] [109/3561] Completed AIMD in 0.4s | 2.86 sym/s | Total: 38.1s | ETA: 20.1m
[2025-12-19T20:15:42.645359] [INFO ] [sig       ] [110/3561] Forecasting AIO...
[2025-12-19T20:15:42.645389] [INFO ] [sig       ] Generating forecast for: AIO
[2025-12-19T20:15:42.645421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-12-19T20:15:42.657401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2025-12-19T20:15:42.657851] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-12-19T20:15:42.658694] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-12-19T20:15:42.658748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:42.658780] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:42.658807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:42.658863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:42.718969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:42.719849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:42.719954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:42.719989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:42.841918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:42.842073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:42.842112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:42.842141] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:42.845508] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: UP (p=96.02%)
[2025-12-19T20:15:42.845800] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-12-19T20:15:42.845929] [INFO ] [sig       ] AIO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:42.991842] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AIO.txt
[2025-12-19T20:15:42.992030] [INFO ] [sig       ] [110/3561] Completed AIO in 0.3s | 2.86 sym/s | Total: 38.5s | ETA: 20.1m
[2025-12-19T20:15:42.992083] [INFO ] [sig       ] [111/3561] Forecasting AIP...
[2025-12-19T20:15:42.992116] [INFO ] [sig       ] Generating forecast for: AIP
[2025-12-19T20:15:42.992150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2025-12-19T20:15:43.003760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2025-12-19T20:15:43.004175] [INFO ] [FORECASTER] Starting predict_future for AIP
[2025-12-19T20:15:43.005122] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2025-12-19T20:15:43.005177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:43.005211] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:43.005239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:43.005297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:43.062038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:43.062891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:43.062975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:43.063008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:43.183563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:43.183787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:43.183834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:43.183864] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:43.187450] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: UP (p=82.13%)
[2025-12-19T20:15:43.187766] [INFO ] [FORECASTER] Completed predict_future for AIP
[2025-12-19T20:15:43.187906] [INFO ] [sig       ] AIP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:43.327099] [INFO ] [LOCAL     ] Saved forecast: AIP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AIP.txt
[2025-12-19T20:15:43.327233] [INFO ] [sig       ] [111/3561] Completed AIP in 0.3s | 2.86 sym/s | Total: 38.8s | ETA: 20.1m
[2025-12-19T20:15:43.327271] [INFO ] [sig       ] [112/3561] Forecasting AIPI...
[2025-12-19T20:15:43.327300] [INFO ] [sig       ] Generating forecast for: AIPI
[2025-12-19T20:15:43.327340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2025-12-19T20:15:43.338939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2025-12-19T20:15:43.339314] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2025-12-19T20:15:43.340126] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2025-12-19T20:15:43.340178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:43.340250] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:43.340284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:43.340346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:43.398347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:43.399247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:43.399351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:43.399393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:43.526927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:43.527085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:43.527127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:43.527154] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:43.531175] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: UP (p=92.09%)
[2025-12-19T20:15:43.531464] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2025-12-19T20:15:43.531622] [INFO ] [sig       ] AIPI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:43.676908] [INFO ] [LOCAL     ] Saved forecast: AIPI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AIPI.txt
[2025-12-19T20:15:43.677074] [INFO ] [sig       ] [112/3561] Completed AIPI in 0.3s | 2.86 sym/s | Total: 39.2s | ETA: 20.1m
[2025-12-19T20:15:43.677115] [INFO ] [sig       ] [113/3561] Forecasting AIQ...
[2025-12-19T20:15:43.677144] [INFO ] [sig       ] Generating forecast for: AIQ
[2025-12-19T20:15:43.677174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2025-12-19T20:15:43.689503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2025-12-19T20:15:43.689898] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2025-12-19T20:15:43.690745] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2025-12-19T20:15:43.690798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:43.690840] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:43.690879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:43.690939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:43.749773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:43.750596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:43.750681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:43.750715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:43.876268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:43.876434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:43.876476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:43.876506] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:43.880425] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: DOWN (p=35.87%)
[2025-12-19T20:15:43.880763] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2025-12-19T20:15:43.880904] [INFO ] [sig       ] AIQ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:44.018998] [INFO ] [LOCAL     ] Saved forecast: AIQ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AIQ.txt
[2025-12-19T20:15:44.019159] [INFO ] [sig       ] [113/3561] Completed AIQ in 0.3s | 2.86 sym/s | Total: 39.5s | ETA: 20.1m
[2025-12-19T20:15:44.019199] [INFO ] [sig       ] [114/3561] Forecasting AIRG...
[2025-12-19T20:15:44.019228] [INFO ] [sig       ] Generating forecast for: AIRG
[2025-12-19T20:15:44.019259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2025-12-19T20:15:44.030296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2025-12-19T20:15:44.030738] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2025-12-19T20:15:44.031747] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2025-12-19T20:15:44.031799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:44.031832] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:44.031859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:44.031915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:44.090752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:44.091480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:44.091751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:44.091783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:44.201698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:44.201854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:44.201892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:44.201920] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:44.205681] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: UP (p=67.53%)
[2025-12-19T20:15:44.205952] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2025-12-19T20:15:44.206081] [INFO ] [sig       ] AIRG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:44.348496] [INFO ] [LOCAL     ] Saved forecast: AIRG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AIRG.txt
[2025-12-19T20:15:44.348856] [INFO ] [sig       ] [114/3561] Completed AIRG in 0.3s | 2.86 sym/s | Total: 39.8s | ETA: 20.1m
[2025-12-19T20:15:44.348898] [INFO ] [sig       ] [115/3561] Forecasting AIRJ...
[2025-12-19T20:15:44.348926] [INFO ] [sig       ] Generating forecast for: AIRJ
[2025-12-19T20:15:44.348958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2025-12-19T20:15:44.361164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2025-12-19T20:15:44.361488] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2025-12-19T20:15:44.362270] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2025-12-19T20:15:44.362322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:44.362357] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:44.362384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:44.362440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:44.424799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:44.425621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:44.425702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:44.425734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:44.551165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:44.551306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:44.551347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:44.551416] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:44.554996] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: UP (p=53.38%)
[2025-12-19T20:15:44.555269] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2025-12-19T20:15:44.555406] [INFO ] [sig       ] AIRJ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:44.693821] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AIRJ.txt
[2025-12-19T20:15:44.693948] [INFO ] [sig       ] [115/3561] Completed AIRJ in 0.3s | 2.86 sym/s | Total: 40.2s | ETA: 20.1m
[2025-12-19T20:15:44.693986] [INFO ] [sig       ] [116/3561] Forecasting AIRS...
[2025-12-19T20:15:44.694021] [INFO ] [sig       ] Generating forecast for: AIRS
[2025-12-19T20:15:44.694053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2025-12-19T20:15:44.705071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2025-12-19T20:15:44.705405] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2025-12-19T20:15:44.706188] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2025-12-19T20:15:44.706239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:44.706271] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:44.706297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:44.706353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:44.764668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:44.765400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:44.765479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:44.765510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:44.888184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:44.888323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:44.888359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:44.888387] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:44.892129] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: UP (p=96.20%)
[2025-12-19T20:15:44.892401] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2025-12-19T20:15:44.892528] [INFO ] [sig       ] AIRS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:45.032323] [INFO ] [LOCAL     ] Saved forecast: AIRS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AIRS.txt
[2025-12-19T20:15:45.032477] [INFO ] [sig       ] [116/3561] Completed AIRS in 0.3s | 2.86 sym/s | Total: 40.5s | ETA: 20.1m
[2025-12-19T20:15:45.032517] [INFO ] [sig       ] [117/3561] Forecasting AISP...
[2025-12-19T20:15:45.032546] [INFO ] [sig       ] Generating forecast for: AISP
[2025-12-19T20:15:45.032597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2025-12-19T20:15:45.044898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2025-12-19T20:15:45.045305] [INFO ] [FORECASTER] Starting predict_future for AISP
[2025-12-19T20:15:45.046316] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2025-12-19T20:15:45.046371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:45.046403] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:45.046430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:45.046715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:45.105376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:45.106261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:45.106345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:45.106378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:45.235141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:45.235449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:45.235492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:45.235522] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:45.239280] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: UP (p=85.97%)
[2025-12-19T20:15:45.239811] [INFO ] [FORECASTER] Completed predict_future for AISP
[2025-12-19T20:15:45.239962] [INFO ] [sig       ] AISP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:45.382544] [INFO ] [LOCAL     ] Saved forecast: AISP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AISP.txt
[2025-12-19T20:15:45.382707] [INFO ] [sig       ] [117/3561] Completed AISP in 0.4s | 2.86 sym/s | Total: 40.9s | ETA: 20.1m
[2025-12-19T20:15:45.382747] [INFO ] [sig       ] [118/3561] Forecasting AIZN...
[2025-12-19T20:15:45.382775] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-12-19T20:15:45.382807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-12-19T20:15:45.394787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2025-12-19T20:15:45.395182] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-12-19T20:15:45.396044] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-12-19T20:15:45.396097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:45.396131] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:45.396160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:45.396219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:45.455285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:45.455993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:45.456073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:45.456106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:45.569526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:45.569688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:45.569726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:45.569755] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:45.573115] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=92.87%)
[2025-12-19T20:15:45.573389] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-12-19T20:15:45.573518] [INFO ] [sig       ] AIZN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:45.720778] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AIZN.txt
[2025-12-19T20:15:45.720921] [INFO ] [sig       ] [118/3561] Completed AIZN in 0.3s | 2.86 sym/s | Total: 41.2s | ETA: 20.0m
[2025-12-19T20:15:45.720960] [INFO ] [sig       ] [119/3561] Forecasting AJG...
[2025-12-19T20:15:45.720989] [INFO ] [sig       ] Generating forecast for: AJG
[2025-12-19T20:15:45.721020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-12-19T20:15:45.733459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2025-12-19T20:15:45.733842] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-12-19T20:15:45.734852] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-12-19T20:15:45.734917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:45.734961] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:45.734998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:45.735080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:45.798620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:45.799538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:45.799642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:45.799678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:45.932300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:45.932455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:45.932497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:45.932542] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:45.935942] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: UP (p=90.81%)
[2025-12-19T20:15:45.936215] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-12-19T20:15:45.936349] [INFO ] [sig       ] AJG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:46.080061] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AJG.txt
[2025-12-19T20:15:46.080202] [INFO ] [sig       ] [119/3561] Completed AJG in 0.4s | 2.86 sym/s | Total: 41.6s | ETA: 20.0m
[2025-12-19T20:15:46.080242] [INFO ] [sig       ] [120/3561] Forecasting AKAM...
[2025-12-19T20:15:46.080270] [INFO ] [sig       ] Generating forecast for: AKAM
[2025-12-19T20:15:46.080300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2025-12-19T20:15:46.091628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2025-12-19T20:15:46.092011] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2025-12-19T20:15:46.092849] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2025-12-19T20:15:46.092908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:46.092940] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:46.092967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:46.093024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:46.149997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:46.150911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:46.151000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:46.151034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:46.273963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:46.274131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:46.274171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:46.274199] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:46.277685] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: DOWN (p=13.42%)
[2025-12-19T20:15:46.277985] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2025-12-19T20:15:46.278124] [INFO ] [sig       ] AKAM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:46.428449] [INFO ] [LOCAL     ] Saved forecast: AKAM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AKAM.txt
[2025-12-19T20:15:46.428850] [INFO ] [sig       ] [120/3561] Completed AKAM in 0.3s | 2.86 sym/s | Total: 41.9s | ETA: 20.0m
[2025-12-19T20:15:46.428896] [INFO ] [sig       ] [121/3561] Forecasting AKBA...
[2025-12-19T20:15:46.428925] [INFO ] [sig       ] Generating forecast for: AKBA
[2025-12-19T20:15:46.428957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2025-12-19T20:15:46.444089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2025-12-19T20:15:46.444615] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2025-12-19T20:15:46.445826] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2025-12-19T20:15:46.445896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:46.445941] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:46.445975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:46.446057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:46.517689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:46.518830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:46.518924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:46.518957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:46.645064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:46.645216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:46.645255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:46.645283] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:46.648913] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: UP (p=87.48%)
[2025-12-19T20:15:46.649187] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2025-12-19T20:15:46.649317] [INFO ] [sig       ] AKBA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:46.789810] [INFO ] [LOCAL     ] Saved forecast: AKBA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AKBA.txt
[2025-12-19T20:15:46.789933] [INFO ] [sig       ] [121/3561] Completed AKBA in 0.4s | 2.86 sym/s | Total: 42.3s | ETA: 20.0m
[2025-12-19T20:15:46.789972] [INFO ] [sig       ] [122/3561] Forecasting AL...
[2025-12-19T20:15:46.789999] [INFO ] [sig       ] Generating forecast for: AL
[2025-12-19T20:15:46.790029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-12-19T20:15:46.801991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2025-12-19T20:15:46.802311] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-12-19T20:15:46.803095] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-12-19T20:15:46.803147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:46.803179] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:46.803206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:46.803262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:46.858873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:46.859475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:46.859592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:46.859628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:46.982774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:46.982921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:46.982959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:46.982987] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:46.986329] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=22.75%)
[2025-12-19T20:15:46.986622] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-12-19T20:15:46.986774] [INFO ] [sig       ] AL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:47.124356] [INFO ] [LOCAL     ] Saved forecast: AL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AL.txt
[2025-12-19T20:15:47.124533] [INFO ] [sig       ] [122/3561] Completed AL in 0.3s | 2.86 sym/s | Total: 42.6s | ETA: 20.0m
[2025-12-19T20:15:47.124592] [INFO ] [sig       ] [123/3561] Forecasting ALAB...
[2025-12-19T20:15:47.124624] [INFO ] [sig       ] Generating forecast for: ALAB
[2025-12-19T20:15:47.124658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2025-12-19T20:15:47.138227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2025-12-19T20:15:47.138680] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2025-12-19T20:15:47.139531] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2025-12-19T20:15:47.139790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:47.139823] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:47.139848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:47.139917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:47.199843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:47.200591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:47.200676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:47.200708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:47.329443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:47.329608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:47.329650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:47.329680] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:47.333333] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: DOWN (p=31.55%)
[2025-12-19T20:15:47.333645] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2025-12-19T20:15:47.333779] [INFO ] [sig       ] ALAB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:47.475417] [INFO ] [LOCAL     ] Saved forecast: ALAB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ALAB.txt
[2025-12-19T20:15:47.475551] [INFO ] [sig       ] [123/3561] Completed ALAB in 0.4s | 2.86 sym/s | Total: 43.0s | ETA: 20.0m
[2025-12-19T20:15:47.475607] [INFO ] [sig       ] [124/3561] Forecasting ALB...
[2025-12-19T20:15:47.475637] [INFO ] [sig       ] Generating forecast for: ALB
[2025-12-19T20:15:47.475667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-12-19T20:15:47.487679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2025-12-19T20:15:47.488040] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-12-19T20:15:47.488866] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-12-19T20:15:47.488919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:47.488951] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:47.488977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:47.489033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:47.548180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:47.548834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:47.548918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:47.548952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:47.673929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:47.674085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:47.674124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:47.674152] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:47.677488] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: UP (p=96.14%)
[2025-12-19T20:15:47.677776] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-12-19T20:15:47.677910] [INFO ] [sig       ] ALB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:47.816134] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ALB.txt
[2025-12-19T20:15:47.816254] [INFO ] [sig       ] [124/3561] Completed ALB in 0.3s | 2.86 sym/s | Total: 43.3s | ETA: 20.0m
[2025-12-19T20:15:47.816291] [INFO ] [sig       ] [125/3561] Forecasting ALC...
[2025-12-19T20:15:47.816320] [INFO ] [sig       ] Generating forecast for: ALC
[2025-12-19T20:15:47.816351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-12-19T20:15:47.828096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2025-12-19T20:15:47.828427] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-12-19T20:15:47.829415] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-12-19T20:15:47.829477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:47.829510] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:47.829536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:47.829608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:47.894293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:47.895516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:47.895810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:47.895847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:48.018758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:48.018916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:48.018954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:48.018982] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:48.022524] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=42.13%)
[2025-12-19T20:15:48.022809] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-12-19T20:15:48.022935] [INFO ] [sig       ] ALC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:48.162201] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ALC.txt
[2025-12-19T20:15:48.162350] [INFO ] [sig       ] [125/3561] Completed ALC in 0.3s | 2.86 sym/s | Total: 43.7s | ETA: 20.0m
[2025-12-19T20:15:48.162390] [INFO ] [sig       ] [126/3561] Forecasting ALCO...
[2025-12-19T20:15:48.162418] [INFO ] [sig       ] Generating forecast for: ALCO
[2025-12-19T20:15:48.162449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2025-12-19T20:15:48.174403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2025-12-19T20:15:48.174835] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2025-12-19T20:15:48.175699] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2025-12-19T20:15:48.175753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:48.175786] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:48.175814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:48.175872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:48.235859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:48.236757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:48.236847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:48.236880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:48.366686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:48.366844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:48.366885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:48.366913] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:48.370405] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: UP (p=55.96%)
[2025-12-19T20:15:48.370705] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2025-12-19T20:15:48.370837] [INFO ] [sig       ] ALCO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:48.509419] [INFO ] [LOCAL     ] Saved forecast: ALCO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ALCO.txt
[2025-12-19T20:15:48.509552] [INFO ] [sig       ] [126/3561] Completed ALCO in 0.3s | 2.86 sym/s | Total: 44.0s | ETA: 20.0m
[2025-12-19T20:15:48.509608] [INFO ] [sig       ] [127/3561] Forecasting ALDX...
[2025-12-19T20:15:48.509638] [INFO ] [sig       ] Generating forecast for: ALDX
[2025-12-19T20:15:48.509670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2025-12-19T20:15:48.522061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2025-12-19T20:15:48.522402] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2025-12-19T20:15:48.523252] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2025-12-19T20:15:48.523306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:48.523339] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:48.523366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:48.523424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:48.579806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:48.580416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:48.580496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:48.580529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:48.709982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:48.710164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:48.710205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:48.710234] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:48.713769] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: DOWN (p=15.23%)
[2025-12-19T20:15:48.714048] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2025-12-19T20:15:48.714175] [INFO ] [sig       ] ALDX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:48.854460] [INFO ] [LOCAL     ] Saved forecast: ALDX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ALDX.txt
[2025-12-19T20:15:48.854625] [INFO ] [sig       ] [127/3561] Completed ALDX in 0.3s | 2.86 sym/s | Total: 44.3s | ETA: 20.0m
[2025-12-19T20:15:48.854666] [INFO ] [sig       ] [128/3561] Forecasting ALEX...
[2025-12-19T20:15:48.854695] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-12-19T20:15:48.854726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-12-19T20:15:48.866815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2025-12-19T20:15:48.867175] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-12-19T20:15:48.867988] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-12-19T20:15:48.868052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:48.868100] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:48.868137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:48.868196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:48.924770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:48.925384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:48.925465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:48.925496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:49.047789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:49.047938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:49.047977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:49.048006] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:49.051352] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=11.35%)
[2025-12-19T20:15:49.051642] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-12-19T20:15:49.051771] [INFO ] [sig       ] ALEX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:49.191954] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ALEX.txt
[2025-12-19T20:15:49.192099] [INFO ] [sig       ] [128/3561] Completed ALEX in 0.3s | 2.86 sym/s | Total: 44.7s | ETA: 20.0m
[2025-12-19T20:15:49.192140] [INFO ] [sig       ] [129/3561] Forecasting ALG...
[2025-12-19T20:15:49.192169] [INFO ] [sig       ] Generating forecast for: ALG
[2025-12-19T20:15:49.192201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-12-19T20:15:49.204018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2025-12-19T20:15:49.204386] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-12-19T20:15:49.205192] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-12-19T20:15:49.205244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:49.205307] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:49.205336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:49.205394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:49.262998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:49.263878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:49.263961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:49.263993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:49.384432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:49.384603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:49.384644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:49.384672] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:49.388015] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: UP (p=93.56%)
[2025-12-19T20:15:49.388285] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-12-19T20:15:49.388412] [INFO ] [sig       ] ALG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:49.529523] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ALG.txt
[2025-12-19T20:15:49.529669] [INFO ] [sig       ] [129/3561] Completed ALG in 0.3s | 2.87 sym/s | Total: 45.0s | ETA: 20.0m
[2025-12-19T20:15:49.529710] [INFO ] [sig       ] [130/3561] Forecasting ALGM...
[2025-12-19T20:15:49.529739] [INFO ] [sig       ] Generating forecast for: ALGM
[2025-12-19T20:15:49.529770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2025-12-19T20:15:49.546340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2025-12-19T20:15:49.546865] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2025-12-19T20:15:49.547947] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2025-12-19T20:15:49.548012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:49.548053] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:49.548085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:49.548163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:49.612634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:49.613510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:49.613611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:49.613646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:49.739813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:49.739966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:49.740005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:49.740034] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:49.743431] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: DOWN (p=19.38%)
[2025-12-19T20:15:49.743893] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2025-12-19T20:15:49.744022] [INFO ] [sig       ] ALGM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:49.971480] [INFO ] [LOCAL     ] Saved forecast: ALGM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ALGM.txt
[2025-12-19T20:15:49.971642] [INFO ] [sig       ] [130/3561] Completed ALGM in 0.4s | 2.86 sym/s | Total: 45.5s | ETA: 20.0m
[2025-12-19T20:15:49.971684] [INFO ] [sig       ] [131/3561] Forecasting ALGN...
[2025-12-19T20:15:49.971712] [INFO ] [sig       ] Generating forecast for: ALGN
[2025-12-19T20:15:49.971910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2025-12-19T20:15:49.984216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2025-12-19T20:15:49.984565] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2025-12-19T20:15:49.985347] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2025-12-19T20:15:49.985398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:49.985430] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:49.985457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:49.985512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:50.041313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:50.041958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:50.042038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:50.042069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:50.158836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:50.158992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:50.159031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:50.159059] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:50.162439] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: UP (p=99.44%)
[2025-12-19T20:15:50.162734] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2025-12-19T20:15:50.162866] [INFO ] [sig       ] ALGN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:50.299782] [INFO ] [LOCAL     ] Saved forecast: ALGN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ALGN.txt
[2025-12-19T20:15:50.299916] [INFO ] [sig       ] [131/3561] Completed ALGN in 0.3s | 2.86 sym/s | Total: 45.8s | ETA: 20.0m
[2025-12-19T20:15:50.299957] [INFO ] [sig       ] [132/3561] Forecasting ALGS...
[2025-12-19T20:15:50.299985] [INFO ] [sig       ] Generating forecast for: ALGS
[2025-12-19T20:15:50.300017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2025-12-19T20:15:50.311358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2025-12-19T20:15:50.311724] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2025-12-19T20:15:50.312489] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2025-12-19T20:15:50.312540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:50.312590] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:50.312620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:50.312676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:50.369170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:50.369851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:50.369931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:50.369962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:50.497809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:50.497976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:50.498016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:50.498073] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:50.501654] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: DOWN (p=18.54%)
[2025-12-19T20:15:50.501931] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2025-12-19T20:15:50.502062] [INFO ] [sig       ] ALGS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:50.641935] [INFO ] [LOCAL     ] Saved forecast: ALGS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ALGS.txt
[2025-12-19T20:15:50.642067] [INFO ] [sig       ] [132/3561] Completed ALGS in 0.3s | 2.86 sym/s | Total: 46.1s | ETA: 20.0m
[2025-12-19T20:15:50.642105] [INFO ] [sig       ] [133/3561] Forecasting ALHC...
[2025-12-19T20:15:50.642134] [INFO ] [sig       ] Generating forecast for: ALHC
[2025-12-19T20:15:50.642165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2025-12-19T20:15:50.655126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2025-12-19T20:15:50.655509] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2025-12-19T20:15:50.656314] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2025-12-19T20:15:50.656366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:50.656397] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:50.656432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:50.656492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:50.717068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:50.718144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:50.718226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:50.718259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:50.839553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:50.839727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:50.839768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:50.839796] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:50.843150] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: UP (p=95.45%)
[2025-12-19T20:15:50.843426] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2025-12-19T20:15:50.843559] [INFO ] [sig       ] ALHC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:50.983291] [INFO ] [LOCAL     ] Saved forecast: ALHC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ALHC.txt
[2025-12-19T20:15:50.983435] [INFO ] [sig       ] [133/3561] Completed ALHC in 0.3s | 2.86 sym/s | Total: 46.5s | ETA: 20.0m
[2025-12-19T20:15:50.983475] [INFO ] [sig       ] [134/3561] Forecasting ALK...
[2025-12-19T20:15:50.983503] [INFO ] [sig       ] Generating forecast for: ALK
[2025-12-19T20:15:50.983535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-12-19T20:15:50.996261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2025-12-19T20:15:50.996647] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-12-19T20:15:50.997426] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-12-19T20:15:50.997490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:50.997525] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:50.997552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:50.997628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:51.055331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:51.056029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:51.056113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:51.056146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:51.181689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:51.181843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:51.181883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:51.181914] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:51.185393] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: DOWN (p=3.64%)
[2025-12-19T20:15:51.185695] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-12-19T20:15:51.185829] [INFO ] [sig       ] ALK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:51.324299] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ALK.txt
[2025-12-19T20:15:51.324428] [INFO ] [sig       ] [134/3561] Completed ALK in 0.3s | 2.86 sym/s | Total: 46.8s | ETA: 20.0m
[2025-12-19T20:15:51.324466] [INFO ] [sig       ] [135/3561] Forecasting ALKS...
[2025-12-19T20:15:51.324494] [INFO ] [sig       ] Generating forecast for: ALKS
[2025-12-19T20:15:51.324525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2025-12-19T20:15:51.335533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2025-12-19T20:15:51.335898] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2025-12-19T20:15:51.336678] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2025-12-19T20:15:51.336729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:51.336761] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:51.336788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:51.336845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:51.396027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:51.396869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:51.396958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:51.397003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:51.518216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:51.518362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:51.518402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:51.518430] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:51.522202] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: UP (p=58.37%)
[2025-12-19T20:15:51.522488] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2025-12-19T20:15:51.522645] [INFO ] [sig       ] ALKS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:51.667046] [INFO ] [LOCAL     ] Saved forecast: ALKS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ALKS.txt
[2025-12-19T20:15:51.667195] [INFO ] [sig       ] [135/3561] Completed ALKS in 0.3s | 2.86 sym/s | Total: 47.2s | ETA: 19.9m
[2025-12-19T20:15:51.667234] [INFO ] [sig       ] [136/3561] Forecasting ALL...
[2025-12-19T20:15:51.667263] [INFO ] [sig       ] Generating forecast for: ALL
[2025-12-19T20:15:51.667295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-12-19T20:15:51.679710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2025-12-19T20:15:51.680049] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-12-19T20:15:51.680841] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-12-19T20:15:51.680893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:51.680936] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:51.680964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:51.681020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:51.741082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:51.741982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:51.742062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:51.742095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:51.865507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:51.865862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:51.865906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:51.865935] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:51.869635] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: DOWN (p=21.45%)
[2025-12-19T20:15:51.870112] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-12-19T20:15:51.870245] [INFO ] [sig       ] ALL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:52.019341] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ALL.txt
[2025-12-19T20:15:52.019485] [INFO ] [sig       ] [136/3561] Completed ALL in 0.4s | 2.86 sym/s | Total: 47.5s | ETA: 19.9m
[2025-12-19T20:15:52.019526] [INFO ] [sig       ] [137/3561] Forecasting ALLE...
[2025-12-19T20:15:52.019556] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-12-19T20:15:52.019606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-12-19T20:15:52.033429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2025-12-19T20:15:52.033837] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-12-19T20:15:52.034668] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-12-19T20:15:52.034733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:52.034782] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:52.034820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:52.034885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:52.104469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:52.105305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:52.105392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:52.105425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:52.224279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:52.224433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:52.224471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:52.224500] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:52.227868] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: UP (p=54.08%)
[2025-12-19T20:15:52.228146] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-12-19T20:15:52.228273] [INFO ] [sig       ] ALLE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:52.369984] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ALLE.txt
[2025-12-19T20:15:52.370115] [INFO ] [sig       ] [137/3561] Completed ALLE in 0.4s | 2.86 sym/s | Total: 47.9s | ETA: 19.9m
[2025-12-19T20:15:52.370154] [INFO ] [sig       ] [138/3561] Forecasting ALLO...
[2025-12-19T20:15:52.370185] [INFO ] [sig       ] Generating forecast for: ALLO
[2025-12-19T20:15:52.370215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2025-12-19T20:15:52.385164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2025-12-19T20:15:52.385625] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2025-12-19T20:15:52.386433] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2025-12-19T20:15:52.386487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:52.386520] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:52.386549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:52.386624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:52.445589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:52.446911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:52.446995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:52.447027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:52.572792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:52.572949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:52.572988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:52.573017] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:52.576910] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=37.38%)
[2025-12-19T20:15:52.577191] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2025-12-19T20:15:52.577324] [INFO ] [sig       ] ALLO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:52.719368] [INFO ] [LOCAL     ] Saved forecast: ALLO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ALLO.txt
[2025-12-19T20:15:52.719510] [INFO ] [sig       ] [138/3561] Completed ALLO in 0.3s | 2.86 sym/s | Total: 48.2s | ETA: 19.9m
[2025-12-19T20:15:52.719550] [INFO ] [sig       ] [139/3561] Forecasting ALLY...
[2025-12-19T20:15:52.719596] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-12-19T20:15:52.719630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-12-19T20:15:52.731369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2025-12-19T20:15:52.731960] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-12-19T20:15:52.732799] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-12-19T20:15:52.732852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:52.732884] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:52.732912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:52.732970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:52.791227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:52.791882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:52.792006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:52.792040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:52.917370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:52.917530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:52.917588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:52.917621] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:52.921521] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: UP (p=71.76%)
[2025-12-19T20:15:52.921824] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-12-19T20:15:52.921957] [INFO ] [sig       ] ALLY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:53.066807] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ALLY.txt
[2025-12-19T20:15:53.066944] [INFO ] [sig       ] [139/3561] Completed ALLY in 0.3s | 2.86 sym/s | Total: 48.6s | ETA: 19.9m
[2025-12-19T20:15:53.066989] [INFO ] [sig       ] [140/3561] Forecasting ALMS...
[2025-12-19T20:15:53.067019] [INFO ] [sig       ] Generating forecast for: ALMS
[2025-12-19T20:15:53.067049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2025-12-19T20:15:53.078729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2025-12-19T20:15:53.079101] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2025-12-19T20:15:53.079949] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2025-12-19T20:15:53.080002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:53.080035] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:53.080062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:53.080118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:53.137312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:53.137975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:53.138052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:53.138084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:53.263159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:53.263324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:53.263365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:53.263394] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:53.267271] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: DOWN (p=46.39%)
[2025-12-19T20:15:53.267558] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2025-12-19T20:15:53.267709] [INFO ] [sig       ] ALMS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:53.407928] [INFO ] [LOCAL     ] Saved forecast: ALMS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ALMS.txt
[2025-12-19T20:15:53.408064] [INFO ] [sig       ] [140/3561] Completed ALMS in 0.3s | 2.86 sym/s | Total: 48.9s | ETA: 19.9m
[2025-12-19T20:15:53.408104] [INFO ] [sig       ] [141/3561] Forecasting ALNY...
[2025-12-19T20:15:53.408134] [INFO ] [sig       ] Generating forecast for: ALNY
[2025-12-19T20:15:53.408164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2025-12-19T20:15:53.419861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2025-12-19T20:15:53.420218] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2025-12-19T20:15:53.421043] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2025-12-19T20:15:53.421097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:53.421130] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:53.421157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:53.421219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:53.479080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:53.479790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:53.479889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:53.479922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:53.604356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:53.604514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:53.604558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:53.604606] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:53.608530] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: UP (p=82.21%)
[2025-12-19T20:15:53.608874] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2025-12-19T20:15:53.609029] [INFO ] [sig       ] ALNY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:53.750221] [INFO ] [LOCAL     ] Saved forecast: ALNY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ALNY.txt
[2025-12-19T20:15:53.750379] [INFO ] [sig       ] [141/3561] Completed ALNY in 0.3s | 2.86 sym/s | Total: 49.2s | ETA: 19.9m
[2025-12-19T20:15:53.750418] [INFO ] [sig       ] [142/3561] Forecasting ALRM...
[2025-12-19T20:15:53.750450] [INFO ] [sig       ] Generating forecast for: ALRM
[2025-12-19T20:15:53.750481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2025-12-19T20:15:53.761661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2025-12-19T20:15:53.762023] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2025-12-19T20:15:53.762992] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2025-12-19T20:15:53.763045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:53.763079] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:53.763106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:53.763168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:53.822348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:53.823210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:53.823294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:53.823327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:53.949358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:53.949514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:53.949552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:53.949600] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:53.953345] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: UP (p=55.88%)
[2025-12-19T20:15:53.953637] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2025-12-19T20:15:53.953768] [INFO ] [sig       ] ALRM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:54.094871] [INFO ] [LOCAL     ] Saved forecast: ALRM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ALRM.txt
[2025-12-19T20:15:54.095031] [INFO ] [sig       ] [142/3561] Completed ALRM in 0.3s | 2.86 sym/s | Total: 49.6s | ETA: 19.9m
[2025-12-19T20:15:54.095072] [INFO ] [sig       ] [143/3561] Forecasting ALRS...
[2025-12-19T20:15:54.095101] [INFO ] [sig       ] Generating forecast for: ALRS
[2025-12-19T20:15:54.095132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2025-12-19T20:15:54.107830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2025-12-19T20:15:54.108214] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2025-12-19T20:15:54.109338] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2025-12-19T20:15:54.109392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:54.109425] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:54.109452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:54.109509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:54.167561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:54.168430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:54.168514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:54.168546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:54.294140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:54.294298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:54.294354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:54.294384] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:54.298135] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=19.64%)
[2025-12-19T20:15:54.298406] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2025-12-19T20:15:54.298536] [INFO ] [sig       ] ALRS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:54.439440] [INFO ] [LOCAL     ] Saved forecast: ALRS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ALRS.txt
[2025-12-19T20:15:54.439623] [INFO ] [sig       ] [143/3561] Completed ALRS in 0.3s | 2.86 sym/s | Total: 49.9s | ETA: 19.9m
[2025-12-19T20:15:54.439665] [INFO ] [sig       ] [144/3561] Forecasting ALSN...
[2025-12-19T20:15:54.439695] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-12-19T20:15:54.439726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-12-19T20:15:54.452975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2025-12-19T20:15:54.453357] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-12-19T20:15:54.454157] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-12-19T20:15:54.454208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:54.454248] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:54.454285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:54.454346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:54.523798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:54.524747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:54.524834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:54.524868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:54.646529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:54.646710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:54.646751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:54.646779] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:54.650475] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: DOWN (p=4.62%)
[2025-12-19T20:15:54.650829] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-12-19T20:15:54.650972] [INFO ] [sig       ] ALSN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:54.791297] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ALSN.txt
[2025-12-19T20:15:54.791434] [INFO ] [sig       ] [144/3561] Completed ALSN in 0.4s | 2.86 sym/s | Total: 50.3s | ETA: 19.9m
[2025-12-19T20:15:54.791472] [INFO ] [sig       ] [145/3561] Forecasting ALTG...
[2025-12-19T20:15:54.791503] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-12-19T20:15:54.791534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-12-19T20:15:54.802892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2025-12-19T20:15:54.803208] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-12-19T20:15:54.803981] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-12-19T20:15:54.804032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:54.804064] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:54.804090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:54.804145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:54.859326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:54.860017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:54.860114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:54.860147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:54.978737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:54.978892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:54.978930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:54.978959] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:54.982303] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: DOWN (p=21.33%)
[2025-12-19T20:15:54.982588] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-12-19T20:15:54.982720] [INFO ] [sig       ] ALTG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:55.119635] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ALTG.txt
[2025-12-19T20:15:55.119779] [INFO ] [sig       ] [145/3561] Completed ALTG in 0.3s | 2.86 sym/s | Total: 50.6s | ETA: 19.9m
[2025-12-19T20:15:55.119818] [INFO ] [sig       ] [146/3561] Forecasting ALTI...
[2025-12-19T20:15:55.119848] [INFO ] [sig       ] Generating forecast for: ALTI
[2025-12-19T20:15:55.119878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2025-12-19T20:15:55.130897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2025-12-19T20:15:55.131245] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2025-12-19T20:15:55.132021] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2025-12-19T20:15:55.132073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:55.132129] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:55.132157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:55.132213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:55.187703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:55.188333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:55.188412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:55.188444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:55.306259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:55.306410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:55.306448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:55.306476] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:55.309833] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: DOWN (p=24.88%)
[2025-12-19T20:15:55.310104] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2025-12-19T20:15:55.310230] [INFO ] [sig       ] ALTI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:55.459688] [INFO ] [LOCAL     ] Saved forecast: ALTI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ALTI.txt
[2025-12-19T20:15:55.459836] [INFO ] [sig       ] [146/3561] Completed ALTI in 0.3s | 2.87 sym/s | Total: 51.0s | ETA: 19.9m
[2025-12-19T20:15:55.459877] [INFO ] [sig       ] [147/3561] Forecasting ALTS...
[2025-12-19T20:15:55.459907] [INFO ] [sig       ] Generating forecast for: ALTS
[2025-12-19T20:15:55.459939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2025-12-19T20:15:55.471565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2025-12-19T20:15:55.471973] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2025-12-19T20:15:55.472767] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2025-12-19T20:15:55.472819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:55.472863] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:55.472891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:55.472948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:55.530787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:55.531488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:55.531595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:55.531633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:55.657852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:55.658017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:55.658056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:55.658086] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:55.661860] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: UP (p=63.74%)
[2025-12-19T20:15:55.662207] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2025-12-19T20:15:55.662356] [INFO ] [sig       ] ALTS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:55.806258] [INFO ] [LOCAL     ] Saved forecast: ALTS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ALTS.txt
[2025-12-19T20:15:55.806409] [INFO ] [sig       ] [147/3561] Completed ALTS in 0.3s | 2.87 sym/s | Total: 51.3s | ETA: 19.9m
[2025-12-19T20:15:55.806450] [INFO ] [sig       ] [148/3561] Forecasting ALTY...
[2025-12-19T20:15:55.806480] [INFO ] [sig       ] Generating forecast for: ALTY
[2025-12-19T20:15:55.806511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2025-12-19T20:15:55.818595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2025-12-19T20:15:55.819023] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2025-12-19T20:15:55.819835] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2025-12-19T20:15:55.819887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:55.819919] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:55.819947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:55.820003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:55.879273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:55.880300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:55.880388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:55.880421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:55.988658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:55.988816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:55.988856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:55.988885] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:55.992363] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: DOWN (p=48.41%)
[2025-12-19T20:15:55.992654] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2025-12-19T20:15:55.992785] [INFO ] [sig       ] ALTY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:56.130040] [INFO ] [LOCAL     ] Saved forecast: ALTY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ALTY.txt
[2025-12-19T20:15:56.130203] [INFO ] [sig       ] [148/3561] Completed ALTY in 0.3s | 2.87 sym/s | Total: 51.6s | ETA: 19.8m
[2025-12-19T20:15:56.130243] [INFO ] [sig       ] [149/3561] Forecasting ALVO...
[2025-12-19T20:15:56.130273] [INFO ] [sig       ] Generating forecast for: ALVO
[2025-12-19T20:15:56.130304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2025-12-19T20:15:56.142146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2025-12-19T20:15:56.142544] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2025-12-19T20:15:56.143352] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2025-12-19T20:15:56.143405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:56.143437] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:56.143463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:56.143520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:56.204694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:56.205521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:56.205624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:56.205659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:56.330834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:56.330992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:56.331030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:56.331093] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:56.334544] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: UP (p=93.53%)
[2025-12-19T20:15:56.334845] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2025-12-19T20:15:56.334993] [INFO ] [sig       ] ALVO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:56.486159] [INFO ] [LOCAL     ] Saved forecast: ALVO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ALVO.txt
[2025-12-19T20:15:56.486299] [INFO ] [sig       ] [149/3561] Completed ALVO in 0.4s | 2.87 sym/s | Total: 52.0s | ETA: 19.8m
[2025-12-19T20:15:56.486339] [INFO ] [sig       ] [150/3561] Forecasting ALX...
[2025-12-19T20:15:56.486370] [INFO ] [sig       ] Generating forecast for: ALX
[2025-12-19T20:15:56.486401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-12-19T20:15:56.498212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2025-12-19T20:15:56.498606] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-12-19T20:15:56.499408] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-12-19T20:15:56.499462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:56.499494] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:56.499520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:56.499596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:56.562714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:56.563482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:56.563566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:56.563622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:56.681061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:56.681218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:56.681256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:56.681287] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:56.684764] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: DOWN (p=15.40%)
[2025-12-19T20:15:56.685040] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-12-19T20:15:56.685171] [INFO ] [sig       ] ALX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:56.836396] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ALX.txt
[2025-12-19T20:15:56.836545] [INFO ] [sig       ] [150/3561] Completed ALX in 0.4s | 2.87 sym/s | Total: 52.3s | ETA: 19.8m
[2025-12-19T20:15:56.836610] [INFO ] [sig       ] [151/3561] Forecasting ALXO...
[2025-12-19T20:15:56.836650] [INFO ] [sig       ] Generating forecast for: ALXO
[2025-12-19T20:15:56.836683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2025-12-19T20:15:56.849247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2025-12-19T20:15:56.849663] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2025-12-19T20:15:56.850525] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2025-12-19T20:15:56.850597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:56.850633] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:56.850659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:56.850717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:56.912137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:56.912894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:56.912976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:56.913009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:57.039077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:57.039243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:57.039283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:57.039313] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:57.042784] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=8.02%)
[2025-12-19T20:15:57.043065] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2025-12-19T20:15:57.043201] [INFO ] [sig       ] ALXO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:57.196798] [INFO ] [LOCAL     ] Saved forecast: ALXO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ALXO.txt
[2025-12-19T20:15:57.196965] [INFO ] [sig       ] [151/3561] Completed ALXO in 0.4s | 2.87 sym/s | Total: 52.7s | ETA: 19.8m
[2025-12-19T20:15:57.197005] [INFO ] [sig       ] [152/3561] Forecasting ALZN...
[2025-12-19T20:15:57.197037] [INFO ] [sig       ] Generating forecast for: ALZN
[2025-12-19T20:15:57.197069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2025-12-19T20:15:57.209473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2025-12-19T20:15:57.209909] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2025-12-19T20:15:57.210733] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2025-12-19T20:15:57.210784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:57.210815] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:57.210841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:57.210897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:57.271177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:57.272256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:57.272343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:57.272376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:57.397174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:57.397330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:57.397371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:57.397399] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:57.400870] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=95.57%)
[2025-12-19T20:15:57.401142] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2025-12-19T20:15:57.401270] [INFO ] [sig       ] ALZN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:57.549625] [INFO ] [LOCAL     ] Saved forecast: ALZN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ALZN.txt
[2025-12-19T20:15:57.549998] [INFO ] [sig       ] [152/3561] Completed ALZN in 0.4s | 2.87 sym/s | Total: 53.0s | ETA: 19.8m
[2025-12-19T20:15:57.550046] [INFO ] [sig       ] [153/3561] Forecasting AM...
[2025-12-19T20:15:57.550078] [INFO ] [sig       ] Generating forecast for: AM
[2025-12-19T20:15:57.550109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-12-19T20:15:57.562897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2025-12-19T20:15:57.563278] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-12-19T20:15:57.564113] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-12-19T20:15:57.564166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:57.564199] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:57.564226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:57.564282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:57.625440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:57.626552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:57.626673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:57.626708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:57.757995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:57.758170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:57.758211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:57.758241] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:57.761794] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: DOWN (p=33.00%)
[2025-12-19T20:15:57.762074] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-12-19T20:15:57.762204] [INFO ] [sig       ] AM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:57.909452] [INFO ] [LOCAL     ] Saved forecast: AM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AM.txt
[2025-12-19T20:15:57.909633] [INFO ] [sig       ] [153/3561] Completed AM in 0.4s | 2.86 sym/s | Total: 53.4s | ETA: 19.8m
[2025-12-19T20:15:57.909676] [INFO ] [sig       ] [154/3561] Forecasting AMAL...
[2025-12-19T20:15:57.909707] [INFO ] [sig       ] Generating forecast for: AMAL
[2025-12-19T20:15:57.909739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2025-12-19T20:15:57.922360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2025-12-19T20:15:57.922765] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2025-12-19T20:15:57.923943] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2025-12-19T20:15:57.923995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:57.924026] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:57.924052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:57.924108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:57.982699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:57.983538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:57.983647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:57.983681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:58.108280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:58.108439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:58.108478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:58.108545] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:58.112070] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: UP (p=92.63%)
[2025-12-19T20:15:58.112353] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2025-12-19T20:15:58.112488] [INFO ] [sig       ] AMAL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:58.258625] [INFO ] [LOCAL     ] Saved forecast: AMAL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AMAL.txt
[2025-12-19T20:15:58.258803] [INFO ] [sig       ] [154/3561] Completed AMAL in 0.3s | 2.86 sym/s | Total: 53.8s | ETA: 19.8m
[2025-12-19T20:15:58.259037] [INFO ] [sig       ] [155/3561] Forecasting AMBA...
[2025-12-19T20:15:58.259068] [INFO ] [sig       ] Generating forecast for: AMBA
[2025-12-19T20:15:58.259098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2025-12-19T20:15:58.270900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2025-12-19T20:15:58.271296] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2025-12-19T20:15:58.272083] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2025-12-19T20:15:58.272135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:58.272165] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:58.272190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:58.272245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:58.330601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:58.331456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:58.331542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:58.331596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:58.465058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:58.465244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:58.465303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:58.465350] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:58.470133] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: UP (p=94.07%)
[2025-12-19T20:15:58.470489] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2025-12-19T20:15:58.470656] [INFO ] [sig       ] AMBA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:58.622531] [INFO ] [LOCAL     ] Saved forecast: AMBA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AMBA.txt
[2025-12-19T20:15:58.622734] [INFO ] [sig       ] [155/3561] Completed AMBA in 0.4s | 2.86 sym/s | Total: 54.1s | ETA: 19.8m
[2025-12-19T20:15:58.622784] [INFO ] [sig       ] [156/3561] Forecasting AMBP...
[2025-12-19T20:15:58.622823] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-12-19T20:15:58.622856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-12-19T20:15:58.634364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2025-12-19T20:15:58.634719] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-12-19T20:15:58.635492] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-12-19T20:15:58.635545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:58.635598] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:58.635630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:58.635692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:58.694438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:58.695344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:58.695474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:58.695524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:58.823518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:58.823695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:58.823736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:58.823766] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:58.827227] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=51.99%)
[2025-12-19T20:15:58.827546] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-12-19T20:15:58.827702] [INFO ] [sig       ] AMBP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:58.978885] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AMBP.txt
[2025-12-19T20:15:58.979249] [INFO ] [sig       ] [156/3561] Completed AMBP in 0.4s | 2.86 sym/s | Total: 54.5s | ETA: 19.8m
[2025-12-19T20:15:58.979291] [INFO ] [sig       ] [157/3561] Forecasting AMC...
[2025-12-19T20:15:58.979323] [INFO ] [sig       ] Generating forecast for: AMC
[2025-12-19T20:15:58.979352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-12-19T20:15:58.992099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2025-12-19T20:15:58.992511] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-12-19T20:15:58.993303] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-12-19T20:15:58.993356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:58.993388] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:58.993414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:58.993470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:59.054901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:59.055782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:59.055874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:59.055909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:59.181673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:59.181828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:59.181867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:59.181895] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:59.185417] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=6.76%)
[2025-12-19T20:15:59.185707] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-12-19T20:15:59.186029] [INFO ] [sig       ] AMC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:15:59.338189] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AMC.txt
[2025-12-19T20:15:59.338350] [INFO ] [sig       ] [157/3561] Completed AMC in 0.4s | 2.86 sym/s | Total: 54.8s | ETA: 19.8m
[2025-12-19T20:15:59.338392] [INFO ] [sig       ] [158/3561] Forecasting AMCX...
[2025-12-19T20:15:59.338423] [INFO ] [sig       ] Generating forecast for: AMCX
[2025-12-19T20:15:59.338453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2025-12-19T20:15:59.351679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2025-12-19T20:15:59.352057] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2025-12-19T20:15:59.352835] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2025-12-19T20:15:59.352887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:59.352918] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:59.352945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:59.353011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:59.413938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:59.414851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:59.414966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:59.415003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:59.537409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:59.537594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:59.537635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:59.537664] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:59.541185] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2025-12-19T20:15:59.541508] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2025-12-19T20:15:59.541671] [INFO ] [sig       ] AMCX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:15:59.691822] [INFO ] [LOCAL     ] Saved forecast: AMCX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AMCX.txt
[2025-12-19T20:15:59.691984] [INFO ] [sig       ] [158/3561] Completed AMCX in 0.4s | 2.86 sym/s | Total: 55.2s | ETA: 19.8m
[2025-12-19T20:15:59.692025] [INFO ] [sig       ] [159/3561] Forecasting AMD...
[2025-12-19T20:15:59.692056] [INFO ] [sig       ] Generating forecast for: AMD
[2025-12-19T20:15:59.692087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2025-12-19T20:15:59.703793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2025-12-19T20:15:59.704187] [INFO ] [FORECASTER] Starting predict_future for AMD
[2025-12-19T20:15:59.704978] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2025-12-19T20:15:59.705029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:15:59.705060] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:15:59.705087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:15:59.705144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:15:59.764279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:15:59.765163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:15:59.765252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:15:59.765287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:15:59.896851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:15:59.897008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:15:59.897048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:15:59.897077] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:15:59.900499] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: UP (p=77.11%)
[2025-12-19T20:15:59.900787] [INFO ] [FORECASTER] Completed predict_future for AMD
[2025-12-19T20:15:59.900916] [INFO ] [sig       ] AMD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:00.042375] [INFO ] [LOCAL     ] Saved forecast: AMD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AMD.txt
[2025-12-19T20:16:00.042554] [INFO ] [sig       ] [159/3561] Completed AMD in 0.4s | 2.86 sym/s | Total: 55.5s | ETA: 19.8m
[2025-12-19T20:16:00.042616] [INFO ] [sig       ] [160/3561] Forecasting AMDL...
[2025-12-19T20:16:00.042647] [INFO ] [sig       ] Generating forecast for: AMDL
[2025-12-19T20:16:00.042679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2025-12-19T20:16:00.054502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2025-12-19T20:16:00.054931] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2025-12-19T20:16:00.055733] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2025-12-19T20:16:00.055811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:00.055845] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:00.055873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:00.055930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:00.114684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:00.115529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:00.115630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:00.115664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:00.247220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:00.247379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:00.247417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:00.247446] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:00.251156] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: DOWN (p=22.60%)
[2025-12-19T20:16:00.251464] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2025-12-19T20:16:00.251621] [INFO ] [sig       ] AMDL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:00.400253] [INFO ] [LOCAL     ] Saved forecast: AMDL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AMDL.txt
[2025-12-19T20:16:00.400418] [INFO ] [sig       ] [160/3561] Completed AMDL in 0.4s | 2.86 sym/s | Total: 55.9s | ETA: 19.8m
[2025-12-19T20:16:00.400459] [INFO ] [sig       ] [161/3561] Forecasting AME...
[2025-12-19T20:16:00.400491] [INFO ] [sig       ] Generating forecast for: AME
[2025-12-19T20:16:00.400522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-12-19T20:16:00.413698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2025-12-19T20:16:00.414272] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-12-19T20:16:00.415086] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-12-19T20:16:00.415139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:00.415171] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:00.415199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:00.415255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:00.474707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:00.475595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:00.475685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:00.475719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:00.598317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:00.598477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:00.598518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:00.598546] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:00.601986] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=6.35%)
[2025-12-19T20:16:00.602261] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-12-19T20:16:00.602389] [INFO ] [sig       ] AME: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:00.746514] [INFO ] [LOCAL     ] Saved forecast: AME	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AME.txt
[2025-12-19T20:16:00.747351] [INFO ] [sig       ] [161/3561] Completed AME in 0.3s | 2.86 sym/s | Total: 56.2s | ETA: 19.8m
[2025-12-19T20:16:00.747397] [INFO ] [sig       ] [162/3561] Forecasting AMG...
[2025-12-19T20:16:00.747430] [INFO ] [sig       ] Generating forecast for: AMG
[2025-12-19T20:16:00.747459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-12-19T20:16:00.759852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2025-12-19T20:16:00.760244] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-12-19T20:16:00.761055] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-12-19T20:16:00.761106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:00.761138] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:00.761165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:00.761222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:00.820025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:00.820869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:00.820957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:00.820989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:00.944748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:00.944917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:00.944955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:00.944985] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:00.948414] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-12-19T20:16:00.948765] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-12-19T20:16:00.948898] [INFO ] [sig       ] AMG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:01.095193] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AMG.txt
[2025-12-19T20:16:01.095361] [INFO ] [sig       ] [162/3561] Completed AMG in 0.3s | 2.86 sym/s | Total: 56.6s | ETA: 19.8m
[2025-12-19T20:16:01.095401] [INFO ] [sig       ] [163/3561] Forecasting AMGN...
[2025-12-19T20:16:01.095432] [INFO ] [sig       ] Generating forecast for: AMGN
[2025-12-19T20:16:01.095462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2025-12-19T20:16:01.107687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2025-12-19T20:16:01.108083] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2025-12-19T20:16:01.109010] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2025-12-19T20:16:01.109067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:01.109425] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:01.109458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:01.109518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:01.167941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:01.168890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:01.168981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:01.169013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:01.313047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:01.313229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:01.313270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:01.313298] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:01.316844] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: DOWN (p=24.61%)
[2025-12-19T20:16:01.317150] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2025-12-19T20:16:01.317283] [INFO ] [sig       ] AMGN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:01.462213] [INFO ] [LOCAL     ] Saved forecast: AMGN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AMGN.txt
[2025-12-19T20:16:01.462387] [INFO ] [sig       ] [163/3561] Completed AMGN in 0.4s | 2.86 sym/s | Total: 57.0s | ETA: 19.8m
[2025-12-19T20:16:01.462429] [INFO ] [sig       ] [164/3561] Forecasting AMH...
[2025-12-19T20:16:01.462460] [INFO ] [sig       ] Generating forecast for: AMH
[2025-12-19T20:16:01.462491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-12-19T20:16:01.474699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2025-12-19T20:16:01.475112] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-12-19T20:16:01.476110] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-12-19T20:16:01.476162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:01.476194] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:01.476395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:01.476451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:01.534161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:01.535063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:01.535160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:01.535202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:01.658908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:01.659065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:01.659104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:01.659132] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:01.663133] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: UP (p=79.30%)
[2025-12-19T20:16:01.663429] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-12-19T20:16:01.663560] [INFO ] [sig       ] AMH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:01.820312] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AMH.txt
[2025-12-19T20:16:01.820531] [INFO ] [sig       ] [164/3561] Completed AMH in 0.4s | 2.86 sym/s | Total: 57.3s | ETA: 19.8m
[2025-12-19T20:16:01.820605] [INFO ] [sig       ] [165/3561] Forecasting AMLX...
[2025-12-19T20:16:01.820652] [INFO ] [sig       ] Generating forecast for: AMLX
[2025-12-19T20:16:01.820694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2025-12-19T20:16:01.837999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2025-12-19T20:16:01.838491] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2025-12-19T20:16:01.839922] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2025-12-19T20:16:01.840012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:01.840059] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:01.840100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:01.840187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:01.905992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:01.906957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:01.907074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:01.907109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:02.059322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:02.059521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:02.059611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:02.059667] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:02.064876] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: DOWN (p=14.37%)
[2025-12-19T20:16:02.065336] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2025-12-19T20:16:02.065525] [INFO ] [sig       ] AMLX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:02.231014] [INFO ] [LOCAL     ] Saved forecast: AMLX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AMLX.txt
[2025-12-19T20:16:02.231237] [INFO ] [sig       ] [165/3561] Completed AMLX in 0.4s | 2.86 sym/s | Total: 57.7s | ETA: 19.8m
[2025-12-19T20:16:02.231293] [INFO ] [sig       ] [166/3561] Forecasting AMN...
[2025-12-19T20:16:02.231324] [INFO ] [sig       ] Generating forecast for: AMN
[2025-12-19T20:16:02.231355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-12-19T20:16:02.243892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2025-12-19T20:16:02.244328] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-12-19T20:16:02.245142] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-12-19T20:16:02.245194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:02.245225] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:02.245251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:02.245306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:02.304200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:02.305112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:02.305201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:02.305234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:02.433122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:02.433292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:02.433332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:02.433394] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:02.437518] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=76.04%)
[2025-12-19T20:16:02.437864] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-12-19T20:16:02.438206] [INFO ] [sig       ] AMN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:02.585879] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AMN.txt
[2025-12-19T20:16:02.586045] [INFO ] [sig       ] [166/3561] Completed AMN in 0.4s | 2.86 sym/s | Total: 58.1s | ETA: 19.8m
[2025-12-19T20:16:02.586085] [INFO ] [sig       ] [167/3561] Forecasting AMP...
[2025-12-19T20:16:02.586117] [INFO ] [sig       ] Generating forecast for: AMP
[2025-12-19T20:16:02.586146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-12-19T20:16:02.600407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMP'.
[2025-12-19T20:16:02.601161] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-12-19T20:16:02.602343] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-12-19T20:16:02.602407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:02.602448] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:02.602484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:02.602565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:02.676093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:02.677107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:02.677198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:02.677244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:02.806686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:02.806841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:02.806896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:02.806926] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:02.810328] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: DOWN (p=39.48%)
[2025-12-19T20:16:02.810626] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-12-19T20:16:02.810758] [INFO ] [sig       ] AMP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:02.947449] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AMP.txt
[2025-12-19T20:16:02.947561] [INFO ] [sig       ] [167/3561] Completed AMP in 0.4s | 2.86 sym/s | Total: 58.4s | ETA: 19.8m
[2025-12-19T20:16:02.947617] [INFO ] [sig       ] [168/3561] Forecasting AMPG...
[2025-12-19T20:16:02.947648] [INFO ] [sig       ] Generating forecast for: AMPG
[2025-12-19T20:16:02.947678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2025-12-19T20:16:02.959775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2025-12-19T20:16:02.960112] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2025-12-19T20:16:02.960911] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2025-12-19T20:16:02.960963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:02.960996] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:02.961023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:02.961081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:03.018484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:03.019377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:03.019467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:03.019500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:03.145295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:03.145459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:03.145500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:03.145530] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:03.149549] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: UP (p=91.15%)
[2025-12-19T20:16:03.149873] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2025-12-19T20:16:03.150011] [INFO ] [sig       ] AMPG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:03.292629] [INFO ] [LOCAL     ] Saved forecast: AMPG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AMPG.txt
[2025-12-19T20:16:03.292799] [INFO ] [sig       ] [168/3561] Completed AMPG in 0.3s | 2.86 sym/s | Total: 58.8s | ETA: 19.8m
[2025-12-19T20:16:03.292843] [INFO ] [sig       ] [169/3561] Forecasting AMPH...
[2025-12-19T20:16:03.292872] [INFO ] [sig       ] Generating forecast for: AMPH
[2025-12-19T20:16:03.292903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2025-12-19T20:16:03.305209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2025-12-19T20:16:03.305759] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2025-12-19T20:16:03.306745] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2025-12-19T20:16:03.306796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:03.306827] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:03.306853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:03.306910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:03.365200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:03.366108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:03.366194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:03.366227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:03.491325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:03.491490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:03.491529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:03.491557] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:03.495429] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2025-12-19T20:16:03.495768] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2025-12-19T20:16:03.495903] [INFO ] [sig       ] AMPH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:03.637389] [INFO ] [LOCAL     ] Saved forecast: AMPH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AMPH.txt
[2025-12-19T20:16:03.637566] [INFO ] [sig       ] [169/3561] Completed AMPH in 0.3s | 2.86 sym/s | Total: 59.1s | ETA: 19.8m
[2025-12-19T20:16:03.637630] [INFO ] [sig       ] [170/3561] Forecasting AMPL...
[2025-12-19T20:16:03.637663] [INFO ] [sig       ] Generating forecast for: AMPL
[2025-12-19T20:16:03.637692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2025-12-19T20:16:03.649310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2025-12-19T20:16:03.649722] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2025-12-19T20:16:03.650488] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2025-12-19T20:16:03.650540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:03.650596] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:03.650628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:03.650685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:03.708068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:03.708956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:03.709236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:03.709269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:03.827343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:03.827509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:03.827548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:03.827602] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:03.831145] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: UP (p=51.98%)
[2025-12-19T20:16:03.831472] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2025-12-19T20:16:03.831638] [INFO ] [sig       ] AMPL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:03.970492] [INFO ] [LOCAL     ] Saved forecast: AMPL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AMPL.txt
[2025-12-19T20:16:03.970675] [INFO ] [sig       ] [170/3561] Completed AMPL in 0.3s | 2.86 sym/s | Total: 59.5s | ETA: 19.8m
[2025-12-19T20:16:03.970719] [INFO ] [sig       ] [171/3561] Forecasting AMPX...
[2025-12-19T20:16:03.970749] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-12-19T20:16:03.970781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-12-19T20:16:03.983242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2025-12-19T20:16:03.983669] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-12-19T20:16:03.984676] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-12-19T20:16:03.984727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:03.984771] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:03.984800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:03.984856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:04.042659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:04.043510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:04.043616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:04.043652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:04.168724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:04.168887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:04.168926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:04.168955] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:04.172377] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: UP (p=56.36%)
[2025-12-19T20:16:04.172670] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-12-19T20:16:04.172798] [INFO ] [sig       ] AMPX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:04.324593] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AMPX.txt
[2025-12-19T20:16:04.324772] [INFO ] [sig       ] [171/3561] Completed AMPX in 0.4s | 2.86 sym/s | Total: 59.8s | ETA: 19.8m
[2025-12-19T20:16:04.324815] [INFO ] [sig       ] [172/3561] Forecasting AMRC...
[2025-12-19T20:16:04.324846] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-12-19T20:16:04.324876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-12-19T20:16:04.338302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2025-12-19T20:16:04.338768] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-12-19T20:16:04.339603] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-12-19T20:16:04.339666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:04.339714] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:04.339756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:04.339830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:04.402180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:04.403078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:04.403164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:04.403197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:04.538547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:04.538749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:04.538795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:04.538825] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:04.542370] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: DOWN (p=36.29%)
[2025-12-19T20:16:04.542721] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-12-19T20:16:04.542904] [INFO ] [sig       ] AMRC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:04.691675] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AMRC.txt
[2025-12-19T20:16:04.691837] [INFO ] [sig       ] [172/3561] Completed AMRC in 0.4s | 2.86 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-19T20:16:04.691881] [INFO ] [sig       ] [173/3561] Forecasting AMRN...
[2025-12-19T20:16:04.691910] [INFO ] [sig       ] Generating forecast for: AMRN
[2025-12-19T20:16:04.691940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2025-12-19T20:16:04.703628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2025-12-19T20:16:04.704021] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2025-12-19T20:16:04.704813] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2025-12-19T20:16:04.704865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:04.704898] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:04.704926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:04.704983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:04.764849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:04.765773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:04.765896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:04.765933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:04.899908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:04.900082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:04.900121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:04.900152] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:04.903530] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: UP (p=88.86%)
[2025-12-19T20:16:04.903828] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2025-12-19T20:16:04.903963] [INFO ] [sig       ] AMRN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:05.051160] [INFO ] [LOCAL     ] Saved forecast: AMRN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AMRN.txt
[2025-12-19T20:16:05.051322] [INFO ] [sig       ] [173/3561] Completed AMRN in 0.4s | 2.86 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-19T20:16:05.051365] [INFO ] [sig       ] [174/3561] Forecasting AMRX...
[2025-12-19T20:16:05.051396] [INFO ] [sig       ] Generating forecast for: AMRX
[2025-12-19T20:16:05.051428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2025-12-19T20:16:05.064558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2025-12-19T20:16:05.064959] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2025-12-19T20:16:05.065765] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2025-12-19T20:16:05.065824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:05.065858] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:05.065886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:05.065944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:05.129868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:05.131034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:05.131135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:05.131190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:05.259871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:05.260048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:05.260089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:05.260120] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:05.263766] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: DOWN (p=40.53%)
[2025-12-19T20:16:05.264065] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2025-12-19T20:16:05.264203] [INFO ] [sig       ] AMRX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:05.415602] [INFO ] [LOCAL     ] Saved forecast: AMRX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AMRX.txt
[2025-12-19T20:16:05.415794] [INFO ] [sig       ] [174/3561] Completed AMRX in 0.4s | 2.86 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-19T20:16:05.415859] [INFO ] [sig       ] [175/3561] Forecasting AMSC...
[2025-12-19T20:16:05.415896] [INFO ] [sig       ] Generating forecast for: AMSC
[2025-12-19T20:16:05.415928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2025-12-19T20:16:05.428168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2025-12-19T20:16:05.428620] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2025-12-19T20:16:05.429511] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2025-12-19T20:16:05.429566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:05.429629] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:05.429658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:05.429717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:05.493243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:05.494353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:05.494445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:05.494480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:05.624823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:05.625180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:05.625219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:05.625247] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:05.628948] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: UP (p=78.71%)
[2025-12-19T20:16:05.629269] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2025-12-19T20:16:05.629409] [INFO ] [sig       ] AMSC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:05.773603] [INFO ] [LOCAL     ] Saved forecast: AMSC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AMSC.txt
[2025-12-19T20:16:05.773771] [INFO ] [sig       ] [175/3561] Completed AMSC in 0.4s | 2.86 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-19T20:16:05.773813] [INFO ] [sig       ] [176/3561] Forecasting AMSF...
[2025-12-19T20:16:05.773843] [INFO ] [sig       ] Generating forecast for: AMSF
[2025-12-19T20:16:05.773872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2025-12-19T20:16:05.787319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2025-12-19T20:16:05.787748] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2025-12-19T20:16:05.788528] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2025-12-19T20:16:05.788600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:05.788661] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:05.788693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:05.788750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:05.846803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:05.847689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:05.847777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:05.847809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:05.978738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:05.978904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:05.978944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:05.978973] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:05.982500] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: UP (p=75.53%)
[2025-12-19T20:16:05.982826] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2025-12-19T20:16:05.982976] [INFO ] [sig       ] AMSF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:06.123589] [INFO ] [LOCAL     ] Saved forecast: AMSF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AMSF.txt
[2025-12-19T20:16:06.123753] [INFO ] [sig       ] [176/3561] Completed AMSF in 0.3s | 2.86 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-19T20:16:06.123793] [INFO ] [sig       ] [177/3561] Forecasting AMTB...
[2025-12-19T20:16:06.123824] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-12-19T20:16:06.123855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-12-19T20:16:06.138238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2025-12-19T20:16:06.138662] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-12-19T20:16:06.139673] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-12-19T20:16:06.139733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:06.139773] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:06.139810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:06.139871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:06.200743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:06.201519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:06.201621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:06.201657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:06.336698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:06.336856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:06.336896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:06.336925] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:06.341146] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: DOWN (p=39.31%)
[2025-12-19T20:16:06.341426] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-12-19T20:16:06.341556] [INFO ] [sig       ] AMTB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:06.484680] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AMTB.txt
[2025-12-19T20:16:06.484835] [INFO ] [sig       ] [177/3561] Completed AMTB in 0.4s | 2.86 sym/s | Total: 1.0m | ETA: 19.7m
[2025-12-19T20:16:06.484878] [INFO ] [sig       ] [178/3561] Forecasting AMTX...
[2025-12-19T20:16:06.484908] [INFO ] [sig       ] Generating forecast for: AMTX
[2025-12-19T20:16:06.484938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2025-12-19T20:16:06.499006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2025-12-19T20:16:06.499434] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2025-12-19T20:16:06.500452] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2025-12-19T20:16:06.500504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:06.500536] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:06.500562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:06.500638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:06.561792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:06.562711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:06.562800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:06.562834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:06.693259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:06.693427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:06.693484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:06.693516] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:06.697035] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: DOWN (p=48.84%)
[2025-12-19T20:16:06.697348] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2025-12-19T20:16:06.697506] [INFO ] [sig       ] AMTX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:06.845113] [INFO ] [LOCAL     ] Saved forecast: AMTX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AMTX.txt
[2025-12-19T20:16:06.845286] [INFO ] [sig       ] [178/3561] Completed AMTX in 0.4s | 2.86 sym/s | Total: 1.0m | ETA: 19.7m
[2025-12-19T20:16:06.845325] [INFO ] [sig       ] [179/3561] Forecasting AMWD...
[2025-12-19T20:16:06.845355] [INFO ] [sig       ] Generating forecast for: AMWD
[2025-12-19T20:16:06.845385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2025-12-19T20:16:06.859346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2025-12-19T20:16:06.859793] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2025-12-19T20:16:06.860851] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2025-12-19T20:16:06.860904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:06.860936] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:06.860964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:06.861021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:06.925838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:06.926643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:06.926730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:06.926763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:07.051608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:07.051772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:07.051811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:07.051846] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:07.055459] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: DOWN (p=25.98%)
[2025-12-19T20:16:07.055755] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2025-12-19T20:16:07.055888] [INFO ] [sig       ] AMWD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:07.196183] [INFO ] [LOCAL     ] Saved forecast: AMWD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AMWD.txt
[2025-12-19T20:16:07.196312] [INFO ] [sig       ] [179/3561] Completed AMWD in 0.4s | 2.86 sym/s | Total: 1.0m | ETA: 19.7m
[2025-12-19T20:16:07.196351] [INFO ] [sig       ] [180/3561] Forecasting AMWL...
[2025-12-19T20:16:07.196381] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-12-19T20:16:07.196412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-12-19T20:16:07.208764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWL'.
[2025-12-19T20:16:07.209092] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-12-19T20:16:07.209870] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-12-19T20:16:07.209921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:07.209978] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:07.210007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:07.210063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:07.269059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:07.269737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:07.269826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:07.269862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:07.391197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:07.391354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:07.391394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:07.391423] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:07.395138] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-12-19T20:16:07.395403] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-12-19T20:16:07.395528] [INFO ] [sig       ] AMWL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:07.536334] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AMWL.txt
[2025-12-19T20:16:07.536472] [INFO ] [sig       ] [180/3561] Completed AMWL in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-19T20:16:07.536511] [INFO ] [sig       ] [181/3561] Forecasting AMX...
[2025-12-19T20:16:07.536541] [INFO ] [sig       ] Generating forecast for: AMX
[2025-12-19T20:16:07.536589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-12-19T20:16:07.547937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2025-12-19T20:16:07.548307] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-12-19T20:16:07.549109] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-12-19T20:16:07.549160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:07.549191] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:07.549217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:07.549271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:07.604903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:07.605670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:07.605752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:07.605783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:07.724796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:07.724943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:07.724982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:07.725010] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:07.728367] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: DOWN (p=5.19%)
[2025-12-19T20:16:07.728667] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-12-19T20:16:07.728795] [INFO ] [sig       ] AMX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:07.869005] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AMX.txt
[2025-12-19T20:16:07.869136] [INFO ] [sig       ] [181/3561] Completed AMX in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-19T20:16:07.869175] [INFO ] [sig       ] [182/3561] Forecasting AMZD...
[2025-12-19T20:16:07.869205] [INFO ] [sig       ] Generating forecast for: AMZD
[2025-12-19T20:16:07.869234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2025-12-19T20:16:07.881895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2025-12-19T20:16:07.882474] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2025-12-19T20:16:07.883541] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2025-12-19T20:16:07.883620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:07.883669] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:07.883697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:07.883753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:07.940421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:07.941118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:07.941199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:07.941232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:08.065380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:08.065531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:08.065584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:08.065615] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:08.069111] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: UP (p=74.61%)
[2025-12-19T20:16:08.069379] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2025-12-19T20:16:08.069503] [INFO ] [sig       ] AMZD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:08.211903] [INFO ] [LOCAL     ] Saved forecast: AMZD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AMZD.txt
[2025-12-19T20:16:08.212056] [INFO ] [sig       ] [182/3561] Completed AMZD in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-19T20:16:08.212097] [INFO ] [sig       ] [183/3561] Forecasting AMZN...
[2025-12-19T20:16:08.212128] [INFO ] [sig       ] Generating forecast for: AMZN
[2025-12-19T20:16:08.212159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2025-12-19T20:16:08.223684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2025-12-19T20:16:08.224064] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2025-12-19T20:16:08.224845] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2025-12-19T20:16:08.224898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:08.224929] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:08.224956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:08.225012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:08.282335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:08.283445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:08.283533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:08.283567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:08.412918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:08.413079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:08.413311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:08.413373] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:08.416746] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: DOWN (p=20.80%)
[2025-12-19T20:16:08.417014] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2025-12-19T20:16:08.417138] [INFO ] [sig       ] AMZN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:08.559874] [INFO ] [LOCAL     ] Saved forecast: AMZN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AMZN.txt
[2025-12-19T20:16:08.560028] [INFO ] [sig       ] [183/3561] Completed AMZN in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-19T20:16:08.560067] [INFO ] [sig       ] [184/3561] Forecasting AMZZ...
[2025-12-19T20:16:08.560095] [INFO ] [sig       ] Generating forecast for: AMZZ
[2025-12-19T20:16:08.560313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2025-12-19T20:16:08.572614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2025-12-19T20:16:08.572955] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2025-12-19T20:16:08.573943] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2025-12-19T20:16:08.573995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:08.574026] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:08.574051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:08.574107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:08.631705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:08.632294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:08.632372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:08.632404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:08.755685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:08.755836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:08.755875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:08.755907] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:08.759275] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: UP (p=94.18%)
[2025-12-19T20:16:08.759545] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2025-12-19T20:16:08.759694] [INFO ] [sig       ] AMZZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:08.898484] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AMZZ.txt
[2025-12-19T20:16:08.898636] [INFO ] [sig       ] [184/3561] Completed AMZZ in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-19T20:16:08.898679] [INFO ] [sig       ] [185/3561] Forecasting AN...
[2025-12-19T20:16:08.898711] [INFO ] [sig       ] Generating forecast for: AN
[2025-12-19T20:16:08.898740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-12-19T20:16:08.911036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2025-12-19T20:16:08.911358] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-12-19T20:16:08.912147] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-12-19T20:16:08.912198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:08.912230] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:08.912257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:08.912314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:08.969838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:08.970642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:08.970720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:08.970752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:09.098658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:09.098822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:09.098864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:09.098894] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:09.102235] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=91.44%)
[2025-12-19T20:16:09.102503] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-12-19T20:16:09.102648] [INFO ] [sig       ] AN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:09.245659] [INFO ] [LOCAL     ] Saved forecast: AN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AN.txt
[2025-12-19T20:16:09.245798] [INFO ] [sig       ] [185/3561] Completed AN in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-19T20:16:09.245837] [INFO ] [sig       ] [186/3561] Forecasting ANAB...
[2025-12-19T20:16:09.245874] [INFO ] [sig       ] Generating forecast for: ANAB
[2025-12-19T20:16:09.245906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2025-12-19T20:16:09.257427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2025-12-19T20:16:09.257786] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2025-12-19T20:16:09.258769] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2025-12-19T20:16:09.258821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:09.258852] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:09.258889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:09.258946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:09.314646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:09.315323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:09.315429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:09.315463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:09.439449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:09.439629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:09.439669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:09.439698] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:09.443452] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: UP (p=93.07%)
[2025-12-19T20:16:09.443744] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2025-12-19T20:16:09.443876] [INFO ] [sig       ] ANAB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:09.579917] [INFO ] [LOCAL     ] Saved forecast: ANAB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ANAB.txt
[2025-12-19T20:16:09.580044] [INFO ] [sig       ] [186/3561] Completed ANAB in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-19T20:16:09.580081] [INFO ] [sig       ] [187/3561] Forecasting ANDE...
[2025-12-19T20:16:09.580111] [INFO ] [sig       ] Generating forecast for: ANDE
[2025-12-19T20:16:09.580141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2025-12-19T20:16:09.590852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2025-12-19T20:16:09.591172] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2025-12-19T20:16:09.591945] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2025-12-19T20:16:09.591996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:09.592028] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:09.592054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:09.592110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:09.648006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:09.648626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:09.648717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:09.648749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:09.771839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:09.771975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:09.772011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:09.772040] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:09.775303] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: UP (p=90.01%)
[2025-12-19T20:16:09.775567] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2025-12-19T20:16:09.775713] [INFO ] [sig       ] ANDE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:09.913278] [INFO ] [LOCAL     ] Saved forecast: ANDE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ANDE.txt
[2025-12-19T20:16:09.913403] [INFO ] [sig       ] [187/3561] Completed ANDE in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-19T20:16:09.913444] [INFO ] [sig       ] [188/3561] Forecasting ANF...
[2025-12-19T20:16:09.913473] [INFO ] [sig       ] Generating forecast for: ANF
[2025-12-19T20:16:09.913504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-12-19T20:16:09.924873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2025-12-19T20:16:09.925199] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-12-19T20:16:09.925976] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-12-19T20:16:09.926027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:09.926059] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:09.926085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:09.926141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:09.981941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:09.982553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:09.982648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:09.982680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:10.098325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:10.098481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:10.098520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:10.098550] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:10.102040] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-19T20:16:10.102315] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-12-19T20:16:10.102441] [INFO ] [sig       ] ANF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:10.239698] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ANF.txt
[2025-12-19T20:16:10.239827] [INFO ] [sig       ] [188/3561] Completed ANF in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-19T20:16:10.239867] [INFO ] [sig       ] [189/3561] Forecasting ANGI...
[2025-12-19T20:16:10.239896] [INFO ] [sig       ] Generating forecast for: ANGI
[2025-12-19T20:16:10.239926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2025-12-19T20:16:10.251920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2025-12-19T20:16:10.252237] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2025-12-19T20:16:10.253008] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2025-12-19T20:16:10.253059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:10.253091] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:10.253118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:10.253174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:10.309216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:10.309829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:10.309903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:10.309935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:10.426295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:10.426439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:10.426476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:10.426520] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:10.430514] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: DOWN (p=24.07%)
[2025-12-19T20:16:10.430798] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2025-12-19T20:16:10.430937] [INFO ] [sig       ] ANGI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:10.570817] [INFO ] [LOCAL     ] Saved forecast: ANGI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ANGI.txt
[2025-12-19T20:16:10.570937] [INFO ] [sig       ] [189/3561] Completed ANGI in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.6m
[2025-12-19T20:16:10.570975] [INFO ] [sig       ] [190/3561] Forecasting ANGL...
[2025-12-19T20:16:10.571003] [INFO ] [sig       ] Generating forecast for: ANGL
[2025-12-19T20:16:10.571032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2025-12-19T20:16:10.582951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2025-12-19T20:16:10.583270] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2025-12-19T20:16:10.584037] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2025-12-19T20:16:10.584268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:10.584299] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:10.584326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:10.584383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:10.641649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:10.642246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:10.642349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:10.642382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:10.773616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:10.773769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:10.773809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:10.773837] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:10.777533] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: DOWN (p=36.83%)
[2025-12-19T20:16:10.777826] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2025-12-19T20:16:10.777956] [INFO ] [sig       ] ANGL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:10.918877] [INFO ] [LOCAL     ] Saved forecast: ANGL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ANGL.txt
[2025-12-19T20:16:10.919010] [INFO ] [sig       ] [190/3561] Completed ANGL in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.6m
[2025-12-19T20:16:10.919049] [INFO ] [sig       ] [191/3561] Forecasting ANGO...
[2025-12-19T20:16:10.919079] [INFO ] [sig       ] Generating forecast for: ANGO
[2025-12-19T20:16:10.919110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2025-12-19T20:16:10.931488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2025-12-19T20:16:10.931821] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2025-12-19T20:16:10.932800] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2025-12-19T20:16:10.932851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:10.932886] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:10.932919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:10.932988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:10.989810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:10.990450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:10.990528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:10.990560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:11.113907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:11.114062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:11.114101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:11.114129] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:11.117454] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: UP (p=81.00%)
[2025-12-19T20:16:11.117751] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2025-12-19T20:16:11.117877] [INFO ] [sig       ] ANGO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:11.254097] [INFO ] [LOCAL     ] Saved forecast: ANGO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ANGO.txt
[2025-12-19T20:16:11.254215] [INFO ] [sig       ] [191/3561] Completed ANGO in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.6m
[2025-12-19T20:16:11.254252] [INFO ] [sig       ] [192/3561] Forecasting ANIK...
[2025-12-19T20:16:11.254281] [INFO ] [sig       ] Generating forecast for: ANIK
[2025-12-19T20:16:11.254311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2025-12-19T20:16:11.268336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2025-12-19T20:16:11.268853] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2025-12-19T20:16:11.269847] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2025-12-19T20:16:11.269903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:11.269937] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:11.269964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:11.270036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:11.333288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:11.334223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:11.334316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:11.334349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:11.458534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:11.458742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:11.458783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:11.458813] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:11.462328] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: UP (p=93.25%)
[2025-12-19T20:16:11.462636] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2025-12-19T20:16:11.462771] [INFO ] [sig       ] ANIK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:11.605140] [INFO ] [LOCAL     ] Saved forecast: ANIK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ANIK.txt
[2025-12-19T20:16:11.605302] [INFO ] [sig       ] [192/3561] Completed ANIK in 0.4s | 2.86 sym/s | Total: 1.1m | ETA: 19.6m
[2025-12-19T20:16:11.605348] [INFO ] [sig       ] [193/3561] Forecasting ANIP...
[2025-12-19T20:16:11.605390] [INFO ] [sig       ] Generating forecast for: ANIP
[2025-12-19T20:16:11.605432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2025-12-19T20:16:11.617046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2025-12-19T20:16:11.617393] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2025-12-19T20:16:11.618166] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2025-12-19T20:16:11.618218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:11.618249] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:11.618276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:11.618343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:11.675036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:11.675648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:11.675725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:11.675756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:11.798864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:11.799021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:11.799068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:11.799100] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:11.802459] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: DOWN (p=26.10%)
[2025-12-19T20:16:11.802744] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2025-12-19T20:16:11.802873] [INFO ] [sig       ] ANIP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:11.940766] [INFO ] [LOCAL     ] Saved forecast: ANIP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ANIP.txt
[2025-12-19T20:16:11.940909] [INFO ] [sig       ] [193/3561] Completed ANIP in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.6m
[2025-12-19T20:16:11.940947] [INFO ] [sig       ] [194/3561] Forecasting ANIX...
[2025-12-19T20:16:11.940978] [INFO ] [sig       ] Generating forecast for: ANIX
[2025-12-19T20:16:11.941007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2025-12-19T20:16:11.951871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2025-12-19T20:16:11.952198] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2025-12-19T20:16:11.952994] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2025-12-19T20:16:11.953057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:11.953092] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:11.953119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:11.953175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:12.008473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:12.009095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:12.009175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:12.009207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:12.125327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:12.125479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:12.125518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:12.125547] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:12.129081] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: DOWN (p=27.16%)
[2025-12-19T20:16:12.129350] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2025-12-19T20:16:12.129474] [INFO ] [sig       ] ANIX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:12.269463] [INFO ] [LOCAL     ] Saved forecast: ANIX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ANIX.txt
[2025-12-19T20:16:12.269594] [INFO ] [sig       ] [194/3561] Completed ANIX in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.6m
[2025-12-19T20:16:12.269634] [INFO ] [sig       ] [195/3561] Forecasting ANNX...
[2025-12-19T20:16:12.269664] [INFO ] [sig       ] Generating forecast for: ANNX
[2025-12-19T20:16:12.269694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-12-19T20:16:12.281320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2025-12-19T20:16:12.281658] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2025-12-19T20:16:12.282401] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2025-12-19T20:16:12.282462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:12.282495] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:12.282523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:12.282601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:12.339032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:12.339656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:12.339732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:12.339764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:12.464407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:12.464566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:12.464623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:12.464651] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:12.468151] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: DOWN (p=40.07%)
[2025-12-19T20:16:12.468415] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2025-12-19T20:16:12.468542] [INFO ] [sig       ] ANNX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:12.612098] [INFO ] [LOCAL     ] Saved forecast: ANNX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ANNX.txt
[2025-12-19T20:16:12.612229] [INFO ] [sig       ] [195/3561] Completed ANNX in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.6m
[2025-12-19T20:16:12.612269] [INFO ] [sig       ] [196/3561] Forecasting ANTX...
[2025-12-19T20:16:12.612299] [INFO ] [sig       ] Generating forecast for: ANTX
[2025-12-19T20:16:12.612328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2025-12-19T20:16:12.624202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2025-12-19T20:16:12.624519] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2025-12-19T20:16:12.625302] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2025-12-19T20:16:12.625352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:12.625383] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:12.625409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:12.625464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:12.683175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:12.683804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:12.683880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:12.683912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:12.801963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:12.802107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:12.802145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:12.802173] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:12.805464] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: DOWN (p=35.63%)
[2025-12-19T20:16:12.805747] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2025-12-19T20:16:12.805875] [INFO ] [sig       ] ANTX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:12.944232] [INFO ] [LOCAL     ] Saved forecast: ANTX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ANTX.txt
[2025-12-19T20:16:12.944352] [INFO ] [sig       ] [196/3561] Completed ANTX in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.6m
[2025-12-19T20:16:12.944390] [INFO ] [sig       ] [197/3561] Forecasting ANVS...
[2025-12-19T20:16:12.944420] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-12-19T20:16:12.944449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-12-19T20:16:12.956759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2025-12-19T20:16:12.957095] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-12-19T20:16:12.958060] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-12-19T20:16:12.958110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:12.958365] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:12.958394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:12.958450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:13.016354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:13.016964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:13.017041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:13.017073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:13.139643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:13.139802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:13.139842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:13.139871] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:13.143663] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=12.93%)
[2025-12-19T20:16:13.143935] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-12-19T20:16:13.144063] [INFO ] [sig       ] ANVS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:13.284507] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ANVS.txt
[2025-12-19T20:16:13.284627] [INFO ] [sig       ] [197/3561] Completed ANVS in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.6m
[2025-12-19T20:16:13.284666] [INFO ] [sig       ] [198/3561] Forecasting AOD...
[2025-12-19T20:16:13.284699] [INFO ] [sig       ] Generating forecast for: AOD
[2025-12-19T20:16:13.284744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-12-19T20:16:13.297673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2025-12-19T20:16:13.298070] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-12-19T20:16:13.298973] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-12-19T20:16:13.299027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:13.299064] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:13.299092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:13.299149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:13.360336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:13.361274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:13.361366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:13.361401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:13.492322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:13.492489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:13.492528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:13.492556] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:13.496500] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: DOWN (p=24.03%)
[2025-12-19T20:16:13.496789] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-12-19T20:16:13.496919] [INFO ] [sig       ] AOD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:13.644892] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AOD.txt
[2025-12-19T20:16:13.645103] [INFO ] [sig       ] [198/3561] Completed AOD in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-19T20:16:13.645351] [INFO ] [sig       ] [199/3561] Forecasting AOHY...
[2025-12-19T20:16:13.645402] [INFO ] [sig       ] Generating forecast for: AOHY
[2025-12-19T20:16:13.645443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2025-12-19T20:16:13.659194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2025-12-19T20:16:13.659792] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2025-12-19T20:16:13.660817] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2025-12-19T20:16:13.660870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:13.660904] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:13.660933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:13.661002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:13.725288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:13.726210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:13.726305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:13.726340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:13.853556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:13.853739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:13.853781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:13.853812] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:13.857612] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: DOWN (p=43.24%)
[2025-12-19T20:16:13.857894] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2025-12-19T20:16:13.858026] [INFO ] [sig       ] AOHY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:14.007413] [INFO ] [LOCAL     ] Saved forecast: AOHY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AOHY.txt
[2025-12-19T20:16:14.007598] [INFO ] [sig       ] [199/3561] Completed AOHY in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-19T20:16:14.007642] [INFO ] [sig       ] [200/3561] Forecasting AON...
[2025-12-19T20:16:14.007674] [INFO ] [sig       ] Generating forecast for: AON
[2025-12-19T20:16:14.007705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-12-19T20:16:14.020070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2025-12-19T20:16:14.020451] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-12-19T20:16:14.021239] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-12-19T20:16:14.021291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:14.021322] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:14.021348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:14.021404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:14.082373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:14.083281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:14.083375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:14.083409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:14.213405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:14.213564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:14.213623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:14.213686] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:14.217294] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2025-12-19T20:16:14.217606] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-12-19T20:16:14.217740] [INFO ] [sig       ] AON: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:14.361662] [INFO ] [LOCAL     ] Saved forecast: AON	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AON.txt
[2025-12-19T20:16:14.361803] [INFO ] [sig       ] [200/3561] Completed AON in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-19T20:16:14.361843] [INFO ] [sig       ] [201/3561] Forecasting AOS...
[2025-12-19T20:16:14.361872] [INFO ] [sig       ] Generating forecast for: AOS
[2025-12-19T20:16:14.361903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-12-19T20:16:14.373916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2025-12-19T20:16:14.374289] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-12-19T20:16:14.375066] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-12-19T20:16:14.375121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:14.375152] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:14.375177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:14.375233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:14.443258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:14.444551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:14.444695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:14.444751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:14.589388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:14.589556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:14.589624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:14.589661] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:14.593333] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=75.24%)
[2025-12-19T20:16:14.593629] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-12-19T20:16:14.593761] [INFO ] [sig       ] AOS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:14.737084] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AOS.txt
[2025-12-19T20:16:14.737408] [INFO ] [sig       ] [201/3561] Completed AOS in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-19T20:16:14.737448] [INFO ] [sig       ] [202/3561] Forecasting AOSL...
[2025-12-19T20:16:14.737478] [INFO ] [sig       ] Generating forecast for: AOSL
[2025-12-19T20:16:14.737520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-12-19T20:16:14.750511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-12-19T20:16:14.750871] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2025-12-19T20:16:14.751819] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2025-12-19T20:16:14.751870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:14.751901] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:14.751927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:14.751985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:14.810910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:14.811796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:14.811874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:14.811906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:14.933633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:14.933809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:14.933848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:14.933878] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:14.937490] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: UP (p=93.93%)
[2025-12-19T20:16:14.937799] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2025-12-19T20:16:14.937931] [INFO ] [sig       ] AOSL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:15.082065] [INFO ] [LOCAL     ] Saved forecast: AOSL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AOSL.txt
[2025-12-19T20:16:15.082216] [INFO ] [sig       ] [202/3561] Completed AOSL in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-19T20:16:15.082255] [INFO ] [sig       ] [203/3561] Forecasting AP...
[2025-12-19T20:16:15.082284] [INFO ] [sig       ] Generating forecast for: AP
[2025-12-19T20:16:15.082314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-12-19T20:16:15.094080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2025-12-19T20:16:15.094451] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-12-19T20:16:15.095253] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-12-19T20:16:15.095306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:15.095339] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:15.095365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:15.095422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:15.151719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:15.152504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:15.152601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:15.152636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:15.273306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:15.273485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:15.273526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:15.273554] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:15.277009] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: UP (p=93.54%)
[2025-12-19T20:16:15.277291] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-12-19T20:16:15.277412] [INFO ] [sig       ] AP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:15.415504] [INFO ] [LOCAL     ] Saved forecast: AP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AP.txt
[2025-12-19T20:16:15.415658] [INFO ] [sig       ] [203/3561] Completed AP in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-19T20:16:15.415698] [INFO ] [sig       ] [204/3561] Forecasting APA...
[2025-12-19T20:16:15.415728] [INFO ] [sig       ] Generating forecast for: APA
[2025-12-19T20:16:15.415758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2025-12-19T20:16:15.429060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2025-12-19T20:16:15.429427] [INFO ] [FORECASTER] Starting predict_future for APA
[2025-12-19T20:16:15.430247] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2025-12-19T20:16:15.430299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:15.430334] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:15.430360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:15.430619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:15.488897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:15.489963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:15.490049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:15.490083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:15.621327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:15.621509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:15.621552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:15.621601] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:15.625244] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: UP (p=57.54%)
[2025-12-19T20:16:15.625760] [INFO ] [FORECASTER] Completed predict_future for APA
[2025-12-19T20:16:15.625894] [INFO ] [sig       ] APA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:15.774023] [INFO ] [LOCAL     ] Saved forecast: APA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/APA.txt
[2025-12-19T20:16:15.774166] [INFO ] [sig       ] [204/3561] Completed APA in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-19T20:16:15.774206] [INFO ] [sig       ] [205/3561] Forecasting APAM...
[2025-12-19T20:16:15.774235] [INFO ] [sig       ] Generating forecast for: APAM
[2025-12-19T20:16:15.774265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-12-19T20:16:15.785935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2025-12-19T20:16:15.786312] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-12-19T20:16:15.787093] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-12-19T20:16:15.787145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:15.787177] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:15.787202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:15.787414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:15.846261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:15.847096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:15.847178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:15.847211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:15.976977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:15.977174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:15.977222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:15.977251] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:15.981783] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2025-12-19T20:16:15.982120] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-12-19T20:16:15.982256] [INFO ] [sig       ] APAM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:16.123818] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/APAM.txt
[2025-12-19T20:16:16.124000] [INFO ] [sig       ] [205/3561] Completed APAM in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-19T20:16:16.124051] [INFO ] [sig       ] [206/3561] Forecasting APD...
[2025-12-19T20:16:16.124083] [INFO ] [sig       ] Generating forecast for: APD
[2025-12-19T20:16:16.124125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-12-19T20:16:16.136482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2025-12-19T20:16:16.136872] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-12-19T20:16:16.137722] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-12-19T20:16:16.137774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:16.137817] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:16.137846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:16.137903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:16.197353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:16.198240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:16.198332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:16.198366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:16.325815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:16.325973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:16.326012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:16.326041] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:16.329776] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: UP (p=77.07%)
[2025-12-19T20:16:16.330065] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-12-19T20:16:16.330221] [INFO ] [sig       ] APD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:16.476524] [INFO ] [LOCAL     ] Saved forecast: APD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/APD.txt
[2025-12-19T20:16:16.476697] [INFO ] [sig       ] [206/3561] Completed APD in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-19T20:16:16.476738] [INFO ] [sig       ] [207/3561] Forecasting APEI...
[2025-12-19T20:16:16.476767] [INFO ] [sig       ] Generating forecast for: APEI
[2025-12-19T20:16:16.476798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2025-12-19T20:16:16.489488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2025-12-19T20:16:16.489864] [INFO ] [FORECASTER] Starting predict_future for APEI
[2025-12-19T20:16:16.490847] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2025-12-19T20:16:16.490899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:16.490932] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:16.490959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:16.491015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:16.549154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:16.549986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:16.550100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:16.550135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:16.670837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:16.670992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:16.671032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:16.671061] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:16.674495] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-12-19T20:16:16.674805] [INFO ] [FORECASTER] Completed predict_future for APEI
[2025-12-19T20:16:16.674939] [INFO ] [sig       ] APEI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:16.821517] [INFO ] [LOCAL     ] Saved forecast: APEI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/APEI.txt
[2025-12-19T20:16:16.821693] [INFO ] [sig       ] [207/3561] Completed APEI in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-19T20:16:16.821735] [INFO ] [sig       ] [208/3561] Forecasting APG...
[2025-12-19T20:16:16.821764] [INFO ] [sig       ] Generating forecast for: APG
[2025-12-19T20:16:16.821795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-12-19T20:16:16.834318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2025-12-19T20:16:16.834709] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-12-19T20:16:16.835456] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-12-19T20:16:16.835507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:16.835538] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:16.835565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:16.835643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:16.892265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:16.893130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:16.893223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:16.893445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:17.037525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:17.037707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:17.037747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:17.037775] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:17.041333] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: UP (p=82.82%)
[2025-12-19T20:16:17.041634] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-12-19T20:16:17.041764] [INFO ] [sig       ] APG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:17.182114] [INFO ] [LOCAL     ] Saved forecast: APG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/APG.txt
[2025-12-19T20:16:17.182248] [INFO ] [sig       ] [208/3561] Completed APG in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-19T20:16:17.182287] [INFO ] [sig       ] [209/3561] Forecasting APGE...
[2025-12-19T20:16:17.182315] [INFO ] [sig       ] Generating forecast for: APGE
[2025-12-19T20:16:17.182345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2025-12-19T20:16:17.194429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2025-12-19T20:16:17.194829] [INFO ] [FORECASTER] Starting predict_future for APGE
[2025-12-19T20:16:17.195602] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2025-12-19T20:16:17.195655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:17.195688] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:17.195716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:17.195773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:17.256138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:17.257095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:17.257190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:17.257230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:17.383595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:17.383757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:17.383797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:17.383826] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:17.387326] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: UP (p=84.58%)
[2025-12-19T20:16:17.387613] [INFO ] [FORECASTER] Completed predict_future for APGE
[2025-12-19T20:16:17.387741] [INFO ] [sig       ] APGE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:17.528803] [INFO ] [LOCAL     ] Saved forecast: APGE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/APGE.txt
[2025-12-19T20:16:17.528941] [INFO ] [sig       ] [209/3561] Completed APGE in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-19T20:16:17.528982] [INFO ] [sig       ] [210/3561] Forecasting APH...
[2025-12-19T20:16:17.529043] [INFO ] [sig       ] Generating forecast for: APH
[2025-12-19T20:16:17.529081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-12-19T20:16:17.543919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2025-12-19T20:16:17.544338] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-12-19T20:16:17.545152] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-12-19T20:16:17.545209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:17.545245] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:17.545464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:17.545521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:17.605204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:17.605940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:17.606035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:17.606069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:17.734712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:17.734872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:17.734912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:17.734941] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:17.738873] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-19T20:16:17.739173] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-12-19T20:16:17.739312] [INFO ] [sig       ] APH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:17.883080] [INFO ] [LOCAL     ] Saved forecast: APH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/APH.txt
[2025-12-19T20:16:17.883279] [INFO ] [sig       ] [210/3561] Completed APH in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-19T20:16:17.883323] [INFO ] [sig       ] [211/3561] Forecasting API...
[2025-12-19T20:16:17.883354] [INFO ] [sig       ] Generating forecast for: API
[2025-12-19T20:16:17.883385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2025-12-19T20:16:17.895766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2025-12-19T20:16:17.896124] [INFO ] [FORECASTER] Starting predict_future for API
[2025-12-19T20:16:17.896908] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2025-12-19T20:16:17.896960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:17.896994] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:17.897022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:17.897080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:17.954698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:17.955504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:17.955607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:17.955645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:18.081879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:18.082047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:18.082085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:18.082116] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:18.085900] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: DOWN (p=29.23%)
[2025-12-19T20:16:18.086175] [INFO ] [FORECASTER] Completed predict_future for API
[2025-12-19T20:16:18.086298] [INFO ] [sig       ] API: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:18.228036] [INFO ] [LOCAL     ] Saved forecast: API	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/API.txt
[2025-12-19T20:16:18.228192] [INFO ] [sig       ] [211/3561] Completed API in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-19T20:16:18.228233] [INFO ] [sig       ] [212/3561] Forecasting APLD...
[2025-12-19T20:16:18.228263] [INFO ] [sig       ] Generating forecast for: APLD
[2025-12-19T20:16:18.228294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2025-12-19T20:16:18.241276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2025-12-19T20:16:18.241662] [INFO ] [FORECASTER] Starting predict_future for APLD
[2025-12-19T20:16:18.242410] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2025-12-19T20:16:18.242460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:18.242491] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:18.242518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:18.242594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:18.299354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:18.300094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:18.300174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:18.300208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:18.426760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:18.426964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:18.427029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:18.427063] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:18.430999] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: UP (p=59.99%)
[2025-12-19T20:16:18.431314] [INFO ] [FORECASTER] Completed predict_future for APLD
[2025-12-19T20:16:18.431454] [INFO ] [sig       ] APLD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:18.587108] [INFO ] [LOCAL     ] Saved forecast: APLD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/APLD.txt
[2025-12-19T20:16:18.587481] [INFO ] [sig       ] [212/3561] Completed APLD in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-19T20:16:18.587546] [INFO ] [sig       ] [213/3561] Forecasting APLE...
[2025-12-19T20:16:18.587601] [INFO ] [sig       ] Generating forecast for: APLE
[2025-12-19T20:16:18.587636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-12-19T20:16:18.599829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2025-12-19T20:16:18.600246] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-12-19T20:16:18.601090] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-12-19T20:16:18.601151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:18.601210] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:18.601243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:18.601302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:18.663293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:18.664160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:18.664248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:18.664281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:18.788915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:18.789103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:18.789164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:18.789235] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:18.792850] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=30.78%)
[2025-12-19T20:16:18.793190] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-12-19T20:16:18.793336] [INFO ] [sig       ] APLE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:18.941966] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/APLE.txt
[2025-12-19T20:16:18.942118] [INFO ] [sig       ] [213/3561] Completed APLE in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-19T20:16:18.942158] [INFO ] [sig       ] [214/3561] Forecasting APLS...
[2025-12-19T20:16:18.942195] [INFO ] [sig       ] Generating forecast for: APLS
[2025-12-19T20:16:18.942240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2025-12-19T20:16:18.954989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2025-12-19T20:16:18.955597] [INFO ] [FORECASTER] Starting predict_future for APLS
[2025-12-19T20:16:18.956410] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2025-12-19T20:16:18.956465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:18.956527] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:18.956557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:18.956634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:19.018024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:19.018907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:19.018991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:19.019026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:19.145955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:19.146151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:19.146199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:19.146230] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:19.149698] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: UP (p=73.05%)
[2025-12-19T20:16:19.149969] [INFO ] [FORECASTER] Completed predict_future for APLS
[2025-12-19T20:16:19.150095] [INFO ] [sig       ] APLS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:19.287679] [INFO ] [LOCAL     ] Saved forecast: APLS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/APLS.txt
[2025-12-19T20:16:19.287806] [INFO ] [sig       ] [214/3561] Completed APLS in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-19T20:16:19.287844] [INFO ] [sig       ] [215/3561] Forecasting APM...
[2025-12-19T20:16:19.287872] [INFO ] [sig       ] Generating forecast for: APM
[2025-12-19T20:16:19.287903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'.
[2025-12-19T20:16:19.299895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APM'.
[2025-12-19T20:16:19.300271] [INFO ] [FORECASTER] Starting predict_future for APM
[2025-12-19T20:16:19.301037] [DEBUG] [LOCAL     ] No optimal features file found for APM: ./output/feature-sets/APM.txt
[2025-12-19T20:16:19.301088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:19.301120] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:19.301146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:19.301201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:19.360612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:19.361288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:19.361368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:19.361416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:19.479408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:19.479560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:19.479634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:19.479682] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:19.483110] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: DOWN (p=16.45%)
[2025-12-19T20:16:19.483395] [INFO ] [FORECASTER] Completed predict_future for APM
[2025-12-19T20:16:19.483521] [INFO ] [sig       ] APM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:19.623074] [INFO ] [LOCAL     ] Saved forecast: APM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/APM.txt
[2025-12-19T20:16:19.623227] [INFO ] [sig       ] [215/3561] Completed APM in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-19T20:16:19.623267] [INFO ] [sig       ] [216/3561] Forecasting APO...
[2025-12-19T20:16:19.623296] [INFO ] [sig       ] Generating forecast for: APO
[2025-12-19T20:16:19.623326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-12-19T20:16:19.635529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2025-12-19T20:16:19.635905] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-12-19T20:16:19.636700] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-12-19T20:16:19.636751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:19.636784] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:19.636810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:19.636865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:19.696322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:19.697220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:19.697305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:19.697339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:19.839391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:19.839601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:19.839665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:19.839712] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:19.844627] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=14.07%)
[2025-12-19T20:16:19.845025] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-12-19T20:16:19.845207] [INFO ] [sig       ] APO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:20.022429] [INFO ] [LOCAL     ] Saved forecast: APO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/APO.txt
[2025-12-19T20:16:20.022628] [INFO ] [sig       ] [216/3561] Completed APO in 0.4s | 2.86 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-19T20:16:20.022673] [INFO ] [sig       ] [217/3561] Forecasting APOG...
[2025-12-19T20:16:20.022704] [INFO ] [sig       ] Generating forecast for: APOG
[2025-12-19T20:16:20.022736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2025-12-19T20:16:20.042370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2025-12-19T20:16:20.042818] [INFO ] [FORECASTER] Starting predict_future for APOG
[2025-12-19T20:16:20.043872] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2025-12-19T20:16:20.043926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:20.043967] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:20.044011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:20.044070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:20.103547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:20.104489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:20.104594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:20.104630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:20.229780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:20.229936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:20.229974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:20.230039] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:20.233400] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: DOWN (p=40.58%)
[2025-12-19T20:16:20.233695] [INFO ] [FORECASTER] Completed predict_future for APOG
[2025-12-19T20:16:20.233821] [INFO ] [sig       ] APOG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:20.372979] [INFO ] [LOCAL     ] Saved forecast: APOG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/APOG.txt
[2025-12-19T20:16:20.373105] [INFO ] [sig       ] [217/3561] Completed APOG in 0.4s | 2.86 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-19T20:16:20.373144] [INFO ] [sig       ] [218/3561] Forecasting APP...
[2025-12-19T20:16:20.373173] [INFO ] [sig       ] Generating forecast for: APP
[2025-12-19T20:16:20.373203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2025-12-19T20:16:20.384875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2025-12-19T20:16:20.385191] [INFO ] [FORECASTER] Starting predict_future for APP
[2025-12-19T20:16:20.385952] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2025-12-19T20:16:20.386004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:20.386035] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:20.386063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:20.386118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:20.443623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:20.444203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:20.444280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:20.444312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:20.568887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:20.569023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:20.569059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:20.569087] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:20.572707] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-12-19T20:16:20.572971] [INFO ] [FORECASTER] Completed predict_future for APP
[2025-12-19T20:16:20.573095] [INFO ] [sig       ] APP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:20.712177] [INFO ] [LOCAL     ] Saved forecast: APP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/APP.txt
[2025-12-19T20:16:20.712282] [INFO ] [sig       ] [218/3561] Completed APP in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-19T20:16:20.712319] [INFO ] [sig       ] [219/3561] Forecasting APPF...
[2025-12-19T20:16:20.712348] [INFO ] [sig       ] Generating forecast for: APPF
[2025-12-19T20:16:20.712377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2025-12-19T20:16:20.723566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2025-12-19T20:16:20.723895] [INFO ] [FORECASTER] Starting predict_future for APPF
[2025-12-19T20:16:20.724670] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2025-12-19T20:16:20.724720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:20.724751] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:20.724777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:20.724834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:20.782152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:20.782775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:20.782851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:20.782882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:20.900972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:20.901093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:20.901128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:20.901156] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:20.904358] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: UP (p=99.57%)
[2025-12-19T20:16:20.904634] [INFO ] [FORECASTER] Completed predict_future for APPF
[2025-12-19T20:16:20.904756] [INFO ] [sig       ] APPF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:21.047616] [INFO ] [LOCAL     ] Saved forecast: APPF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/APPF.txt
[2025-12-19T20:16:21.047776] [INFO ] [sig       ] [219/3561] Completed APPF in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-19T20:16:21.047817] [INFO ] [sig       ] [220/3561] Forecasting APPN...
[2025-12-19T20:16:21.047846] [INFO ] [sig       ] Generating forecast for: APPN
[2025-12-19T20:16:21.047877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2025-12-19T20:16:21.060681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2025-12-19T20:16:21.061032] [INFO ] [FORECASTER] Starting predict_future for APPN
[2025-12-19T20:16:21.061991] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2025-12-19T20:16:21.062042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:21.062075] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:21.062101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:21.062169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:21.121223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:21.122114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:21.122202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:21.122235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:21.244817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:21.244977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:21.245015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:21.245043] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:21.248523] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: UP (p=83.58%)
[2025-12-19T20:16:21.248832] [INFO ] [FORECASTER] Completed predict_future for APPN
[2025-12-19T20:16:21.248959] [INFO ] [sig       ] APPN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:21.386587] [INFO ] [LOCAL     ] Saved forecast: APPN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/APPN.txt
[2025-12-19T20:16:21.386725] [INFO ] [sig       ] [220/3561] Completed APPN in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-19T20:16:21.386762] [INFO ] [sig       ] [221/3561] Forecasting APPS...
[2025-12-19T20:16:21.386791] [INFO ] [sig       ] Generating forecast for: APPS
[2025-12-19T20:16:21.386827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2025-12-19T20:16:21.398240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2025-12-19T20:16:21.398619] [INFO ] [FORECASTER] Starting predict_future for APPS
[2025-12-19T20:16:21.399415] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2025-12-19T20:16:21.399467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:21.399499] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:21.399527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:21.399602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:21.469211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:21.470075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:21.470156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:21.470191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:21.595324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:21.595473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:21.595512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:21.595541] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:21.599404] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: DOWN (p=44.16%)
[2025-12-19T20:16:21.599696] [INFO ] [FORECASTER] Completed predict_future for APPS
[2025-12-19T20:16:21.599821] [INFO ] [sig       ] APPS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:21.741129] [INFO ] [LOCAL     ] Saved forecast: APPS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/APPS.txt
[2025-12-19T20:16:21.741249] [INFO ] [sig       ] [221/3561] Completed APPS in 0.4s | 2.86 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-19T20:16:21.741290] [INFO ] [sig       ] [222/3561] Forecasting APVO...
[2025-12-19T20:16:21.741332] [INFO ] [sig       ] Generating forecast for: APVO
[2025-12-19T20:16:21.741369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APVO' from 'https://tdm.silogroup.org/data/derivative_storage/APVO.csv'.
[2025-12-19T20:16:21.754803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APVO'.
[2025-12-19T20:16:21.755122] [INFO ] [FORECASTER] Starting predict_future for APVO
[2025-12-19T20:16:21.756068] [DEBUG] [LOCAL     ] No optimal features file found for APVO: ./output/feature-sets/APVO.txt
[2025-12-19T20:16:21.756122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:21.756154] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:21.756182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:21.756239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:21.815352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:21.815985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:21.816062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:21.816094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:21.933322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:21.933466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:21.933503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:21.933532] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:21.936930] [DEBUG] [FORECASTER] APVO: Forecast T+1@11:T+2@11: UP (p=86.38%)
[2025-12-19T20:16:21.937201] [INFO ] [FORECASTER] Completed predict_future for APVO
[2025-12-19T20:16:21.937323] [INFO ] [sig       ] APVO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:22.077079] [INFO ] [LOCAL     ] Saved forecast: APVO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/APVO.txt
[2025-12-19T20:16:22.077224] [INFO ] [sig       ] [222/3561] Completed APVO in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-19T20:16:22.077263] [INFO ] [sig       ] [223/3561] Forecasting APYX...
[2025-12-19T20:16:22.077293] [INFO ] [sig       ] Generating forecast for: APYX
[2025-12-19T20:16:22.077330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2025-12-19T20:16:22.089683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2025-12-19T20:16:22.090006] [INFO ] [FORECASTER] Starting predict_future for APYX
[2025-12-19T20:16:22.090799] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2025-12-19T20:16:22.090850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:22.090882] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:22.090909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:22.090964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:22.147857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:22.148504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:22.148600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:22.148644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:22.262334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:22.262496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:22.262537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:22.262584] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:22.266207] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: UP (p=56.95%)
[2025-12-19T20:16:22.266493] [INFO ] [FORECASTER] Completed predict_future for APYX
[2025-12-19T20:16:22.266649] [INFO ] [sig       ] APYX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:22.410541] [INFO ] [LOCAL     ] Saved forecast: APYX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/APYX.txt
[2025-12-19T20:16:22.410689] [INFO ] [sig       ] [223/3561] Completed APYX in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-19T20:16:22.410728] [INFO ] [sig       ] [224/3561] Forecasting AQMS...
[2025-12-19T20:16:22.410757] [INFO ] [sig       ] Generating forecast for: AQMS
[2025-12-19T20:16:22.410786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2025-12-19T20:16:22.422095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2025-12-19T20:16:22.422440] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2025-12-19T20:16:22.423216] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2025-12-19T20:16:22.423269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:22.423301] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:22.423329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:22.423386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:22.483394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:22.484017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:22.484123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:22.484158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:22.596778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:22.596924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:22.596963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:22.596993] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:22.600459] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: DOWN (p=16.61%)
[2025-12-19T20:16:22.600753] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2025-12-19T20:16:22.600879] [INFO ] [sig       ] AQMS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:22.743603] [INFO ] [LOCAL     ] Saved forecast: AQMS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AQMS.txt
[2025-12-19T20:16:22.743738] [INFO ] [sig       ] [224/3561] Completed AQMS in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-19T20:16:22.743776] [INFO ] [sig       ] [225/3561] Forecasting AQN...
[2025-12-19T20:16:22.743805] [INFO ] [sig       ] Generating forecast for: AQN
[2025-12-19T20:16:22.743835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-12-19T20:16:22.756356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-12-19T20:16:22.756708] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-12-19T20:16:22.757483] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-12-19T20:16:22.757534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:22.757566] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:22.757614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:22.757672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:22.814724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:22.815393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:22.815474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:22.815507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:22.943891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:22.944055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:22.944095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:22.944122] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:22.947590] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2025-12-19T20:16:22.947865] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-12-19T20:16:22.947987] [INFO ] [sig       ] AQN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:23.088073] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AQN.txt
[2025-12-19T20:16:23.088204] [INFO ] [sig       ] [225/3561] Completed AQN in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-19T20:16:23.088241] [INFO ] [sig       ] [226/3561] Forecasting AQNB...
[2025-12-19T20:16:23.088270] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-12-19T20:16:23.088300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-12-19T20:16:23.099665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2025-12-19T20:16:23.100010] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-12-19T20:16:23.100786] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-12-19T20:16:23.100837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:23.100868] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:23.100894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:23.100949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:23.159503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:23.160415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:23.160500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:23.160534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:23.267786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:23.267950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:23.267990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:23.268020] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:23.271332] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: UP (p=71.09%)
[2025-12-19T20:16:23.271633] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-12-19T20:16:23.271755] [INFO ] [sig       ] AQNB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:23.416189] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AQNB.txt
[2025-12-19T20:16:23.416364] [INFO ] [sig       ] [226/3561] Completed AQNB in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-19T20:16:23.416407] [INFO ] [sig       ] [227/3561] Forecasting ARBB...
[2025-12-19T20:16:23.416438] [INFO ] [sig       ] Generating forecast for: ARBB
[2025-12-19T20:16:23.416468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2025-12-19T20:16:23.427809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2025-12-19T20:16:23.428140] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2025-12-19T20:16:23.428956] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2025-12-19T20:16:23.429015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:23.429047] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:23.429072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:23.429127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:23.485147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:23.485912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:23.485993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:23.486026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:23.604963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:23.605122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:23.605161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:23.605189] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:23.608660] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-12-19T20:16:23.608936] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2025-12-19T20:16:23.609067] [INFO ] [sig       ] ARBB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:23.752149] [INFO ] [LOCAL     ] Saved forecast: ARBB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ARBB.txt
[2025-12-19T20:16:23.752324] [INFO ] [sig       ] [227/3561] Completed ARBB in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-19T20:16:23.752370] [INFO ] [sig       ] [228/3561] Forecasting ARBE...
[2025-12-19T20:16:23.752410] [INFO ] [sig       ] Generating forecast for: ARBE
[2025-12-19T20:16:23.752666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2025-12-19T20:16:23.764438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2025-12-19T20:16:23.765008] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2025-12-19T20:16:23.765970] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2025-12-19T20:16:23.766020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:23.766051] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:23.766077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:23.766132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:23.823784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:23.824413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:23.824687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:23.824723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:23.953103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:23.953265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:23.953305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:23.953333] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:23.957161] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: UP (p=94.34%)
[2025-12-19T20:16:23.957444] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2025-12-19T20:16:23.957793] [INFO ] [sig       ] ARBE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:24.116742] [INFO ] [LOCAL     ] Saved forecast: ARBE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ARBE.txt
[2025-12-19T20:16:24.116922] [INFO ] [sig       ] [228/3561] Completed ARBE in 0.4s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-19T20:16:24.116987] [INFO ] [sig       ] [229/3561] Forecasting ARCB...
[2025-12-19T20:16:24.117031] [INFO ] [sig       ] Generating forecast for: ARCB
[2025-12-19T20:16:24.117072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2025-12-19T20:16:24.128722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2025-12-19T20:16:24.129115] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2025-12-19T20:16:24.129936] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2025-12-19T20:16:24.129989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:24.130021] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:24.130048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:24.130103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:24.191960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:24.192954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:24.193039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:24.193072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:24.321452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:24.321679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:24.321734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:24.321780] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:24.325501] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: DOWN (p=24.39%)
[2025-12-19T20:16:24.325816] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2025-12-19T20:16:24.325953] [INFO ] [sig       ] ARCB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:24.475282] [INFO ] [LOCAL     ] Saved forecast: ARCB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ARCB.txt
[2025-12-19T20:16:24.475492] [INFO ] [sig       ] [229/3561] Completed ARCB in 0.4s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-19T20:16:24.475549] [INFO ] [sig       ] [230/3561] Forecasting ARCC...
[2025-12-19T20:16:24.475614] [INFO ] [sig       ] Generating forecast for: ARCC
[2025-12-19T20:16:24.475660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2025-12-19T20:16:24.490977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2025-12-19T20:16:24.491426] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2025-12-19T20:16:24.492411] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2025-12-19T20:16:24.492488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:24.492532] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:24.492589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:24.492675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:24.558728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:24.559550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:24.559648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:24.559682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:24.678961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:24.679116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:24.679155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:24.679186] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:24.682639] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: UP (p=86.91%)
[2025-12-19T20:16:24.682907] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2025-12-19T20:16:24.683031] [INFO ] [sig       ] ARCC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:24.821778] [INFO ] [LOCAL     ] Saved forecast: ARCC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ARCC.txt
[2025-12-19T20:16:24.821920] [INFO ] [sig       ] [230/3561] Completed ARCC in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-19T20:16:24.821959] [INFO ] [sig       ] [231/3561] Forecasting ARCO...
[2025-12-19T20:16:24.821989] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-12-19T20:16:24.822020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-12-19T20:16:24.834508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-12-19T20:16:24.834903] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-12-19T20:16:24.835725] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-12-19T20:16:24.835778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:24.835840] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:24.835871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:24.835930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:24.892752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:24.893525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:24.893624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:24.893658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:25.005324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:25.005490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:25.005527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:25.005555] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:25.008921] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: UP (p=80.82%)
[2025-12-19T20:16:25.009192] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-12-19T20:16:25.009317] [INFO ] [sig       ] ARCO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:25.154935] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ARCO.txt
[2025-12-19T20:16:25.155085] [INFO ] [sig       ] [231/3561] Completed ARCO in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-19T20:16:25.155127] [INFO ] [sig       ] [232/3561] Forecasting ARDC...
[2025-12-19T20:16:25.155157] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-12-19T20:16:25.155189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-12-19T20:16:25.168506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2025-12-19T20:16:25.168994] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-12-19T20:16:25.169884] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-12-19T20:16:25.169939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:25.169973] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:25.170002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:25.170061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:25.232923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:25.233817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:25.233897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:25.233930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:25.358013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:25.358177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:25.358219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:25.358254] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:25.361648] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: DOWN (p=44.53%)
[2025-12-19T20:16:25.361929] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-12-19T20:16:25.362067] [INFO ] [sig       ] ARDC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:25.502808] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ARDC.txt
[2025-12-19T20:16:25.502962] [INFO ] [sig       ] [232/3561] Completed ARDC in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-19T20:16:25.503003] [INFO ] [sig       ] [233/3561] Forecasting ARDX...
[2025-12-19T20:16:25.503032] [INFO ] [sig       ] Generating forecast for: ARDX
[2025-12-19T20:16:25.503061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2025-12-19T20:16:25.516070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2025-12-19T20:16:25.516474] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2025-12-19T20:16:25.517314] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2025-12-19T20:16:25.517379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:25.517415] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:25.517443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:25.517501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:25.575096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:25.575768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:25.575845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:25.575877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:25.694748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:25.694898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:25.694934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:25.694962] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:25.698770] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: DOWN (p=33.76%)
[2025-12-19T20:16:25.699033] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2025-12-19T20:16:25.699153] [INFO ] [sig       ] ARDX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:25.841254] [INFO ] [LOCAL     ] Saved forecast: ARDX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ARDX.txt
[2025-12-19T20:16:25.841458] [INFO ] [sig       ] [233/3561] Completed ARDX in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-19T20:16:25.841516] [INFO ] [sig       ] [234/3561] Forecasting ARE...
[2025-12-19T20:16:25.841558] [INFO ] [sig       ] Generating forecast for: ARE
[2025-12-19T20:16:25.841622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-12-19T20:16:25.854031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2025-12-19T20:16:25.854414] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-12-19T20:16:25.855266] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-12-19T20:16:25.855329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:25.855365] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:25.855392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:25.855467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:25.914393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:25.915189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:25.915269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:25.915301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:26.038034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:26.038187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:26.038225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:26.038293] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:26.042158] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: UP (p=97.14%)
[2025-12-19T20:16:26.042424] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-12-19T20:16:26.042555] [INFO ] [sig       ] ARE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:26.182093] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ARE.txt
[2025-12-19T20:16:26.182206] [INFO ] [sig       ] [234/3561] Completed ARE in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-19T20:16:26.182245] [INFO ] [sig       ] [235/3561] Forecasting AREC...
[2025-12-19T20:16:26.182272] [INFO ] [sig       ] Generating forecast for: AREC
[2025-12-19T20:16:26.182301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2025-12-19T20:16:26.194237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2025-12-19T20:16:26.194554] [INFO ] [FORECASTER] Starting predict_future for AREC
[2025-12-19T20:16:26.195310] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2025-12-19T20:16:26.195360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:26.195392] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:26.195418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:26.195475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:26.251985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:26.252630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:26.252709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:26.252740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:26.371774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:26.371892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:26.371930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:26.371958] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:26.375170] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: DOWN (p=16.90%)
[2025-12-19T20:16:26.375453] [INFO ] [FORECASTER] Completed predict_future for AREC
[2025-12-19T20:16:26.375590] [INFO ] [sig       ] AREC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:26.511529] [INFO ] [LOCAL     ] Saved forecast: AREC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AREC.txt
[2025-12-19T20:16:26.511719] [INFO ] [sig       ] [235/3561] Completed AREC in 0.3s | 2.87 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-19T20:16:26.511763] [INFO ] [sig       ] [236/3561] Forecasting ARES...
[2025-12-19T20:16:26.511793] [INFO ] [sig       ] Generating forecast for: ARES
[2025-12-19T20:16:26.511824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-12-19T20:16:26.524770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2025-12-19T20:16:26.525199] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-12-19T20:16:26.526127] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-12-19T20:16:26.526190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:26.526222] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:26.526248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:26.526305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:26.585995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:26.586917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:26.587002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:26.587036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:26.724551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:26.724735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:26.724776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:26.724806] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:26.728395] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: DOWN (p=8.12%)
[2025-12-19T20:16:26.728773] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-12-19T20:16:26.728921] [INFO ] [sig       ] ARES: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:26.925029] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ARES.txt
[2025-12-19T20:16:26.925202] [INFO ] [sig       ] [236/3561] Completed ARES in 0.4s | 2.86 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-19T20:16:26.925248] [INFO ] [sig       ] [237/3561] Forecasting ARGX...
[2025-12-19T20:16:26.925279] [INFO ] [sig       ] Generating forecast for: ARGX
[2025-12-19T20:16:26.925310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2025-12-19T20:16:26.942276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2025-12-19T20:16:26.942830] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2025-12-19T20:16:26.944030] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2025-12-19T20:16:26.944102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:26.944157] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:26.944204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:26.944296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:27.018940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:27.020041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:27.020150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:27.020203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:27.199466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:27.199694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:27.199775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:27.199810] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:27.204334] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: DOWN (p=21.31%)
[2025-12-19T20:16:27.204799] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2025-12-19T20:16:27.204973] [INFO ] [sig       ] ARGX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:27.402627] [INFO ] [LOCAL     ] Saved forecast: ARGX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ARGX.txt
[2025-12-19T20:16:27.402800] [INFO ] [sig       ] [237/3561] Completed ARGX in 0.5s | 2.86 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-19T20:16:27.402855] [INFO ] [sig       ] [238/3561] Forecasting ARHS...
[2025-12-19T20:16:27.402895] [INFO ] [sig       ] Generating forecast for: ARHS
[2025-12-19T20:16:27.402927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2025-12-19T20:16:27.419766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2025-12-19T20:16:27.420269] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2025-12-19T20:16:27.421452] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2025-12-19T20:16:27.421540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:27.421605] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:27.421643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:27.421719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:27.498294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:27.499439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:27.499546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:27.499608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:27.636823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:27.636989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:27.637030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:27.637060] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:27.640739] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=0.94%)
[2025-12-19T20:16:27.641044] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2025-12-19T20:16:27.641204] [INFO ] [sig       ] ARHS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:27.782970] [INFO ] [LOCAL     ] Saved forecast: ARHS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ARHS.txt
[2025-12-19T20:16:27.783139] [INFO ] [sig       ] [238/3561] Completed ARHS in 0.4s | 2.86 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-19T20:16:27.783184] [INFO ] [sig       ] [239/3561] Forecasting ARI...
[2025-12-19T20:16:27.783217] [INFO ] [sig       ] Generating forecast for: ARI
[2025-12-19T20:16:27.783246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-12-19T20:16:27.795095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2025-12-19T20:16:27.795489] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-12-19T20:16:27.796277] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-12-19T20:16:27.796329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:27.796362] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:27.796388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:27.796444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:27.854115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:27.855015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:27.855100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:27.855133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:27.977999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:27.978164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:27.978203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:27.978232] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:27.982089] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: UP (p=95.59%)
[2025-12-19T20:16:27.982417] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-12-19T20:16:27.982617] [INFO ] [sig       ] ARI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:28.125857] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ARI.txt
[2025-12-19T20:16:28.126006] [INFO ] [sig       ] [239/3561] Completed ARI in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-19T20:16:28.126046] [INFO ] [sig       ] [240/3561] Forecasting ARKO...
[2025-12-19T20:16:28.126075] [INFO ] [sig       ] Generating forecast for: ARKO
[2025-12-19T20:16:28.126106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2025-12-19T20:16:28.138044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2025-12-19T20:16:28.138403] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2025-12-19T20:16:28.139483] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2025-12-19T20:16:28.139537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:28.139733] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:28.139761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:28.139818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:28.198865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:28.199888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:28.199969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:28.200003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:28.324383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:28.324751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:28.324791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:28.324820] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:28.328934] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: DOWN (p=32.02%)
[2025-12-19T20:16:28.329219] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2025-12-19T20:16:28.329348] [INFO ] [sig       ] ARKO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:28.470648] [INFO ] [LOCAL     ] Saved forecast: ARKO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ARKO.txt
[2025-12-19T20:16:28.470800] [INFO ] [sig       ] [240/3561] Completed ARKO in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-19T20:16:28.470846] [INFO ] [sig       ] [241/3561] Forecasting ARLO...
[2025-12-19T20:16:28.470882] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-12-19T20:16:28.470919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-12-19T20:16:28.482428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2025-12-19T20:16:28.482829] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-12-19T20:16:28.483663] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-12-19T20:16:28.483716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:28.483760] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:28.483790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:28.483848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:28.543831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:28.544725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:28.544841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:28.544876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:28.669656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:28.669820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:28.669860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:28.669890] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:28.673990] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=23.60%)
[2025-12-19T20:16:28.674342] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-12-19T20:16:28.674723] [INFO ] [sig       ] ARLO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:28.819965] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ARLO.txt
[2025-12-19T20:16:28.820120] [INFO ] [sig       ] [241/3561] Completed ARLO in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-19T20:16:28.820162] [INFO ] [sig       ] [242/3561] Forecasting ARLP...
[2025-12-19T20:16:28.820193] [INFO ] [sig       ] Generating forecast for: ARLP
[2025-12-19T20:16:28.820224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-12-19T20:16:28.832320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-12-19T20:16:28.832690] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2025-12-19T20:16:28.833436] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2025-12-19T20:16:28.833498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:28.833534] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:28.833561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:28.833636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:28.891477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:28.892325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:28.892407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:28.892441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:29.007159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:29.007315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:29.007353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:29.007382] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:29.010761] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: UP (p=91.17%)
[2025-12-19T20:16:29.011036] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2025-12-19T20:16:29.011161] [INFO ] [sig       ] ARLP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:29.151029] [INFO ] [LOCAL     ] Saved forecast: ARLP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ARLP.txt
[2025-12-19T20:16:29.151164] [INFO ] [sig       ] [242/3561] Completed ARLP in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-19T20:16:29.151204] [INFO ] [sig       ] [243/3561] Forecasting ARM...
[2025-12-19T20:16:29.151238] [INFO ] [sig       ] Generating forecast for: ARM
[2025-12-19T20:16:29.151282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2025-12-19T20:16:29.163693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2025-12-19T20:16:29.164049] [INFO ] [FORECASTER] Starting predict_future for ARM
[2025-12-19T20:16:29.164855] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2025-12-19T20:16:29.164908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:29.164942] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:29.164971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:29.165029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:29.222973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:29.223790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:29.223873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:29.223907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:29.351933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:29.352105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:29.352158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:29.352196] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:29.356726] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: DOWN (p=42.39%)
[2025-12-19T20:16:29.357060] [INFO ] [FORECASTER] Completed predict_future for ARM
[2025-12-19T20:16:29.357215] [INFO ] [sig       ] ARM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:29.499415] [INFO ] [LOCAL     ] Saved forecast: ARM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ARM.txt
[2025-12-19T20:16:29.499567] [INFO ] [sig       ] [243/3561] Completed ARM in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-19T20:16:29.499628] [INFO ] [sig       ] [244/3561] Forecasting ARMK...
[2025-12-19T20:16:29.499659] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-12-19T20:16:29.499690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-12-19T20:16:29.511486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2025-12-19T20:16:29.511874] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-12-19T20:16:29.512723] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-12-19T20:16:29.512776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:29.512812] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:29.512841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:29.512898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:29.572699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:29.573425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:29.573507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:29.573540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:29.701734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:29.701905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:29.701957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:29.701996] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:29.705710] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: DOWN (p=12.72%)
[2025-12-19T20:16:29.705979] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-12-19T20:16:29.706103] [INFO ] [sig       ] ARMK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:29.848232] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ARMK.txt
[2025-12-19T20:16:29.848416] [INFO ] [sig       ] [244/3561] Completed ARMK in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-19T20:16:29.848461] [INFO ] [sig       ] [245/3561] Forecasting AROC...
[2025-12-19T20:16:29.848499] [INFO ] [sig       ] Generating forecast for: AROC
[2025-12-19T20:16:29.848532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-12-19T20:16:29.861156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2025-12-19T20:16:29.861526] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-12-19T20:16:29.862525] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-12-19T20:16:29.862601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:29.862831] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:29.862860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:29.862919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:29.920319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:29.921345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:29.921425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:29.921458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:30.042764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:30.042960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:30.042999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:30.043027] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:30.046420] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-12-19T20:16:30.046732] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-12-19T20:16:30.046862] [INFO ] [sig       ] AROC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:30.189330] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AROC.txt
[2025-12-19T20:16:30.189517] [INFO ] [sig       ] [245/3561] Completed AROC in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-19T20:16:30.189565] [INFO ] [sig       ] [246/3561] Forecasting ARQ...
[2025-12-19T20:16:30.189623] [INFO ] [sig       ] Generating forecast for: ARQ
[2025-12-19T20:16:30.189661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2025-12-19T20:16:30.204628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2025-12-19T20:16:30.205081] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2025-12-19T20:16:30.206320] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2025-12-19T20:16:30.206383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:30.206429] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:30.206470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:30.206555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:30.272777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:30.273684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:30.273772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:30.273807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:30.397799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:30.397959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:30.397999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:30.398027] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:30.401487] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: UP (p=94.55%)
[2025-12-19T20:16:30.401784] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2025-12-19T20:16:30.401915] [INFO ] [sig       ] ARQ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:30.547356] [INFO ] [LOCAL     ] Saved forecast: ARQ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ARQ.txt
[2025-12-19T20:16:30.547502] [INFO ] [sig       ] [246/3561] Completed ARQ in 0.4s | 2.86 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-19T20:16:30.547542] [INFO ] [sig       ] [247/3561] Forecasting ARQQ...
[2025-12-19T20:16:30.547589] [INFO ] [sig       ] Generating forecast for: ARQQ
[2025-12-19T20:16:30.547622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2025-12-19T20:16:30.559071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2025-12-19T20:16:30.559420] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2025-12-19T20:16:30.560375] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2025-12-19T20:16:30.560429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:30.560461] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:30.560488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:30.560544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:30.617097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:30.618128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:30.618210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:30.618243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:30.740042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:30.740193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:30.740230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:30.740259] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:30.743564] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: UP (p=96.32%)
[2025-12-19T20:16:30.743848] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2025-12-19T20:16:30.743971] [INFO ] [sig       ] ARQQ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:30.884627] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ARQQ.txt
[2025-12-19T20:16:30.884774] [INFO ] [sig       ] [247/3561] Completed ARQQ in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-19T20:16:30.884815] [INFO ] [sig       ] [248/3561] Forecasting ARRY...
[2025-12-19T20:16:30.884844] [INFO ] [sig       ] Generating forecast for: ARRY
[2025-12-19T20:16:30.884874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2025-12-19T20:16:30.896193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2025-12-19T20:16:30.896540] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2025-12-19T20:16:30.897305] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2025-12-19T20:16:30.897355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:30.897417] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:30.897447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:30.897503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:30.954662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:30.955347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:30.955426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:30.955458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:31.076518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:31.076680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:31.076717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:31.076760] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:31.080083] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=18.84%)
[2025-12-19T20:16:31.080347] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2025-12-19T20:16:31.080468] [INFO ] [sig       ] ARRY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:31.223602] [INFO ] [LOCAL     ] Saved forecast: ARRY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ARRY.txt
[2025-12-19T20:16:31.223754] [INFO ] [sig       ] [248/3561] Completed ARRY in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-19T20:16:31.223796] [INFO ] [sig       ] [249/3561] Forecasting ARTL...
[2025-12-19T20:16:31.223825] [INFO ] [sig       ] Generating forecast for: ARTL
[2025-12-19T20:16:31.223856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2025-12-19T20:16:31.234948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2025-12-19T20:16:31.235322] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2025-12-19T20:16:31.236174] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2025-12-19T20:16:31.236227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:31.236260] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:31.236288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:31.236345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:31.299080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:31.299950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:31.300032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:31.300066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:31.419647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:31.419793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:31.419832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:31.419861] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:31.423161] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: UP (p=52.79%)
[2025-12-19T20:16:31.423430] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2025-12-19T20:16:31.423551] [INFO ] [sig       ] ARTL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:31.564493] [INFO ] [LOCAL     ] Saved forecast: ARTL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ARTL.txt
[2025-12-19T20:16:31.564667] [INFO ] [sig       ] [249/3561] Completed ARTL in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-19T20:16:31.564711] [INFO ] [sig       ] [250/3561] Forecasting ARTNA...
[2025-12-19T20:16:31.564740] [INFO ] [sig       ] Generating forecast for: ARTNA
[2025-12-19T20:16:31.564770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2025-12-19T20:16:31.576369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2025-12-19T20:16:31.576770] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2025-12-19T20:16:31.577567] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2025-12-19T20:16:31.577637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:31.577671] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:31.577699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:31.577756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:31.636900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:31.637752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:31.637852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:31.637887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:31.753977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:31.754134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:31.754174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:31.754202] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:31.757887] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: DOWN (p=10.88%)
[2025-12-19T20:16:31.758153] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2025-12-19T20:16:31.758277] [INFO ] [sig       ] ARTNA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:31.899054] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ARTNA.txt
[2025-12-19T20:16:31.899180] [INFO ] [sig       ] [250/3561] Completed ARTNA in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-19T20:16:31.899219] [INFO ] [sig       ] [251/3561] Forecasting ARVN...
[2025-12-19T20:16:31.899247] [INFO ] [sig       ] Generating forecast for: ARVN
[2025-12-19T20:16:31.899278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2025-12-19T20:16:31.911827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2025-12-19T20:16:31.912149] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2025-12-19T20:16:31.912950] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2025-12-19T20:16:31.913002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:31.913036] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:31.913065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:31.913125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:31.973556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:31.974415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:31.974504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:31.974539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:32.098289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:32.098442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:32.098480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:32.098540] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:32.102800] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: DOWN (p=0.08%)
[2025-12-19T20:16:32.103076] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2025-12-19T20:16:32.103200] [INFO ] [sig       ] ARVN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:32.244508] [INFO ] [LOCAL     ] Saved forecast: ARVN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ARVN.txt
[2025-12-19T20:16:32.244877] [INFO ] [sig       ] [251/3561] Completed ARVN in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-19T20:16:32.244919] [INFO ] [sig       ] [252/3561] Forecasting ASA...
[2025-12-19T20:16:32.244949] [INFO ] [sig       ] Generating forecast for: ASA
[2025-12-19T20:16:32.244980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-12-19T20:16:32.257948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2025-12-19T20:16:32.258307] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-12-19T20:16:32.259096] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-12-19T20:16:32.259147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:32.259179] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:32.259217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:32.259275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:32.317258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:32.318096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:32.318179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:32.318211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:32.441707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:32.441889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:32.441928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:32.441958] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:32.445327] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2025-12-19T20:16:32.445812] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-12-19T20:16:32.445943] [INFO ] [sig       ] ASA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:32.589424] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ASA.txt
[2025-12-19T20:16:32.589599] [INFO ] [sig       ] [252/3561] Completed ASA in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-19T20:16:32.589830] [INFO ] [sig       ] [253/3561] Forecasting ASB...
[2025-12-19T20:16:32.589861] [INFO ] [sig       ] Generating forecast for: ASB
[2025-12-19T20:16:32.589891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-12-19T20:16:32.602060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2025-12-19T20:16:32.602390] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-12-19T20:16:32.603153] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-12-19T20:16:32.603204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:32.603235] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:32.603262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:32.603318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:32.661185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:32.662168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:32.662251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:32.662283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:32.782472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:32.782640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:32.782680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:32.782709] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:32.786000] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=10.56%)
[2025-12-19T20:16:32.786262] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-12-19T20:16:32.786382] [INFO ] [sig       ] ASB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:32.925546] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ASB.txt
[2025-12-19T20:16:32.925918] [INFO ] [sig       ] [253/3561] Completed ASB in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-19T20:16:32.925958] [INFO ] [sig       ] [254/3561] Forecasting ASBA...
[2025-12-19T20:16:32.925987] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-12-19T20:16:32.926017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-12-19T20:16:32.938496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2025-12-19T20:16:32.938864] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-12-19T20:16:32.939989] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-12-19T20:16:32.940040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:32.940071] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:32.940097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:32.940153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:32.997370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:32.997958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:32.998036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:32.998067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:33.116316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:33.116478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:33.116521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:33.116551] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:33.120360] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=93.56%)
[2025-12-19T20:16:33.120805] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-12-19T20:16:33.120934] [INFO ] [sig       ] ASBA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:33.261503] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ASBA.txt
[2025-12-19T20:16:33.261689] [INFO ] [sig       ] [254/3561] Completed ASBA in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-19T20:16:33.261731] [INFO ] [sig       ] [255/3561] Forecasting ASC...
[2025-12-19T20:16:33.261760] [INFO ] [sig       ] Generating forecast for: ASC
[2025-12-19T20:16:33.261790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-12-19T20:16:33.273480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2025-12-19T20:16:33.273881] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-12-19T20:16:33.274650] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-12-19T20:16:33.274701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:33.274733] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:33.274760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:33.274816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:33.330768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:33.331661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:33.331749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:33.331781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:33.446887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:33.447047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:33.447085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:33.447114] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:33.450873] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=93.50%)
[2025-12-19T20:16:33.451152] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-12-19T20:16:33.451278] [INFO ] [sig       ] ASC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:33.595313] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ASC.txt
[2025-12-19T20:16:33.595442] [INFO ] [sig       ] [255/3561] Completed ASC in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-19T20:16:33.595482] [INFO ] [sig       ] [256/3561] Forecasting ASG...
[2025-12-19T20:16:33.595511] [INFO ] [sig       ] Generating forecast for: ASG
[2025-12-19T20:16:33.595548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-12-19T20:16:33.606600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2025-12-19T20:16:33.606931] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-12-19T20:16:33.607696] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-12-19T20:16:33.607747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:33.607779] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:33.607805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:33.607861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:33.665529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:33.666605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:33.666861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:33.666893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:33.791076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:33.791229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:33.791268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:33.791296] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:33.795291] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=80.97%)
[2025-12-19T20:16:33.795557] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-12-19T20:16:33.795849] [INFO ] [sig       ] ASG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:33.940195] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ASG.txt
[2025-12-19T20:16:33.940363] [INFO ] [sig       ] [256/3561] Completed ASG in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-19T20:16:33.940404] [INFO ] [sig       ] [257/3561] Forecasting ASGI...
[2025-12-19T20:16:33.940433] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-12-19T20:16:33.940462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-12-19T20:16:33.953069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2025-12-19T20:16:33.953450] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-12-19T20:16:33.954214] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-12-19T20:16:33.954265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:33.954297] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:33.954324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:33.954379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:34.012556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:34.013792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:34.013872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:34.013905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:34.141011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:34.141169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:34.141207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:34.141235] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:34.144618] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=38.31%)
[2025-12-19T20:16:34.144899] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-12-19T20:16:34.145026] [INFO ] [sig       ] ASGI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:34.289694] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ASGI.txt
[2025-12-19T20:16:34.289857] [INFO ] [sig       ] [257/3561] Completed ASGI in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-19T20:16:34.289898] [INFO ] [sig       ] [258/3561] Forecasting ASGN...
[2025-12-19T20:16:34.289928] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-12-19T20:16:34.289958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-12-19T20:16:34.302786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2025-12-19T20:16:34.303175] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-12-19T20:16:34.304141] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-12-19T20:16:34.304192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:34.304223] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:34.304250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:34.304306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:34.363014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:34.363872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:34.363987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:34.364020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:34.486264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:34.486424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:34.486462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:34.486491] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:34.490058] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=19.82%)
[2025-12-19T20:16:34.490353] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-12-19T20:16:34.490484] [INFO ] [sig       ] ASGN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:34.631389] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ASGN.txt
[2025-12-19T20:16:34.631516] [INFO ] [sig       ] [258/3561] Completed ASGN in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-19T20:16:34.631555] [INFO ] [sig       ] [259/3561] Forecasting ASH...
[2025-12-19T20:16:34.631606] [INFO ] [sig       ] Generating forecast for: ASH
[2025-12-19T20:16:34.631639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-12-19T20:16:34.643724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2025-12-19T20:16:34.644032] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-12-19T20:16:34.644783] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-12-19T20:16:34.644834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:34.644866] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:34.644893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:34.644951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:34.706140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:34.707150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:34.707234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:34.707268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:34.837153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:34.837314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:34.837351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:34.837380] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:34.841173] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=44.68%)
[2025-12-19T20:16:34.841452] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-12-19T20:16:34.841617] [INFO ] [sig       ] ASH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:34.988158] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ASH.txt
[2025-12-19T20:16:34.988316] [INFO ] [sig       ] [259/3561] Completed ASH in 0.4s | 2.86 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-19T20:16:34.988357] [INFO ] [sig       ] [260/3561] Forecasting ASIX...
[2025-12-19T20:16:34.988387] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-12-19T20:16:34.988417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-12-19T20:16:35.000853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2025-12-19T20:16:35.001223] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-12-19T20:16:35.001988] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-12-19T20:16:35.002039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:35.002070] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:35.002097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:35.002157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:35.060481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:35.061516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:35.061617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:35.061652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:35.183325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:35.183483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:35.183521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:35.183549] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:35.186913] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: DOWN (p=15.56%)
[2025-12-19T20:16:35.187188] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-12-19T20:16:35.187313] [INFO ] [sig       ] ASIX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:35.329767] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ASIX.txt
[2025-12-19T20:16:35.329902] [INFO ] [sig       ] [260/3561] Completed ASIX in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-19T20:16:35.329941] [INFO ] [sig       ] [261/3561] Forecasting ASLE...
[2025-12-19T20:16:35.329970] [INFO ] [sig       ] Generating forecast for: ASLE
[2025-12-19T20:16:35.329999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2025-12-19T20:16:35.341678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2025-12-19T20:16:35.341988] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2025-12-19T20:16:35.342742] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2025-12-19T20:16:35.342793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:35.342824] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:35.342851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:35.342906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:35.400564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:35.401293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:35.401372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:35.401405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:35.521913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:35.522102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:35.522148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:35.522179] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:35.525891] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: UP (p=54.27%)
[2025-12-19T20:16:35.526163] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2025-12-19T20:16:35.526289] [INFO ] [sig       ] ASLE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:35.741402] [INFO ] [LOCAL     ] Saved forecast: ASLE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ASLE.txt
[2025-12-19T20:16:35.741838] [INFO ] [sig       ] [261/3561] Completed ASLE in 0.4s | 2.86 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-19T20:16:35.741889] [INFO ] [sig       ] [262/3561] Forecasting ASMB...
[2025-12-19T20:16:35.741923] [INFO ] [sig       ] Generating forecast for: ASMB
[2025-12-19T20:16:35.741976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2025-12-19T20:16:35.759876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2025-12-19T20:16:35.760373] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2025-12-19T20:16:35.761793] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2025-12-19T20:16:35.761876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:35.761931] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:35.761980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:35.762078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:35.832918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:35.833843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:35.833936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:35.833972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:35.968462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:35.968660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:35.968705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:35.968737] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:35.972621] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: DOWN (p=29.34%)
[2025-12-19T20:16:35.972981] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2025-12-19T20:16:35.973127] [INFO ] [sig       ] ASMB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:36.127016] [INFO ] [LOCAL     ] Saved forecast: ASMB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ASMB.txt
[2025-12-19T20:16:36.127179] [INFO ] [sig       ] [262/3561] Completed ASMB in 0.4s | 2.86 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-19T20:16:36.127221] [INFO ] [sig       ] [263/3561] Forecasting ASML...
[2025-12-19T20:16:36.127252] [INFO ] [sig       ] Generating forecast for: ASML
[2025-12-19T20:16:36.127284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2025-12-19T20:16:36.140658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2025-12-19T20:16:36.141284] [INFO ] [FORECASTER] Starting predict_future for ASML
[2025-12-19T20:16:36.142367] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2025-12-19T20:16:36.142422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:36.142456] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:36.142485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:36.142544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:36.206625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:36.207690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:36.207789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:36.207822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:36.345204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:36.345373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:36.345419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:36.345455] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:36.349836] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: DOWN (p=48.36%)
[2025-12-19T20:16:36.350165] [INFO ] [FORECASTER] Completed predict_future for ASML
[2025-12-19T20:16:36.350325] [INFO ] [sig       ] ASML: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:36.527552] [INFO ] [LOCAL     ] Saved forecast: ASML	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ASML.txt
[2025-12-19T20:16:36.527728] [INFO ] [sig       ] [263/3561] Completed ASML in 0.4s | 2.86 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-19T20:16:36.527957] [INFO ] [sig       ] [264/3561] Forecasting ASND...
[2025-12-19T20:16:36.527987] [INFO ] [sig       ] Generating forecast for: ASND
[2025-12-19T20:16:36.528017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2025-12-19T20:16:36.540183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2025-12-19T20:16:36.540521] [INFO ] [FORECASTER] Starting predict_future for ASND
[2025-12-19T20:16:36.541518] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2025-12-19T20:16:36.541594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:36.541632] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:36.541659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:36.541716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:36.603338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:36.604046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:36.604128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:36.604161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:36.730240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:36.730395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:36.730435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:36.730464] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:36.733917] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: UP (p=51.97%)
[2025-12-19T20:16:36.734190] [INFO ] [FORECASTER] Completed predict_future for ASND
[2025-12-19T20:16:36.734316] [INFO ] [sig       ] ASND: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:36.876999] [INFO ] [LOCAL     ] Saved forecast: ASND	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ASND.txt
[2025-12-19T20:16:36.877139] [INFO ] [sig       ] [264/3561] Completed ASND in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-19T20:16:36.877179] [INFO ] [sig       ] [265/3561] Forecasting ASO...
[2025-12-19T20:16:36.877209] [INFO ] [sig       ] Generating forecast for: ASO
[2025-12-19T20:16:36.877239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2025-12-19T20:16:36.889273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2025-12-19T20:16:36.889675] [INFO ] [FORECASTER] Starting predict_future for ASO
[2025-12-19T20:16:36.890464] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2025-12-19T20:16:36.890531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:36.890628] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:36.890668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:36.890739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:36.948454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:36.949254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:36.949337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:36.949371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:37.070980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:37.071134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:37.071173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:37.071202] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:37.074773] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: DOWN (p=10.49%)
[2025-12-19T20:16:37.075053] [INFO ] [FORECASTER] Completed predict_future for ASO
[2025-12-19T20:16:37.075181] [INFO ] [sig       ] ASO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:37.213552] [INFO ] [LOCAL     ] Saved forecast: ASO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ASO.txt
[2025-12-19T20:16:37.213714] [INFO ] [sig       ] [265/3561] Completed ASO in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-19T20:16:37.213756] [INFO ] [sig       ] [266/3561] Forecasting ASPI...
[2025-12-19T20:16:37.213785] [INFO ] [sig       ] Generating forecast for: ASPI
[2025-12-19T20:16:37.213826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2025-12-19T20:16:37.225073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2025-12-19T20:16:37.225411] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2025-12-19T20:16:37.226213] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2025-12-19T20:16:37.226265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:37.226298] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:37.226324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:37.226380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:37.287481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:37.288182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:37.288263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:37.288296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:37.410472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:37.410644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:37.410685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:37.410714] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:37.414126] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: DOWN (p=28.85%)
[2025-12-19T20:16:37.414412] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2025-12-19T20:16:37.414541] [INFO ] [sig       ] ASPI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:37.557993] [INFO ] [LOCAL     ] Saved forecast: ASPI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ASPI.txt
[2025-12-19T20:16:37.558113] [INFO ] [sig       ] [266/3561] Completed ASPI in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-19T20:16:37.558152] [INFO ] [sig       ] [267/3561] Forecasting ASPN...
[2025-12-19T20:16:37.558180] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-12-19T20:16:37.558209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-12-19T20:16:37.570128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2025-12-19T20:16:37.570516] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-12-19T20:16:37.571505] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-12-19T20:16:37.571567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:37.571630] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:37.571662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:37.571723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:37.631275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:37.631964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:37.632043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:37.632077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:37.758249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:37.758402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:37.758440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:37.758468] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:37.762188] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: DOWN (p=47.34%)
[2025-12-19T20:16:37.762463] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-12-19T20:16:37.762613] [INFO ] [sig       ] ASPN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:37.907978] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ASPN.txt
[2025-12-19T20:16:37.908111] [INFO ] [sig       ] [267/3561] Completed ASPN in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-19T20:16:37.908150] [INFO ] [sig       ] [268/3561] Forecasting ASPS...
[2025-12-19T20:16:37.908178] [INFO ] [sig       ] Generating forecast for: ASPS
[2025-12-19T20:16:37.908208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2025-12-19T20:16:37.919711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2025-12-19T20:16:37.920048] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2025-12-19T20:16:37.920813] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2025-12-19T20:16:37.920863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:37.920895] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:37.920921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:37.920976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:37.979222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:37.979939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:37.980021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:37.980056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:38.106380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:38.106536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:38.106590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:38.106653] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:38.110016] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: DOWN (p=0.41%)
[2025-12-19T20:16:38.110309] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2025-12-19T20:16:38.110441] [INFO ] [sig       ] ASPS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:38.256307] [INFO ] [LOCAL     ] Saved forecast: ASPS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ASPS.txt
[2025-12-19T20:16:38.256470] [INFO ] [sig       ] [268/3561] Completed ASPS in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-19T20:16:38.256517] [INFO ] [sig       ] [269/3561] Forecasting ASTE...
[2025-12-19T20:16:38.256551] [INFO ] [sig       ] Generating forecast for: ASTE
[2025-12-19T20:16:38.256609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-12-19T20:16:38.267771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-12-19T20:16:38.268170] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2025-12-19T20:16:38.269072] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2025-12-19T20:16:38.269127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:38.269184] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:38.269229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:38.269288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:38.327761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:38.328564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:38.328694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:38.328730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:38.454524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:38.454696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:38.454928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:38.454958] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:38.458593] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: DOWN (p=10.11%)
[2025-12-19T20:16:38.458887] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2025-12-19T20:16:38.459016] [INFO ] [sig       ] ASTE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:38.602876] [INFO ] [LOCAL     ] Saved forecast: ASTE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ASTE.txt
[2025-12-19T20:16:38.603020] [INFO ] [sig       ] [269/3561] Completed ASTE in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-19T20:16:38.603060] [INFO ] [sig       ] [270/3561] Forecasting ASTH...
[2025-12-19T20:16:38.603091] [INFO ] [sig       ] Generating forecast for: ASTH
[2025-12-19T20:16:38.603124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2025-12-19T20:16:38.615180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2025-12-19T20:16:38.615593] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2025-12-19T20:16:38.616393] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2025-12-19T20:16:38.616445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:38.616478] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:38.616505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:38.616561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:38.679001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:38.680077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:38.680161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:38.680194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:38.812255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:38.812415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:38.812455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:38.812485] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:38.816137] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: DOWN (p=4.47%)
[2025-12-19T20:16:38.816447] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2025-12-19T20:16:38.816603] [INFO ] [sig       ] ASTH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:38.965434] [INFO ] [LOCAL     ] Saved forecast: ASTH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ASTH.txt
[2025-12-19T20:16:38.965632] [INFO ] [sig       ] [270/3561] Completed ASTH in 0.4s | 2.86 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-19T20:16:38.965683] [INFO ] [sig       ] [271/3561] Forecasting ASTI...
[2025-12-19T20:16:38.965712] [INFO ] [sig       ] Generating forecast for: ASTI
[2025-12-19T20:16:38.965742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2025-12-19T20:16:38.978354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2025-12-19T20:16:38.978790] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2025-12-19T20:16:38.979589] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2025-12-19T20:16:38.979643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:38.979677] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:38.979705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:38.979762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:39.039194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:39.039984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:39.040083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:39.040118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:39.160178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:39.160328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:39.160366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:39.160394] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:39.163677] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: UP (p=96.97%)
[2025-12-19T20:16:39.163942] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2025-12-19T20:16:39.164062] [INFO ] [sig       ] ASTI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:39.303475] [INFO ] [LOCAL     ] Saved forecast: ASTI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ASTI.txt
[2025-12-19T20:16:39.303621] [INFO ] [sig       ] [271/3561] Completed ASTI in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-19T20:16:39.303662] [INFO ] [sig       ] [272/3561] Forecasting ASTL...
[2025-12-19T20:16:39.303692] [INFO ] [sig       ] Generating forecast for: ASTL
[2025-12-19T20:16:39.303721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2025-12-19T20:16:39.315563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2025-12-19T20:16:39.316137] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2025-12-19T20:16:39.316934] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2025-12-19T20:16:39.316986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:39.317018] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:39.317046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:39.317104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:39.375865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:39.376745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:39.376831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:39.376864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:39.496628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:39.496781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:39.496835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:39.496864] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:39.500171] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: UP (p=96.48%)
[2025-12-19T20:16:39.500436] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2025-12-19T20:16:39.500558] [INFO ] [sig       ] ASTL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:39.641425] [INFO ] [LOCAL     ] Saved forecast: ASTL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ASTL.txt
[2025-12-19T20:16:39.641548] [INFO ] [sig       ] [272/3561] Completed ASTL in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-19T20:16:39.641612] [INFO ] [sig       ] [273/3561] Forecasting ASTS...
[2025-12-19T20:16:39.641650] [INFO ] [sig       ] Generating forecast for: ASTS
[2025-12-19T20:16:39.641686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2025-12-19T20:16:39.653927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2025-12-19T20:16:39.654301] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2025-12-19T20:16:39.655108] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2025-12-19T20:16:39.655160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:39.655193] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:39.655220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:39.655276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:39.716818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:39.717593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:39.717672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:39.717706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:39.844997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:39.845346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:39.845385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:39.845415] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:39.849424] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: DOWN (p=31.95%)
[2025-12-19T20:16:39.849714] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2025-12-19T20:16:39.850024] [INFO ] [sig       ] ASTS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:39.999475] [INFO ] [LOCAL     ] Saved forecast: ASTS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ASTS.txt
[2025-12-19T20:16:39.999640] [INFO ] [sig       ] [273/3561] Completed ASTS in 0.4s | 2.86 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-19T20:16:39.999683] [INFO ] [sig       ] [274/3561] Forecasting ASX...
[2025-12-19T20:16:39.999715] [INFO ] [sig       ] Generating forecast for: ASX
[2025-12-19T20:16:39.999758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-12-19T20:16:40.011462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-12-19T20:16:40.011909] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-12-19T20:16:40.012790] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-12-19T20:16:40.012845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:40.012879] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:40.012906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:40.012963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:40.077994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:40.079048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:40.079161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:40.079206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:40.208422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:40.208594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:40.208649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:40.208683] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:40.211986] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2025-12-19T20:16:40.212258] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-12-19T20:16:40.212385] [INFO ] [sig       ] ASX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:40.355349] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ASX.txt
[2025-12-19T20:16:40.355503] [INFO ] [sig       ] [274/3561] Completed ASX in 0.4s | 2.86 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-19T20:16:40.355544] [INFO ] [sig       ] [275/3561] Forecasting ASYS...
[2025-12-19T20:16:40.355591] [INFO ] [sig       ] Generating forecast for: ASYS
[2025-12-19T20:16:40.355624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2025-12-19T20:16:40.368319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2025-12-19T20:16:40.368767] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2025-12-19T20:16:40.369551] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2025-12-19T20:16:40.369633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:40.369669] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:40.369696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:40.369753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:40.430372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:40.431463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:40.431604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:40.431642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:40.564072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:40.564231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:40.564271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:40.564301] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:40.567721] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: UP (p=58.94%)
[2025-12-19T20:16:40.568002] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2025-12-19T20:16:40.568132] [INFO ] [sig       ] ASYS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:40.718348] [INFO ] [LOCAL     ] Saved forecast: ASYS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ASYS.txt
[2025-12-19T20:16:40.718501] [INFO ] [sig       ] [275/3561] Completed ASYS in 0.4s | 2.86 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-19T20:16:40.718542] [INFO ] [sig       ] [276/3561] Forecasting ATAI...
[2025-12-19T20:16:40.718592] [INFO ] [sig       ] Generating forecast for: ATAI
[2025-12-19T20:16:40.718627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2025-12-19T20:16:40.731185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2025-12-19T20:16:40.731565] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2025-12-19T20:16:40.732508] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2025-12-19T20:16:40.732560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:40.732623] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:40.732654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:40.732711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:40.794316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:40.795374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:40.795459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:40.795492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:40.922865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:40.923026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:40.923066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:40.923095] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:40.926534] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: UP (p=87.91%)
[2025-12-19T20:16:40.926842] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2025-12-19T20:16:40.926977] [INFO ] [sig       ] ATAI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:41.075466] [INFO ] [LOCAL     ] Saved forecast: ATAI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ATAI.txt
[2025-12-19T20:16:41.075642] [INFO ] [sig       ] [276/3561] Completed ATAI in 0.4s | 2.86 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-19T20:16:41.075685] [INFO ] [sig       ] [277/3561] Forecasting ATEC...
[2025-12-19T20:16:41.075715] [INFO ] [sig       ] Generating forecast for: ATEC
[2025-12-19T20:16:41.075744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2025-12-19T20:16:41.089097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2025-12-19T20:16:41.089490] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2025-12-19T20:16:41.090267] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2025-12-19T20:16:41.090319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:41.090351] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:41.090378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:41.090434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:41.148723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:41.149611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:41.149703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:41.149736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:41.282898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:41.283077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:41.283139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:41.283181] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:41.288244] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: DOWN (p=3.47%)
[2025-12-19T20:16:41.288569] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2025-12-19T20:16:41.288795] [INFO ] [sig       ] ATEC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:41.449354] [INFO ] [LOCAL     ] Saved forecast: ATEC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ATEC.txt
[2025-12-19T20:16:41.449516] [INFO ] [sig       ] [277/3561] Completed ATEC in 0.4s | 2.86 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-19T20:16:41.449555] [INFO ] [sig       ] [278/3561] Forecasting ATEN...
[2025-12-19T20:16:41.449611] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-12-19T20:16:41.449649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-12-19T20:16:41.462515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2025-12-19T20:16:41.462931] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-12-19T20:16:41.463718] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-12-19T20:16:41.463772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:41.463963] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:41.463990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:41.464046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:41.521434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:41.522274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:41.522357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:41.522389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:41.651239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:41.651394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:41.651433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:41.651462] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:41.654957] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: UP (p=83.76%)
[2025-12-19T20:16:41.655223] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-12-19T20:16:41.655342] [INFO ] [sig       ] ATEN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:41.795415] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ATEN.txt
[2025-12-19T20:16:41.795622] [INFO ] [sig       ] [278/3561] Completed ATEN in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-19T20:16:41.795666] [INFO ] [sig       ] [279/3561] Forecasting ATEX...
[2025-12-19T20:16:41.795696] [INFO ] [sig       ] Generating forecast for: ATEX
[2025-12-19T20:16:41.795727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2025-12-19T20:16:41.806722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2025-12-19T20:16:41.807107] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2025-12-19T20:16:41.807898] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2025-12-19T20:16:41.807949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:41.807981] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:41.808007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:41.808063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:41.863987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:41.864855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:41.864936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:41.864968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:41.987594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:41.987754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:41.987791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:41.987820] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:41.991183] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-12-19T20:16:41.991466] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2025-12-19T20:16:41.991627] [INFO ] [sig       ] ATEX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:42.135413] [INFO ] [LOCAL     ] Saved forecast: ATEX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ATEX.txt
[2025-12-19T20:16:42.135588] [INFO ] [sig       ] [279/3561] Completed ATEX in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-19T20:16:42.135638] [INFO ] [sig       ] [280/3561] Forecasting ATGE...
[2025-12-19T20:16:42.135669] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-12-19T20:16:42.135701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-12-19T20:16:42.147769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2025-12-19T20:16:42.148163] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-12-19T20:16:42.148974] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-12-19T20:16:42.149025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:42.149058] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:42.149086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:42.149142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:42.209037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:42.210050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:42.210133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:42.210164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:42.334286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:42.334446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:42.334485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:42.334513] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:42.338115] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: UP (p=99.57%)
[2025-12-19T20:16:42.338424] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-12-19T20:16:42.338554] [INFO ] [sig       ] ATGE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:42.486139] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ATGE.txt
[2025-12-19T20:16:42.486293] [INFO ] [sig       ] [280/3561] Completed ATGE in 0.4s | 2.86 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-19T20:16:42.486334] [INFO ] [sig       ] [281/3561] Forecasting ATHA...
[2025-12-19T20:16:42.486363] [INFO ] [sig       ] Generating forecast for: ATHA
[2025-12-19T20:16:42.486393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-12-19T20:16:42.497394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-12-19T20:16:42.497753] [INFO ] [FORECASTER] Starting predict_future for ATHA
[2025-12-19T20:16:42.498494] [DEBUG] [LOCAL     ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt
[2025-12-19T20:16:42.498545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:42.498601] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:42.498642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:42.498700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:42.557317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:42.558338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:42.558419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:42.558450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:42.681378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:42.681534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:42.681591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:42.681623] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:42.685507] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: UP (p=86.37%)
[2025-12-19T20:16:42.685826] [INFO ] [FORECASTER] Completed predict_future for ATHA
[2025-12-19T20:16:42.686194] [INFO ] [sig       ] ATHA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:42.832608] [INFO ] [LOCAL     ] Saved forecast: ATHA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ATHA.txt
[2025-12-19T20:16:42.832766] [INFO ] [sig       ] [281/3561] Completed ATHA in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-19T20:16:42.832808] [INFO ] [sig       ] [282/3561] Forecasting ATHM...
[2025-12-19T20:16:42.832838] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-12-19T20:16:42.832868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-12-19T20:16:42.844780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2025-12-19T20:16:42.845160] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-12-19T20:16:42.845951] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-12-19T20:16:42.846004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:42.846062] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:42.846090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:42.846147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:42.904660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:42.905503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:42.905605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:42.905639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:43.030958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:43.031112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:43.031150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:43.031178] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:43.034449] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: UP (p=90.27%)
[2025-12-19T20:16:43.034728] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-12-19T20:16:43.034850] [INFO ] [sig       ] ATHM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:43.177617] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ATHM.txt
[2025-12-19T20:16:43.177776] [INFO ] [sig       ] [282/3561] Completed ATHM in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-19T20:16:43.177815] [INFO ] [sig       ] [283/3561] Forecasting ATI...
[2025-12-19T20:16:43.177846] [INFO ] [sig       ] Generating forecast for: ATI
[2025-12-19T20:16:43.177876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-12-19T20:16:43.189935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2025-12-19T20:16:43.190326] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-12-19T20:16:43.191120] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-12-19T20:16:43.191172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:43.191202] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:43.191228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:43.191284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:43.248267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:43.249258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:43.249343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:43.249375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:43.372872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:43.373030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:43.373068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:43.373114] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:43.376462] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: UP (p=96.55%)
[2025-12-19T20:16:43.376769] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-12-19T20:16:43.376897] [INFO ] [sig       ] ATI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:43.519495] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ATI.txt
[2025-12-19T20:16:43.519668] [INFO ] [sig       ] [283/3561] Completed ATI in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-19T20:16:43.519712] [INFO ] [sig       ] [284/3561] Forecasting ATLC...
[2025-12-19T20:16:43.519742] [INFO ] [sig       ] Generating forecast for: ATLC
[2025-12-19T20:16:43.519774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2025-12-19T20:16:43.530883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2025-12-19T20:16:43.531275] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2025-12-19T20:16:43.532051] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2025-12-19T20:16:43.532103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:43.532134] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:43.532160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:43.532216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:43.588149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:43.589011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:43.589094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:43.589126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:43.719765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:43.720156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:43.720196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:43.720224] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:43.723927] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: DOWN (p=1.35%)
[2025-12-19T20:16:43.724208] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2025-12-19T20:16:43.724349] [INFO ] [sig       ] ATLC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:43.862461] [INFO ] [LOCAL     ] Saved forecast: ATLC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ATLC.txt
[2025-12-19T20:16:43.862592] [INFO ] [sig       ] [284/3561] Completed ATLC in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-19T20:16:43.862633] [INFO ] [sig       ] [285/3561] Forecasting ATLCZ...
[2025-12-19T20:16:43.862662] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2025-12-19T20:16:43.862691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2025-12-19T20:16:43.873557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2025-12-19T20:16:43.874084] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2025-12-19T20:16:43.874847] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2025-12-19T20:16:43.874897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:43.874929] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:43.874955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:43.875010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:43.930928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:43.931526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:43.931632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:43.931667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:44.052915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:44.053066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:44.053116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:44.053365] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:44.056716] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: UP (p=94.70%)
[2025-12-19T20:16:44.056978] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2025-12-19T20:16:44.057095] [INFO ] [sig       ] ATLCZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:44.193863] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ATLCZ.txt
[2025-12-19T20:16:44.193989] [INFO ] [sig       ] [285/3561] Completed ATLCZ in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-19T20:16:44.194027] [INFO ] [sig       ] [286/3561] Forecasting ATLO...
[2025-12-19T20:16:44.194056] [INFO ] [sig       ] Generating forecast for: ATLO
[2025-12-19T20:16:44.194085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2025-12-19T20:16:44.204615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2025-12-19T20:16:44.204930] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2025-12-19T20:16:44.205681] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2025-12-19T20:16:44.205735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:44.205767] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:44.205793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:44.205848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:44.260867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:44.261469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:44.261546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:44.261595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:44.370474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:44.370636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:44.370676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:44.370704] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:44.374505] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: UP (p=98.15%)
[2025-12-19T20:16:44.374784] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2025-12-19T20:16:44.374906] [INFO ] [sig       ] ATLO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:44.516314] [INFO ] [LOCAL     ] Saved forecast: ATLO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ATLO.txt
[2025-12-19T20:16:44.516464] [INFO ] [sig       ] [286/3561] Completed ATLO in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-19T20:16:44.516502] [INFO ] [sig       ] [287/3561] Forecasting ATNI...
[2025-12-19T20:16:44.516533] [INFO ] [sig       ] Generating forecast for: ATNI
[2025-12-19T20:16:44.516562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2025-12-19T20:16:44.527791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2025-12-19T20:16:44.528091] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2025-12-19T20:16:44.528898] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2025-12-19T20:16:44.528948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:44.528990] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:44.529018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:44.529074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:44.584755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:44.585352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:44.585429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:44.585461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:44.705594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:44.705746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:44.705784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:44.705812] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:44.709093] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: UP (p=59.17%)
[2025-12-19T20:16:44.709353] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2025-12-19T20:16:44.709481] [INFO ] [sig       ] ATNI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:44.847624] [INFO ] [LOCAL     ] Saved forecast: ATNI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ATNI.txt
[2025-12-19T20:16:44.847746] [INFO ] [sig       ] [287/3561] Completed ATNI in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-19T20:16:44.847785] [INFO ] [sig       ] [288/3561] Forecasting ATO...
[2025-12-19T20:16:44.847815] [INFO ] [sig       ] Generating forecast for: ATO
[2025-12-19T20:16:44.847845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-12-19T20:16:44.861695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2025-12-19T20:16:44.862032] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-12-19T20:16:44.862788] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-12-19T20:16:44.862838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:44.863059] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:44.863086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:44.863142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:44.919224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:44.919837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:44.919914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:44.919947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:45.045207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:45.045353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:45.045390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:45.045418] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:45.048728] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: DOWN (p=4.55%)
[2025-12-19T20:16:45.049174] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-12-19T20:16:45.049295] [INFO ] [sig       ] ATO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:45.187903] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ATO.txt
[2025-12-19T20:16:45.188199] [INFO ] [sig       ] [288/3561] Completed ATO in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-19T20:16:45.188236] [INFO ] [sig       ] [289/3561] Forecasting ATOM...
[2025-12-19T20:16:45.188266] [INFO ] [sig       ] Generating forecast for: ATOM
[2025-12-19T20:16:45.188295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2025-12-19T20:16:45.205788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2025-12-19T20:16:45.206107] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2025-12-19T20:16:45.206869] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2025-12-19T20:16:45.206921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:45.206953] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:45.206980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:45.207036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:45.262840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:45.263426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:45.263503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:45.263534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:45.385242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:45.385372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:45.385409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:45.385437] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:45.388693] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: DOWN (p=22.63%)
[2025-12-19T20:16:45.388954] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2025-12-19T20:16:45.389083] [INFO ] [sig       ] ATOM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:45.530428] [INFO ] [LOCAL     ] Saved forecast: ATOM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ATOM.txt
[2025-12-19T20:16:45.530604] [INFO ] [sig       ] [289/3561] Completed ATOM in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-19T20:16:45.530648] [INFO ] [sig       ] [290/3561] Forecasting ATRA...
[2025-12-19T20:16:45.530678] [INFO ] [sig       ] Generating forecast for: ATRA
[2025-12-19T20:16:45.530708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2025-12-19T20:16:45.542618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2025-12-19T20:16:45.542926] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2025-12-19T20:16:45.543681] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2025-12-19T20:16:45.543731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:45.543762] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:45.543788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:45.543843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:45.605441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:45.606120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:45.606227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:45.606266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:45.726169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:45.726292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:45.726328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:45.726355] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:45.729563] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: DOWN (p=3.07%)
[2025-12-19T20:16:45.729844] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2025-12-19T20:16:45.729961] [INFO ] [sig       ] ATRA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:45.869021] [INFO ] [LOCAL     ] Saved forecast: ATRA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ATRA.txt
[2025-12-19T20:16:45.869130] [INFO ] [sig       ] [290/3561] Completed ATRA in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-19T20:16:45.869167] [INFO ] [sig       ] [291/3561] Forecasting ATRC...
[2025-12-19T20:16:45.869203] [INFO ] [sig       ] Generating forecast for: ATRC
[2025-12-19T20:16:45.869233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2025-12-19T20:16:45.881774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2025-12-19T20:16:45.882077] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2025-12-19T20:16:45.882835] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2025-12-19T20:16:45.882885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:45.882917] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:45.882944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:45.883000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:45.939836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:45.940421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:45.940498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:45.940529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:46.060682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:46.060816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:46.060853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:46.060881] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:46.064113] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: UP (p=76.29%)
[2025-12-19T20:16:46.064377] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2025-12-19T20:16:46.064496] [INFO ] [sig       ] ATRC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:46.202646] [INFO ] [LOCAL     ] Saved forecast: ATRC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ATRC.txt
[2025-12-19T20:16:46.202755] [INFO ] [sig       ] [291/3561] Completed ATRC in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-19T20:16:46.202792] [INFO ] [sig       ] [292/3561] Forecasting ATRO...
[2025-12-19T20:16:46.202821] [INFO ] [sig       ] Generating forecast for: ATRO
[2025-12-19T20:16:46.202851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2025-12-19T20:16:46.214365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2025-12-19T20:16:46.214709] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2025-12-19T20:16:46.215446] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2025-12-19T20:16:46.215496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:46.215527] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:46.215555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:46.215633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:46.272079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:46.272671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:46.272769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:46.272802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:46.398650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:46.398781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:46.398818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:46.398846] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:46.402266] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: DOWN (p=49.96%)
[2025-12-19T20:16:46.402528] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2025-12-19T20:16:46.402666] [INFO ] [sig       ] ATRO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:46.543321] [INFO ] [LOCAL     ] Saved forecast: ATRO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ATRO.txt
[2025-12-19T20:16:46.543483] [INFO ] [sig       ] [292/3561] Completed ATRO in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-19T20:16:46.543524] [INFO ] [sig       ] [293/3561] Forecasting ATXS...
[2025-12-19T20:16:46.543555] [INFO ] [sig       ] Generating forecast for: ATXS
[2025-12-19T20:16:46.543604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'.
[2025-12-19T20:16:46.556258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATXS'.
[2025-12-19T20:16:46.556654] [INFO ] [FORECASTER] Starting predict_future for ATXS
[2025-12-19T20:16:46.557419] [DEBUG] [LOCAL     ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt
[2025-12-19T20:16:46.557471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:46.557502] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:46.557529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:46.557609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:46.616606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:46.617405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:46.617485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:46.617517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:46.740526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:46.740671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:46.740708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:46.740737] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:46.744331] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: UP (p=70.89%)
[2025-12-19T20:16:46.744607] [INFO ] [FORECASTER] Completed predict_future for ATXS
[2025-12-19T20:16:46.744727] [INFO ] [sig       ] ATXS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:46.882847] [INFO ] [LOCAL     ] Saved forecast: ATXS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ATXS.txt
[2025-12-19T20:16:46.882955] [INFO ] [sig       ] [293/3561] Completed ATXS in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-19T20:16:46.882993] [INFO ] [sig       ] [294/3561] Forecasting AUB...
[2025-12-19T20:16:46.883021] [INFO ] [sig       ] Generating forecast for: AUB
[2025-12-19T20:16:46.883050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-12-19T20:16:46.894305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2025-12-19T20:16:46.894632] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-12-19T20:16:46.895365] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-12-19T20:16:46.895415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:46.895446] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:46.895472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:46.895527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:46.951159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:46.951765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:46.951840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:46.951871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:47.068671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:47.068793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:47.068831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:47.068873] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:47.072038] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: DOWN (p=40.86%)
[2025-12-19T20:16:47.072301] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-12-19T20:16:47.072424] [INFO ] [sig       ] AUB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:47.214678] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AUB.txt
[2025-12-19T20:16:47.214800] [INFO ] [sig       ] [294/3561] Completed AUB in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-19T20:16:47.214840] [INFO ] [sig       ] [295/3561] Forecasting AUDC...
[2025-12-19T20:16:47.214868] [INFO ] [sig       ] Generating forecast for: AUDC
[2025-12-19T20:16:47.214897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2025-12-19T20:16:47.226566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2025-12-19T20:16:47.227096] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2025-12-19T20:16:47.227855] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2025-12-19T20:16:47.227906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:47.227937] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:47.228110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:47.228166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:47.284498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:47.285332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:47.285427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:47.285461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:47.405769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:47.405915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:47.405955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:47.405990] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:47.409279] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-12-19T20:16:47.409547] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2025-12-19T20:16:47.409686] [INFO ] [sig       ] AUDC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:47.549298] [INFO ] [LOCAL     ] Saved forecast: AUDC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AUDC.txt
[2025-12-19T20:16:47.549442] [INFO ] [sig       ] [295/3561] Completed AUDC in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-19T20:16:47.549480] [INFO ] [sig       ] [296/3561] Forecasting AUPH...
[2025-12-19T20:16:47.549511] [INFO ] [sig       ] Generating forecast for: AUPH
[2025-12-19T20:16:47.549540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2025-12-19T20:16:47.561446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2025-12-19T20:16:47.561778] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2025-12-19T20:16:47.562727] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2025-12-19T20:16:47.562779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:47.562813] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:47.562840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:47.562896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:47.621436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:47.622500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:47.622600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:47.622635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:47.739354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:47.739507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:47.739545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:47.739590] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:47.742855] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: UP (p=51.43%)
[2025-12-19T20:16:47.743119] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2025-12-19T20:16:47.743241] [INFO ] [sig       ] AUPH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:47.881972] [INFO ] [LOCAL     ] Saved forecast: AUPH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AUPH.txt
[2025-12-19T20:16:47.882302] [INFO ] [sig       ] [296/3561] Completed AUPH in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-19T20:16:47.882342] [INFO ] [sig       ] [297/3561] Forecasting AURA...
[2025-12-19T20:16:47.882372] [INFO ] [sig       ] Generating forecast for: AURA
[2025-12-19T20:16:47.882403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2025-12-19T20:16:47.894701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2025-12-19T20:16:47.895014] [INFO ] [FORECASTER] Starting predict_future for AURA
[2025-12-19T20:16:47.895769] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2025-12-19T20:16:47.895819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:47.895850] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:47.895877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:47.895933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:47.953313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:47.953901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:47.953975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:47.954006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:48.074835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:48.074982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:48.075020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:48.075048] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:48.078323] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: UP (p=89.23%)
[2025-12-19T20:16:48.078599] [INFO ] [FORECASTER] Completed predict_future for AURA
[2025-12-19T20:16:48.078734] [INFO ] [sig       ] AURA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:48.218263] [INFO ] [LOCAL     ] Saved forecast: AURA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AURA.txt
[2025-12-19T20:16:48.218378] [INFO ] [sig       ] [297/3561] Completed AURA in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-19T20:16:48.218416] [INFO ] [sig       ] [298/3561] Forecasting AUTL...
[2025-12-19T20:16:48.218445] [INFO ] [sig       ] Generating forecast for: AUTL
[2025-12-19T20:16:48.218474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2025-12-19T20:16:48.230075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2025-12-19T20:16:48.230400] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2025-12-19T20:16:48.231167] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2025-12-19T20:16:48.231218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:48.231251] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:48.231277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:48.231344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:48.287136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:48.287932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:48.288013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:48.288044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:48.412983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:48.413138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:48.413176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:48.413205] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:48.417444] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: UP (p=61.97%)
[2025-12-19T20:16:48.417761] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2025-12-19T20:16:48.417896] [INFO ] [sig       ] AUTL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:48.559824] [INFO ] [LOCAL     ] Saved forecast: AUTL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AUTL.txt
[2025-12-19T20:16:48.559972] [INFO ] [sig       ] [298/3561] Completed AUTL in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-19T20:16:48.560013] [INFO ] [sig       ] [299/3561] Forecasting AVA...
[2025-12-19T20:16:48.560042] [INFO ] [sig       ] Generating forecast for: AVA
[2025-12-19T20:16:48.560071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-12-19T20:16:48.571185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2025-12-19T20:16:48.571523] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-12-19T20:16:48.572277] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-12-19T20:16:48.572328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:48.572385] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:48.572413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:48.572469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:48.628339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:48.629034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:48.629111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:48.629143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:48.750223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:48.750380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:48.750418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:48.750446] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:48.753816] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: UP (p=96.47%)
[2025-12-19T20:16:48.754079] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-12-19T20:16:48.754199] [INFO ] [sig       ] AVA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:48.895309] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AVA.txt
[2025-12-19T20:16:48.895440] [INFO ] [sig       ] [299/3561] Completed AVA in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-19T20:16:48.895479] [INFO ] [sig       ] [300/3561] Forecasting AVAH...
[2025-12-19T20:16:48.895508] [INFO ] [sig       ] Generating forecast for: AVAH
[2025-12-19T20:16:48.895538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2025-12-19T20:16:48.907682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2025-12-19T20:16:48.908202] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2025-12-19T20:16:48.909150] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2025-12-19T20:16:48.909211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:48.909243] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:48.909269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:48.909325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:48.965497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:48.966112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:48.966210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:48.966244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:49.084206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:49.084353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:49.084392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:49.084420] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:49.087690] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: DOWN (p=18.42%)
[2025-12-19T20:16:49.087955] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2025-12-19T20:16:49.088249] [INFO ] [sig       ] AVAH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:49.226390] [INFO ] [LOCAL     ] Saved forecast: AVAH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AVAH.txt
[2025-12-19T20:16:49.226508] [INFO ] [sig       ] [300/3561] Completed AVAH in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-19T20:16:49.226545] [INFO ] [sig       ] [301/3561] Forecasting AVAL...
[2025-12-19T20:16:49.226591] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-12-19T20:16:49.226623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-12-19T20:16:49.237802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2025-12-19T20:16:49.238130] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-12-19T20:16:49.238917] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-12-19T20:16:49.238967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:49.238998] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:49.239025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:49.239080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:49.296378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:49.297228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:49.297305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:49.297336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:49.416794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:49.416941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:49.416978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:49.417006] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:49.420300] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2025-12-19T20:16:49.420565] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-12-19T20:16:49.420701] [INFO ] [sig       ] AVAL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:49.562465] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AVAL.txt
[2025-12-19T20:16:49.562615] [INFO ] [sig       ] [301/3561] Completed AVAL in 0.3s | 2.87 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-19T20:16:49.562657] [INFO ] [sig       ] [302/3561] Forecasting AVB...
[2025-12-19T20:16:49.562686] [INFO ] [sig       ] Generating forecast for: AVB
[2025-12-19T20:16:49.562716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-12-19T20:16:49.574979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2025-12-19T20:16:49.575518] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-12-19T20:16:49.576317] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-12-19T20:16:49.576370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:49.576403] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:49.576429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:49.576487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:49.636873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:49.637885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:49.638175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:49.638215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:49.762052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:49.762206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:49.762245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:49.762307] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:49.766299] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: UP (p=93.04%)
[2025-12-19T20:16:49.766562] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-12-19T20:16:49.766701] [INFO ] [sig       ] AVB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:49.908708] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AVB.txt
[2025-12-19T20:16:49.908847] [INFO ] [sig       ] [302/3561] Completed AVB in 0.3s | 2.87 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-19T20:16:49.908887] [INFO ] [sig       ] [303/3561] Forecasting AVBP...
[2025-12-19T20:16:49.908916] [INFO ] [sig       ] Generating forecast for: AVBP
[2025-12-19T20:16:49.908946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2025-12-19T20:16:49.921854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2025-12-19T20:16:49.922373] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2025-12-19T20:16:49.923282] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2025-12-19T20:16:49.923332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:49.923363] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:49.923389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:49.923444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:49.979381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:49.980030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:49.980106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:49.980138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:50.098609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:50.098775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:50.098813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:50.098841] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:50.102324] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: UP (p=84.42%)
[2025-12-19T20:16:50.102606] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2025-12-19T20:16:50.102728] [INFO ] [sig       ] AVBP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:50.250349] [INFO ] [LOCAL     ] Saved forecast: AVBP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AVBP.txt
[2025-12-19T20:16:50.250503] [INFO ] [sig       ] [303/3561] Completed AVBP in 0.3s | 2.87 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-19T20:16:50.250553] [INFO ] [sig       ] [304/3561] Forecasting AVD...
[2025-12-19T20:16:50.250600] [INFO ] [sig       ] Generating forecast for: AVD
[2025-12-19T20:16:50.250631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-12-19T20:16:50.261783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2025-12-19T20:16:50.262245] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-12-19T20:16:50.263195] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-12-19T20:16:50.263246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:50.263277] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:50.263304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:50.263360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:50.320647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:50.321734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:50.321831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:50.321865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:50.445610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:50.445762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:50.445799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:50.445827] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:50.449282] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: DOWN (p=38.80%)
[2025-12-19T20:16:50.449545] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-12-19T20:16:50.449685] [INFO ] [sig       ] AVD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:50.589156] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AVD.txt
[2025-12-19T20:16:50.589278] [INFO ] [sig       ] [304/3561] Completed AVD in 0.3s | 2.87 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-19T20:16:50.589317] [INFO ] [sig       ] [305/3561] Forecasting AVDL...
[2025-12-19T20:16:50.589346] [INFO ] [sig       ] Generating forecast for: AVDL
[2025-12-19T20:16:50.589376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-12-19T20:16:50.600663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-12-19T20:16:50.600966] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2025-12-19T20:16:50.601715] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2025-12-19T20:16:50.601766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:50.601797] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:50.601823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:50.601883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:50.657384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:50.657991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:50.658066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:50.658098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:50.786126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:50.786283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:50.786321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:50.786349] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:50.789985] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: DOWN (p=14.61%)
[2025-12-19T20:16:50.790529] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2025-12-19T20:16:50.790685] [INFO ] [sig       ] AVDL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:50.931030] [INFO ] [LOCAL     ] Saved forecast: AVDL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AVDL.txt
[2025-12-19T20:16:50.931345] [INFO ] [sig       ] [305/3561] Completed AVDL in 0.3s | 2.87 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-19T20:16:50.931383] [INFO ] [sig       ] [306/3561] Forecasting AVGO...
[2025-12-19T20:16:50.931412] [INFO ] [sig       ] Generating forecast for: AVGO
[2025-12-19T20:16:50.931442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2025-12-19T20:16:50.942819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2025-12-19T20:16:50.943130] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2025-12-19T20:16:50.943884] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2025-12-19T20:16:50.943934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:50.943965] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:50.943991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:50.944046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:50.999942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:51.000748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:51.000831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:51.000863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:51.125369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:51.125519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:51.125559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:51.125607] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:51.128951] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: UP (p=80.82%)
[2025-12-19T20:16:51.129215] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2025-12-19T20:16:51.129337] [INFO ] [sig       ] AVGO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:51.266759] [INFO ] [LOCAL     ] Saved forecast: AVGO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AVGO.txt
[2025-12-19T20:16:51.266885] [INFO ] [sig       ] [306/3561] Completed AVGO in 0.3s | 2.87 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-19T20:16:51.266922] [INFO ] [sig       ] [307/3561] Forecasting AVGX...
[2025-12-19T20:16:51.266952] [INFO ] [sig       ] Generating forecast for: AVGX
[2025-12-19T20:16:51.266982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2025-12-19T20:16:51.278234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2025-12-19T20:16:51.278554] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2025-12-19T20:16:51.279339] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2025-12-19T20:16:51.279390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:51.279422] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:51.279448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:51.279503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:51.336029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:51.336754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:51.336834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:51.336866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:51.458277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:51.458444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:51.458483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:51.458511] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:51.461970] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: DOWN (p=13.72%)
[2025-12-19T20:16:51.462232] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2025-12-19T20:16:51.462352] [INFO ] [sig       ] AVGX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:51.601957] [INFO ] [LOCAL     ] Saved forecast: AVGX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AVGX.txt
[2025-12-19T20:16:51.602090] [INFO ] [sig       ] [307/3561] Completed AVGX in 0.3s | 2.87 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-19T20:16:51.602128] [INFO ] [sig       ] [308/3561] Forecasting AVK...
[2025-12-19T20:16:51.602157] [INFO ] [sig       ] Generating forecast for: AVK
[2025-12-19T20:16:51.602187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-12-19T20:16:51.613904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2025-12-19T20:16:51.614232] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-12-19T20:16:51.614984] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-12-19T20:16:51.615034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:51.615065] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:51.615092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:51.615148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:51.672628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:51.673533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:51.673628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:51.673662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:51.793901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:51.794058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:51.794097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:51.794125] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:51.797653] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-19T20:16:51.797989] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-12-19T20:16:51.798124] [INFO ] [sig       ] AVK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:51.937698] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AVK.txt
[2025-12-19T20:16:51.937828] [INFO ] [sig       ] [308/3561] Completed AVK in 0.3s | 2.87 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-19T20:16:51.937867] [INFO ] [sig       ] [309/3561] Forecasting AVNS...
[2025-12-19T20:16:51.937896] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-12-19T20:16:51.937926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-12-19T20:16:51.949362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2025-12-19T20:16:51.949701] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-12-19T20:16:51.950428] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-12-19T20:16:51.950479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:51.950509] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:51.950537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:51.950612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:52.006632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:52.007420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:52.007546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:52.007598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:52.128355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:52.128511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:52.128549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:52.128597] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:52.131894] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=79.36%)
[2025-12-19T20:16:52.132308] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-12-19T20:16:52.132427] [INFO ] [sig       ] AVNS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:52.272195] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AVNS.txt
[2025-12-19T20:16:52.272324] [INFO ] [sig       ] [309/3561] Completed AVNS in 0.3s | 2.87 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-19T20:16:52.272384] [INFO ] [sig       ] [310/3561] Forecasting AVO...
[2025-12-19T20:16:52.272416] [INFO ] [sig       ] Generating forecast for: AVO
[2025-12-19T20:16:52.272455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2025-12-19T20:16:52.284360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2025-12-19T20:16:52.284726] [INFO ] [FORECASTER] Starting predict_future for AVO
[2025-12-19T20:16:52.285457] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2025-12-19T20:16:52.285507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:52.285539] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:52.285565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:52.285649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:52.343627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:52.344285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:52.344361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:52.344392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:52.460996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:52.461147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:52.461186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:52.461214] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:52.464498] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: DOWN (p=3.20%)
[2025-12-19T20:16:52.464777] [INFO ] [FORECASTER] Completed predict_future for AVO
[2025-12-19T20:16:52.464897] [INFO ] [sig       ] AVO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:52.601654] [INFO ] [LOCAL     ] Saved forecast: AVO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AVO.txt
[2025-12-19T20:16:52.601783] [INFO ] [sig       ] [310/3561] Completed AVO in 0.3s | 2.87 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-19T20:16:52.601842] [INFO ] [sig       ] [311/3561] Forecasting AVTX...
[2025-12-19T20:16:52.601872] [INFO ] [sig       ] Generating forecast for: AVTX
[2025-12-19T20:16:52.601902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2025-12-19T20:16:52.615224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2025-12-19T20:16:52.615710] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2025-12-19T20:16:52.616852] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2025-12-19T20:16:52.616916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:52.617008] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:52.617062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:52.617156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:52.684005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:52.684903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:52.684990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:52.685023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:52.807274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:52.807433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:52.807470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:52.807498] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:52.810880] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: UP (p=80.60%)
[2025-12-19T20:16:52.811160] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2025-12-19T20:16:52.811288] [INFO ] [sig       ] AVTX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:52.953335] [INFO ] [LOCAL     ] Saved forecast: AVTX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AVTX.txt
[2025-12-19T20:16:52.953489] [INFO ] [sig       ] [311/3561] Completed AVTX in 0.4s | 2.87 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-19T20:16:52.953530] [INFO ] [sig       ] [312/3561] Forecasting AVXL...
[2025-12-19T20:16:52.953558] [INFO ] [sig       ] Generating forecast for: AVXL
[2025-12-19T20:16:52.953608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2025-12-19T20:16:52.964940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2025-12-19T20:16:52.965320] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2025-12-19T20:16:52.966096] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2025-12-19T20:16:52.966147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:52.966178] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:52.966205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:52.966261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:53.022241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:53.023076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:53.023156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:53.023188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:53.142640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:53.142798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:53.142839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:53.142870] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:53.146363] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: UP (p=79.73%)
[2025-12-19T20:16:53.146685] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2025-12-19T20:16:53.146817] [INFO ] [sig       ] AVXL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:53.288660] [INFO ] [LOCAL     ] Saved forecast: AVXL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AVXL.txt
[2025-12-19T20:16:53.288840] [INFO ] [sig       ] [312/3561] Completed AVXL in 0.3s | 2.87 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-19T20:16:53.288879] [INFO ] [sig       ] [313/3561] Forecasting AVY...
[2025-12-19T20:16:53.288909] [INFO ] [sig       ] Generating forecast for: AVY
[2025-12-19T20:16:53.288939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-12-19T20:16:53.300360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2025-12-19T20:16:53.300744] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-12-19T20:16:53.301505] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-12-19T20:16:53.301560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:53.301620] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:53.301649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:53.301707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:53.364663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:53.365558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:53.365667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:53.365703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:53.485243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:53.485434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:53.485475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:53.485505] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:53.489056] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: UP (p=54.99%)
[2025-12-19T20:16:53.489331] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-12-19T20:16:53.489460] [INFO ] [sig       ] AVY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:53.639193] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AVY.txt
[2025-12-19T20:16:53.639350] [INFO ] [sig       ] [313/3561] Completed AVY in 0.4s | 2.87 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-19T20:16:53.639389] [INFO ] [sig       ] [314/3561] Forecasting AWF...
[2025-12-19T20:16:53.639419] [INFO ] [sig       ] Generating forecast for: AWF
[2025-12-19T20:16:53.639449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-12-19T20:16:53.652004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2025-12-19T20:16:53.652398] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-12-19T20:16:53.653191] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-12-19T20:16:53.653243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:53.653274] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:53.653301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:53.653356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:53.714418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:53.715491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:53.715598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:53.715634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:53.841607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:53.841767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:53.841807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:53.841836] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:53.846085] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: UP (p=62.38%)
[2025-12-19T20:16:53.846361] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-12-19T20:16:53.846485] [INFO ] [sig       ] AWF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:53.992970] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AWF.txt
[2025-12-19T20:16:53.993305] [INFO ] [sig       ] [314/3561] Completed AWF in 0.4s | 2.87 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-19T20:16:53.993344] [INFO ] [sig       ] [315/3561] Forecasting AWI...
[2025-12-19T20:16:53.993379] [INFO ] [sig       ] Generating forecast for: AWI
[2025-12-19T20:16:53.993410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-12-19T20:16:54.005829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2025-12-19T20:16:54.006141] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-12-19T20:16:54.006953] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-12-19T20:16:54.007004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:54.007037] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:54.007065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:54.007124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:54.068117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:54.068867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:54.068948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:54.068981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:54.192019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:54.192166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:54.192205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:54.192235] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:54.195960] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: UP (p=94.98%)
[2025-12-19T20:16:54.196242] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-12-19T20:16:54.196366] [INFO ] [sig       ] AWI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:54.339023] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AWI.txt
[2025-12-19T20:16:54.339155] [INFO ] [sig       ] [315/3561] Completed AWI in 0.3s | 2.87 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-19T20:16:54.339193] [INFO ] [sig       ] [316/3561] Forecasting AWK...
[2025-12-19T20:16:54.339222] [INFO ] [sig       ] Generating forecast for: AWK
[2025-12-19T20:16:54.339252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-12-19T20:16:54.350917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2025-12-19T20:16:54.351236] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-12-19T20:16:54.351998] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-12-19T20:16:54.352054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:54.352111] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:54.352139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:54.352195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:54.410620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:54.411252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:54.411330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:54.411363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:54.530417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:54.530594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:54.530637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:54.530667] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:54.534445] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: UP (p=68.32%)
[2025-12-19T20:16:54.534757] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-12-19T20:16:54.534888] [INFO ] [sig       ] AWK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:54.674252] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AWK.txt
[2025-12-19T20:16:54.674378] [INFO ] [sig       ] [316/3561] Completed AWK in 0.3s | 2.87 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-19T20:16:54.674417] [INFO ] [sig       ] [317/3561] Forecasting AWP...
[2025-12-19T20:16:54.674446] [INFO ] [sig       ] Generating forecast for: AWP
[2025-12-19T20:16:54.674476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-12-19T20:16:54.687032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2025-12-19T20:16:54.687359] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-12-19T20:16:54.688118] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-12-19T20:16:54.688170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:54.688202] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:54.688228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:54.688284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:54.746702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:54.747483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:54.747562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:54.747614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:54.866817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:54.866972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:54.867018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:54.867053] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:54.874144] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: UP (p=72.92%)
[2025-12-19T20:16:54.874679] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-12-19T20:16:54.874804] [INFO ] [sig       ] AWP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:55.016559] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AWP.txt
[2025-12-19T20:16:55.016734] [INFO ] [sig       ] [317/3561] Completed AWP in 0.3s | 2.87 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-19T20:16:55.016774] [INFO ] [sig       ] [318/3561] Forecasting AWRE...
[2025-12-19T20:16:55.016804] [INFO ] [sig       ] Generating forecast for: AWRE
[2025-12-19T20:16:55.016834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2025-12-19T20:16:55.028044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2025-12-19T20:16:55.028449] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2025-12-19T20:16:55.029288] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2025-12-19T20:16:55.029340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:55.029372] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:55.029398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:55.029455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:55.084504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:55.085561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:55.085670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:55.085702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:55.191816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:55.191972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:55.192013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:55.192057] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:55.195359] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: DOWN (p=10.83%)
[2025-12-19T20:16:55.195658] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2025-12-19T20:16:55.195789] [INFO ] [sig       ] AWRE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:55.331775] [INFO ] [LOCAL     ] Saved forecast: AWRE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AWRE.txt
[2025-12-19T20:16:55.331935] [INFO ] [sig       ] [318/3561] Completed AWRE in 0.3s | 2.87 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-19T20:16:55.331975] [INFO ] [sig       ] [319/3561] Forecasting AXGN...
[2025-12-19T20:16:55.332005] [INFO ] [sig       ] Generating forecast for: AXGN
[2025-12-19T20:16:55.332036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2025-12-19T20:16:55.343827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2025-12-19T20:16:55.344201] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2025-12-19T20:16:55.344968] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2025-12-19T20:16:55.345018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:55.345049] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:55.345075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:55.345130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:55.400335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:55.401129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:55.401210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:55.401242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:55.523393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:55.523548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:55.523603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:55.523676] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:55.526994] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: DOWN (p=3.13%)
[2025-12-19T20:16:55.527261] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2025-12-19T20:16:55.527381] [INFO ] [sig       ] AXGN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:55.667441] [INFO ] [LOCAL     ] Saved forecast: AXGN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AXGN.txt
[2025-12-19T20:16:55.667601] [INFO ] [sig       ] [319/3561] Completed AXGN in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-19T20:16:55.667641] [INFO ] [sig       ] [320/3561] Forecasting AXL...
[2025-12-19T20:16:55.667672] [INFO ] [sig       ] Generating forecast for: AXL
[2025-12-19T20:16:55.667701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-12-19T20:16:55.680122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXL'.
[2025-12-19T20:16:55.680507] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-12-19T20:16:55.681547] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-12-19T20:16:55.681623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:55.681658] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:55.681688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:55.681745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:55.740014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:55.741222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:55.741330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:55.741387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:55.873683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:55.873839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:55.873878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:55.873907] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:55.877653] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=33.43%)
[2025-12-19T20:16:55.877926] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-12-19T20:16:55.878052] [INFO ] [sig       ] AXL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:56.021513] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AXL.txt
[2025-12-19T20:16:56.021675] [INFO ] [sig       ] [320/3561] Completed AXL in 0.4s | 2.87 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-19T20:16:56.021718] [INFO ] [sig       ] [321/3561] Forecasting AXON...
[2025-12-19T20:16:56.021749] [INFO ] [sig       ] Generating forecast for: AXON
[2025-12-19T20:16:56.021779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'.
[2025-12-19T20:16:56.033968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXON'.
[2025-12-19T20:16:56.034364] [INFO ] [FORECASTER] Starting predict_future for AXON
[2025-12-19T20:16:56.035161] [DEBUG] [LOCAL     ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt
[2025-12-19T20:16:56.035213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:56.035244] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:56.035271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:56.035328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:56.093467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:56.094336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:56.094422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:56.094454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:56.215069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:56.215424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:56.215462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:56.215492] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:56.219248] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-12-19T20:16:56.219540] [INFO ] [FORECASTER] Completed predict_future for AXON
[2025-12-19T20:16:56.219692] [INFO ] [sig       ] AXON: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:56.358449] [INFO ] [LOCAL     ] Saved forecast: AXON	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AXON.txt
[2025-12-19T20:16:56.358590] [INFO ] [sig       ] [321/3561] Completed AXON in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-19T20:16:56.358632] [INFO ] [sig       ] [322/3561] Forecasting AXP...
[2025-12-19T20:16:56.358677] [INFO ] [sig       ] Generating forecast for: AXP
[2025-12-19T20:16:56.358708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-12-19T20:16:56.370176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2025-12-19T20:16:56.370503] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-12-19T20:16:56.371264] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-12-19T20:16:56.371315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:56.371346] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:56.371373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:56.371439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:56.427088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:56.427689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:56.427765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:56.427795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:56.549408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:56.549540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:56.549595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:56.549626] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:56.553052] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: UP (p=51.44%)
[2025-12-19T20:16:56.553310] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-12-19T20:16:56.553430] [INFO ] [sig       ] AXP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:56.692991] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AXP.txt
[2025-12-19T20:16:56.693300] [INFO ] [sig       ] [322/3561] Completed AXP in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-19T20:16:56.693339] [INFO ] [sig       ] [323/3561] Forecasting AXS...
[2025-12-19T20:16:56.693367] [INFO ] [sig       ] Generating forecast for: AXS
[2025-12-19T20:16:56.693396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-12-19T20:16:56.705334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2025-12-19T20:16:56.705669] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-12-19T20:16:56.706416] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-12-19T20:16:56.706466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:56.706498] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:56.706524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:56.706604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:56.763613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:56.764243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:56.764321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:56.764354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:56.897372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:56.897597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:56.897639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:56.897667] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:56.901082] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: UP (p=95.42%)
[2025-12-19T20:16:56.901351] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-12-19T20:16:56.901481] [INFO ] [sig       ] AXS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:57.040093] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AXS.txt
[2025-12-19T20:16:57.040199] [INFO ] [sig       ] [323/3561] Completed AXS in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-19T20:16:57.040237] [INFO ] [sig       ] [324/3561] Forecasting AXSM...
[2025-12-19T20:16:57.040267] [INFO ] [sig       ] Generating forecast for: AXSM
[2025-12-19T20:16:57.040306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2025-12-19T20:16:57.051979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2025-12-19T20:16:57.052297] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2025-12-19T20:16:57.053085] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2025-12-19T20:16:57.053147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:57.053178] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:57.053205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:57.053261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:57.108609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:57.109222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:57.109298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:57.109330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:57.232347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:57.232499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:57.232538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:57.232566] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:57.235878] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2025-12-19T20:16:57.236143] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2025-12-19T20:16:57.236265] [INFO ] [sig       ] AXSM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:57.378922] [INFO ] [LOCAL     ] Saved forecast: AXSM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AXSM.txt
[2025-12-19T20:16:57.379066] [INFO ] [sig       ] [324/3561] Completed AXSM in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-19T20:16:57.379105] [INFO ] [sig       ] [325/3561] Forecasting AXTA...
[2025-12-19T20:16:57.379133] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-12-19T20:16:57.379164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-12-19T20:16:57.390727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2025-12-19T20:16:57.391042] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-12-19T20:16:57.392013] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-12-19T20:16:57.392064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:57.392095] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:57.392121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:57.392177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:57.447997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:57.448818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:57.448900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:57.448932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:57.572491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:57.572655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:57.572695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:57.572723] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:57.576172] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=29.74%)
[2025-12-19T20:16:57.576433] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-12-19T20:16:57.576553] [INFO ] [sig       ] AXTA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:57.713317] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AXTA.txt
[2025-12-19T20:16:57.713421] [INFO ] [sig       ] [325/3561] Completed AXTA in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-19T20:16:57.713459] [INFO ] [sig       ] [326/3561] Forecasting AXTI...
[2025-12-19T20:16:57.713488] [INFO ] [sig       ] Generating forecast for: AXTI
[2025-12-19T20:16:57.713517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2025-12-19T20:16:57.725513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2025-12-19T20:16:57.725852] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2025-12-19T20:16:57.726789] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2025-12-19T20:16:57.726839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:57.726871] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:57.726898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:57.726954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:57.783268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:57.783860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:57.783961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:57.783994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:57.909338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:57.909497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:57.909537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:57.909565] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:57.913653] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: UP (p=92.69%)
[2025-12-19T20:16:57.913930] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2025-12-19T20:16:57.914062] [INFO ] [sig       ] AXTI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:58.054108] [INFO ] [LOCAL     ] Saved forecast: AXTI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AXTI.txt
[2025-12-19T20:16:58.054255] [INFO ] [sig       ] [326/3561] Completed AXTI in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-19T20:16:58.054295] [INFO ] [sig       ] [327/3561] Forecasting AYI...
[2025-12-19T20:16:58.054325] [INFO ] [sig       ] Generating forecast for: AYI
[2025-12-19T20:16:58.054356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-12-19T20:16:58.065395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2025-12-19T20:16:58.065808] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-12-19T20:16:58.066661] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-12-19T20:16:58.066715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:58.066748] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:58.066776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:58.066833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:58.124979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:58.125832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:58.125917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:58.125951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:58.250298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:58.250454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:58.250492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:58.250521] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:58.253841] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: UP (p=89.38%)
[2025-12-19T20:16:58.254113] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-12-19T20:16:58.254233] [INFO ] [sig       ] AYI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:58.394049] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AYI.txt
[2025-12-19T20:16:58.394183] [INFO ] [sig       ] [327/3561] Completed AYI in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-19T20:16:58.394227] [INFO ] [sig       ] [328/3561] Forecasting AZ...
[2025-12-19T20:16:58.394258] [INFO ] [sig       ] Generating forecast for: AZ
[2025-12-19T20:16:58.394287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2025-12-19T20:16:58.406217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2025-12-19T20:16:58.406541] [INFO ] [FORECASTER] Starting predict_future for AZ
[2025-12-19T20:16:58.407311] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2025-12-19T20:16:58.407361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:58.407393] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:58.407419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:58.407475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:58.462278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:58.462870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:58.462955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:58.462988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:58.582981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:58.583109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:58.583339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:58.583367] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:58.586601] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: UP (p=99.96%)
[2025-12-19T20:16:58.586863] [INFO ] [FORECASTER] Completed predict_future for AZ
[2025-12-19T20:16:58.586985] [INFO ] [sig       ] AZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:58.724944] [INFO ] [LOCAL     ] Saved forecast: AZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AZ.txt
[2025-12-19T20:16:58.725047] [INFO ] [sig       ] [328/3561] Completed AZ in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-19T20:16:58.725084] [INFO ] [sig       ] [329/3561] Forecasting AZN...
[2025-12-19T20:16:58.725113] [INFO ] [sig       ] Generating forecast for: AZN
[2025-12-19T20:16:58.725141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2025-12-19T20:16:58.737303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2025-12-19T20:16:58.737641] [INFO ] [FORECASTER] Starting predict_future for AZN
[2025-12-19T20:16:58.738432] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2025-12-19T20:16:58.738482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:58.738515] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:58.738541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:58.738614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:58.794928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:58.795489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:58.795564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:58.795614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:58.915360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:58.915492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:58.915528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:58.915557] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:58.919002] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: UP (p=65.04%)
[2025-12-19T20:16:58.919276] [INFO ] [FORECASTER] Completed predict_future for AZN
[2025-12-19T20:16:58.919397] [INFO ] [sig       ] AZN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:59.056241] [INFO ] [LOCAL     ] Saved forecast: AZN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AZN.txt
[2025-12-19T20:16:59.056388] [INFO ] [sig       ] [329/3561] Completed AZN in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-19T20:16:59.056427] [INFO ] [sig       ] [330/3561] Forecasting AZO...
[2025-12-19T20:16:59.056456] [INFO ] [sig       ] Generating forecast for: AZO
[2025-12-19T20:16:59.056486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-12-19T20:16:59.067064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2025-12-19T20:16:59.067382] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-12-19T20:16:59.068181] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-12-19T20:16:59.068233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:59.068264] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:59.068291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:59.068345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:59.123220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:59.123824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:59.123898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:59.123930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:59.239642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:59.239759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:59.239795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:59.239822] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:59.243157] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: UP (p=64.00%)
[2025-12-19T20:16:59.243413] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-12-19T20:16:59.243530] [INFO ] [sig       ] AZO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:16:59.380177] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/AZO.txt
[2025-12-19T20:16:59.380281] [INFO ] [sig       ] [330/3561] Completed AZO in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-19T20:16:59.380318] [INFO ] [sig       ] [331/3561] Forecasting AZTA...
[2025-12-19T20:16:59.380347] [INFO ] [sig       ] Generating forecast for: AZTA
[2025-12-19T20:16:59.380377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'.
[2025-12-19T20:16:59.392121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZTA'.
[2025-12-19T20:16:59.392437] [INFO ] [FORECASTER] Starting predict_future for AZTA
[2025-12-19T20:16:59.393202] [DEBUG] [LOCAL     ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt
[2025-12-19T20:16:59.393253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:59.393284] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:59.393311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:59.393366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:59.449910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:59.450490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:59.450568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:59.450617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:59.573487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:59.573615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:59.573667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:59.573696] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:59.576922] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: DOWN (p=7.64%)
[2025-12-19T20:16:59.577183] [INFO ] [FORECASTER] Completed predict_future for AZTA
[2025-12-19T20:16:59.577303] [INFO ] [sig       ] AZTA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:16:59.723975] [INFO ] [LOCAL     ] Saved forecast: AZTA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AZTA.txt
[2025-12-19T20:16:59.724158] [INFO ] [sig       ] [331/3561] Completed AZTA in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-19T20:16:59.724208] [INFO ] [sig       ] [332/3561] Forecasting AZZ...
[2025-12-19T20:16:59.724241] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-12-19T20:16:59.724274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-12-19T20:16:59.738789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2025-12-19T20:16:59.739193] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-12-19T20:16:59.740387] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-12-19T20:16:59.740439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:16:59.740471] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:16:59.740497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:16:59.740553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:16:59.799459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:16:59.800078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:16:59.800157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:16:59.800189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:16:59.920624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:16:59.920754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:16:59.920792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:16:59.920821] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:16:59.924058] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: DOWN (p=12.30%)
[2025-12-19T20:16:59.924325] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-12-19T20:16:59.924444] [INFO ] [sig       ] AZZ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:00.060929] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/AZZ.txt
[2025-12-19T20:17:00.061035] [INFO ] [sig       ] [332/3561] Completed AZZ in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-19T20:17:00.061076] [INFO ] [sig       ] [333/3561] Forecasting BA...
[2025-12-19T20:17:00.061111] [INFO ] [sig       ] Generating forecast for: BA
[2025-12-19T20:17:00.061145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-12-19T20:17:00.072335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2025-12-19T20:17:00.072665] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-12-19T20:17:00.073402] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-12-19T20:17:00.073454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:00.073511] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:00.073540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:00.073613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:00.129105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:00.129920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:00.129997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:00.130029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:00.258165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:00.258333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:00.258378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:00.258407] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:00.262403] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: DOWN (p=17.97%)
[2025-12-19T20:17:00.262725] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-12-19T20:17:00.262854] [INFO ] [sig       ] BA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:00.404053] [INFO ] [LOCAL     ] Saved forecast: BA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BA.txt
[2025-12-19T20:17:00.404176] [INFO ] [sig       ] [333/3561] Completed BA in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-19T20:17:00.404216] [INFO ] [sig       ] [334/3561] Forecasting BABA...
[2025-12-19T20:17:00.404245] [INFO ] [sig       ] Generating forecast for: BABA
[2025-12-19T20:17:00.404477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-12-19T20:17:00.416364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2025-12-19T20:17:00.416757] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-12-19T20:17:00.417559] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-12-19T20:17:00.417639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:00.417674] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:00.417702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:00.417759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:00.475729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:00.476415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:00.476503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:00.476538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:00.598536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:00.598693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:00.598734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:00.598764] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:00.602005] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: UP (p=57.27%)
[2025-12-19T20:17:00.602271] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-12-19T20:17:00.602388] [INFO ] [sig       ] BABA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:00.738620] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BABA.txt
[2025-12-19T20:17:00.738742] [INFO ] [sig       ] [334/3561] Completed BABA in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-19T20:17:00.738779] [INFO ] [sig       ] [335/3561] Forecasting BABX...
[2025-12-19T20:17:00.738808] [INFO ] [sig       ] Generating forecast for: BABX
[2025-12-19T20:17:00.738838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2025-12-19T20:17:00.751390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2025-12-19T20:17:00.751761] [INFO ] [FORECASTER] Starting predict_future for BABX
[2025-12-19T20:17:00.752504] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2025-12-19T20:17:00.752555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:00.752617] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:00.752647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:00.752702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:00.808234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:00.808865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:00.808943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:00.808974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:00.932452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:00.932616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:00.932671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:00.932710] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:00.937445] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: UP (p=81.84%)
[2025-12-19T20:17:00.937854] [INFO ] [FORECASTER] Completed predict_future for BABX
[2025-12-19T20:17:00.938026] [INFO ] [sig       ] BABX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:01.092818] [INFO ] [LOCAL     ] Saved forecast: BABX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BABX.txt
[2025-12-19T20:17:01.092967] [INFO ] [sig       ] [335/3561] Completed BABX in 0.4s | 2.87 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-19T20:17:01.093006] [INFO ] [sig       ] [336/3561] Forecasting BAC...
[2025-12-19T20:17:01.093036] [INFO ] [sig       ] Generating forecast for: BAC
[2025-12-19T20:17:01.093066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-12-19T20:17:01.104377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2025-12-19T20:17:01.104775] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-12-19T20:17:01.105628] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-12-19T20:17:01.105685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:01.105718] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:01.105745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:01.105801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:01.164763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:01.165652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:01.165743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:01.165776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:01.291807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:01.291921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:01.291959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:01.292044] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:01.296207] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: UP (p=99.19%)
[2025-12-19T20:17:01.296711] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-12-19T20:17:01.296848] [INFO ] [sig       ] BAC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:01.444870] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BAC.txt
[2025-12-19T20:17:01.445017] [INFO ] [sig       ] [336/3561] Completed BAC in 0.4s | 2.87 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-19T20:17:01.445057] [INFO ] [sig       ] [337/3561] Forecasting BAH...
[2025-12-19T20:17:01.445088] [INFO ] [sig       ] Generating forecast for: BAH
[2025-12-19T20:17:01.445119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-12-19T20:17:01.456991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2025-12-19T20:17:01.457546] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-12-19T20:17:01.458535] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-12-19T20:17:01.458613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:01.458677] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:01.458706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:01.458764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:01.519446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:01.520270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:01.520525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:01.520559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:01.650013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:01.650132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:01.650171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:01.650201] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:01.654202] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: UP (p=76.66%)
[2025-12-19T20:17:01.654491] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-12-19T20:17:01.654639] [INFO ] [sig       ] BAH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:01.797635] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BAH.txt
[2025-12-19T20:17:01.797770] [INFO ] [sig       ] [337/3561] Completed BAH in 0.4s | 2.87 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-19T20:17:01.797810] [INFO ] [sig       ] [338/3561] Forecasting BAK...
[2025-12-19T20:17:01.797840] [INFO ] [sig       ] Generating forecast for: BAK
[2025-12-19T20:17:01.797869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-12-19T20:17:01.809006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAK'.
[2025-12-19T20:17:01.809367] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-12-19T20:17:01.810175] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-12-19T20:17:01.810227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:01.810260] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:01.810286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:01.810344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:01.870299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:01.871190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:01.871450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:01.871484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:01.998425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:01.998563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:01.998649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:01.998684] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:02.002122] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: DOWN (p=19.45%)
[2025-12-19T20:17:02.002395] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-12-19T20:17:02.002515] [INFO ] [sig       ] BAK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:02.154018] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BAK.txt
[2025-12-19T20:17:02.154159] [INFO ] [sig       ] [338/3561] Completed BAK in 0.4s | 2.87 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-19T20:17:02.154198] [INFO ] [sig       ] [339/3561] Forecasting BALL...
[2025-12-19T20:17:02.154429] [INFO ] [sig       ] Generating forecast for: BALL
[2025-12-19T20:17:02.154460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-12-19T20:17:02.166138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2025-12-19T20:17:02.166492] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-12-19T20:17:02.167299] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-12-19T20:17:02.167538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:02.167588] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:02.167630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:02.167690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:02.231775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:02.232450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:02.232531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:02.232565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:02.353670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:02.353819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:02.353857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:02.353886] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:02.357157] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: DOWN (p=17.10%)
[2025-12-19T20:17:02.357423] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-12-19T20:17:02.357542] [INFO ] [sig       ] BALL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:02.497708] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BALL.txt
[2025-12-19T20:17:02.497839] [INFO ] [sig       ] [339/3561] Completed BALL in 0.3s | 2.87 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-19T20:17:02.497877] [INFO ] [sig       ] [340/3561] Forecasting BAM...
[2025-12-19T20:17:02.497907] [INFO ] [sig       ] Generating forecast for: BAM
[2025-12-19T20:17:02.497936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-12-19T20:17:02.509858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-12-19T20:17:02.510236] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-12-19T20:17:02.511125] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-12-19T20:17:02.511178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:02.511212] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:02.511241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:02.511322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:02.577222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:02.578012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:02.578095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:02.578141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:02.710184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:02.710336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:02.710374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:02.710403] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:02.713699] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=80.24%)
[2025-12-19T20:17:02.713965] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-12-19T20:17:02.714084] [INFO ] [sig       ] BAM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:02.852801] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BAM.txt
[2025-12-19T20:17:02.852928] [INFO ] [sig       ] [340/3561] Completed BAM in 0.4s | 2.87 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-19T20:17:02.852967] [INFO ] [sig       ] [341/3561] Forecasting BANC...
[2025-12-19T20:17:02.852996] [INFO ] [sig       ] Generating forecast for: BANC
[2025-12-19T20:17:02.853026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-12-19T20:17:02.864961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2025-12-19T20:17:02.865525] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-12-19T20:17:02.866321] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-12-19T20:17:02.866373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:02.866405] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:02.866432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:02.866699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:02.924331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:02.925384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:02.925465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:02.925497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:03.047850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:03.048011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:03.048048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:03.048077] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:03.051455] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: UP (p=60.42%)
[2025-12-19T20:17:03.051773] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-12-19T20:17:03.051906] [INFO ] [sig       ] BANC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:03.192504] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BANC.txt
[2025-12-19T20:17:03.192676] [INFO ] [sig       ] [341/3561] Completed BANC in 0.3s | 2.87 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-19T20:17:03.192718] [INFO ] [sig       ] [342/3561] Forecasting BAND...
[2025-12-19T20:17:03.192761] [INFO ] [sig       ] Generating forecast for: BAND
[2025-12-19T20:17:03.192801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2025-12-19T20:17:03.205034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2025-12-19T20:17:03.205388] [INFO ] [FORECASTER] Starting predict_future for BAND
[2025-12-19T20:17:03.206159] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2025-12-19T20:17:03.206210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:03.206241] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:03.206267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:03.206322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:03.263595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:03.264449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:03.264532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:03.264564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:03.391318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:03.391474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:03.391514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:03.391558] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:03.395288] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-12-19T20:17:03.395563] [INFO ] [FORECASTER] Completed predict_future for BAND
[2025-12-19T20:17:03.395707] [INFO ] [sig       ] BAND: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:03.535598] [INFO ] [LOCAL     ] Saved forecast: BAND	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BAND.txt
[2025-12-19T20:17:03.535748] [INFO ] [sig       ] [342/3561] Completed BAND in 0.3s | 2.87 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-19T20:17:03.535789] [INFO ] [sig       ] [343/3561] Forecasting BANF...
[2025-12-19T20:17:03.535818] [INFO ] [sig       ] Generating forecast for: BANF
[2025-12-19T20:17:03.535847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2025-12-19T20:17:03.547063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2025-12-19T20:17:03.547409] [INFO ] [FORECASTER] Starting predict_future for BANF
[2025-12-19T20:17:03.548219] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2025-12-19T20:17:03.548270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:03.548302] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:03.548329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:03.548384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:03.605980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:03.606639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:03.606743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:03.606776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:03.729174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:03.729334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:03.729372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:03.729402] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:03.732928] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: UP (p=54.17%)
[2025-12-19T20:17:03.733221] [INFO ] [FORECASTER] Completed predict_future for BANF
[2025-12-19T20:17:03.733348] [INFO ] [sig       ] BANF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:03.874433] [INFO ] [LOCAL     ] Saved forecast: BANF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BANF.txt
[2025-12-19T20:17:03.874566] [INFO ] [sig       ] [343/3561] Completed BANF in 0.3s | 2.87 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-19T20:17:03.874623] [INFO ] [sig       ] [344/3561] Forecasting BANX...
[2025-12-19T20:17:03.874654] [INFO ] [sig       ] Generating forecast for: BANX
[2025-12-19T20:17:03.874684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2025-12-19T20:17:03.885301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2025-12-19T20:17:03.885664] [INFO ] [FORECASTER] Starting predict_future for BANX
[2025-12-19T20:17:03.886645] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2025-12-19T20:17:03.886696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:03.886726] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:03.886752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:03.886808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:03.944159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:03.944864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:03.944944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:03.944990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:04.073681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:04.073834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:04.073875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:04.073912] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:04.077717] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: UP (p=74.54%)
[2025-12-19T20:17:04.078015] [INFO ] [FORECASTER] Completed predict_future for BANX
[2025-12-19T20:17:04.078165] [INFO ] [sig       ] BANX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:04.240873] [INFO ] [LOCAL     ] Saved forecast: BANX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BANX.txt
[2025-12-19T20:17:04.241023] [INFO ] [sig       ] [344/3561] Completed BANX in 0.4s | 2.87 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-19T20:17:04.241063] [INFO ] [sig       ] [345/3561] Forecasting BAP...
[2025-12-19T20:17:04.241093] [INFO ] [sig       ] Generating forecast for: BAP
[2025-12-19T20:17:04.241124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-12-19T20:17:04.251920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2025-12-19T20:17:04.252271] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-12-19T20:17:04.253040] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-12-19T20:17:04.253091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:04.253122] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:04.253149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:04.253205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:04.309653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:04.310328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:04.310408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:04.310440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:04.429268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:04.429638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:04.429682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:04.429711] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:04.433066] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=80.58%)
[2025-12-19T20:17:04.433342] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-12-19T20:17:04.433470] [INFO ] [sig       ] BAP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:04.584326] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BAP.txt
[2025-12-19T20:17:04.584520] [INFO ] [sig       ] [345/3561] Completed BAP in 0.3s | 2.87 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-19T20:17:04.584601] [INFO ] [sig       ] [346/3561] Forecasting BATRA...
[2025-12-19T20:17:04.584652] [INFO ] [sig       ] Generating forecast for: BATRA
[2025-12-19T20:17:04.584697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-12-19T20:17:04.597716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2025-12-19T20:17:04.598123] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2025-12-19T20:17:04.599057] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2025-12-19T20:17:04.599111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:04.599143] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:04.599174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:04.599246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:04.660961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:04.661879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:04.661966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:04.662000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:04.787949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:04.788104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:04.788144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:04.788174] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:04.791761] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: DOWN (p=48.70%)
[2025-12-19T20:17:04.792045] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2025-12-19T20:17:04.792174] [INFO ] [sig       ] BATRA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:04.943232] [INFO ] [LOCAL     ] Saved forecast: BATRA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BATRA.txt
[2025-12-19T20:17:04.943657] [INFO ] [sig       ] [346/3561] Completed BATRA in 0.4s | 2.87 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-19T20:17:04.943707] [INFO ] [sig       ] [347/3561] Forecasting BATRK...
[2025-12-19T20:17:04.943738] [INFO ] [sig       ] Generating forecast for: BATRK
[2025-12-19T20:17:04.943769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2025-12-19T20:17:04.956230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2025-12-19T20:17:04.956619] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2025-12-19T20:17:04.957436] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2025-12-19T20:17:04.957489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:04.957523] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:04.957551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:04.957644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:05.015467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:05.016157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:05.016235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:05.016268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:05.136722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:05.136878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:05.136918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:05.136948] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:05.140420] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: DOWN (p=24.22%)
[2025-12-19T20:17:05.140718] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2025-12-19T20:17:05.140841] [INFO ] [sig       ] BATRK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:05.280699] [INFO ] [LOCAL     ] Saved forecast: BATRK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BATRK.txt
[2025-12-19T20:17:05.280830] [INFO ] [sig       ] [347/3561] Completed BATRK in 0.3s | 2.87 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-19T20:17:05.280870] [INFO ] [sig       ] [348/3561] Forecasting BAX...
[2025-12-19T20:17:05.280899] [INFO ] [sig       ] Generating forecast for: BAX
[2025-12-19T20:17:05.280929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-12-19T20:17:05.292136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2025-12-19T20:17:05.292507] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-12-19T20:17:05.293308] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-12-19T20:17:05.293360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:05.293393] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:05.293421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:05.293479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:05.351715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:05.352436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:05.352515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:05.352549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:05.469118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:05.469272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:05.469309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:05.469337] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:05.472669] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: DOWN (p=37.66%)
[2025-12-19T20:17:05.472941] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-12-19T20:17:05.473060] [INFO ] [sig       ] BAX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:05.610280] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BAX.txt
[2025-12-19T20:17:05.610416] [INFO ] [sig       ] [348/3561] Completed BAX in 0.3s | 2.87 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-19T20:17:05.610456] [INFO ] [sig       ] [349/3561] Forecasting BB...
[2025-12-19T20:17:05.610485] [INFO ] [sig       ] Generating forecast for: BB
[2025-12-19T20:17:05.610514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-12-19T20:17:05.622087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2025-12-19T20:17:05.622639] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-12-19T20:17:05.623598] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-12-19T20:17:05.623648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:05.623681] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:05.623708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:05.623763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:05.681839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:05.682522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:05.682617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:05.682652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:05.805770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:05.805912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:05.805950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:05.805978] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:05.809723] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: DOWN (p=45.56%)
[2025-12-19T20:17:05.809992] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-12-19T20:17:05.810117] [INFO ] [sig       ] BB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:05.952977] [INFO ] [LOCAL     ] Saved forecast: BB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BB.txt
[2025-12-19T20:17:05.953109] [INFO ] [sig       ] [349/3561] Completed BB in 0.3s | 2.87 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-19T20:17:05.953148] [INFO ] [sig       ] [350/3561] Forecasting BBAI...
[2025-12-19T20:17:05.953179] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-12-19T20:17:05.953209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-12-19T20:17:05.964167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2025-12-19T20:17:05.964518] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-12-19T20:17:05.965293] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-12-19T20:17:05.965344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:05.965402] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:05.965429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:05.965666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:06.034483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:06.035344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:06.035432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:06.035466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:06.163117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:06.163274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:06.163316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:06.163344] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:06.167043] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: UP (p=72.94%)
[2025-12-19T20:17:06.167352] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-12-19T20:17:06.167692] [INFO ] [sig       ] BBAI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:06.314203] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BBAI.txt
[2025-12-19T20:17:06.314365] [INFO ] [sig       ] [350/3561] Completed BBAI in 0.4s | 2.87 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-19T20:17:06.314616] [INFO ] [sig       ] [351/3561] Forecasting BBCP...
[2025-12-19T20:17:06.314652] [INFO ] [sig       ] Generating forecast for: BBCP
[2025-12-19T20:17:06.314683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2025-12-19T20:17:06.326499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2025-12-19T20:17:06.326877] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2025-12-19T20:17:06.327709] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2025-12-19T20:17:06.327763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:06.327797] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:06.327824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:06.327882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:06.390991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:06.391885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:06.391993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:06.392030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:06.520187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:06.520344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:06.520384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:06.520419] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:06.524094] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: UP (p=85.86%)
[2025-12-19T20:17:06.524394] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2025-12-19T20:17:06.524547] [INFO ] [sig       ] BBCP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:06.676949] [INFO ] [LOCAL     ] Saved forecast: BBCP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BBCP.txt
[2025-12-19T20:17:06.677120] [INFO ] [sig       ] [351/3561] Completed BBCP in 0.4s | 2.87 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-19T20:17:06.677169] [INFO ] [sig       ] [352/3561] Forecasting BBD...
[2025-12-19T20:17:06.677208] [INFO ] [sig       ] Generating forecast for: BBD
[2025-12-19T20:17:06.677245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-12-19T20:17:06.688457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2025-12-19T20:17:06.688877] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-12-19T20:17:06.689672] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-12-19T20:17:06.689724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:06.689756] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:06.689783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:06.689839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:06.745743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:06.746418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:06.746498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:06.746531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:06.869041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:06.869195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:06.869233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:06.869262] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:06.872548] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: UP (p=55.35%)
[2025-12-19T20:17:06.872830] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-12-19T20:17:06.872951] [INFO ] [sig       ] BBD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:07.009147] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BBD.txt
[2025-12-19T20:17:07.009294] [INFO ] [sig       ] [352/3561] Completed BBD in 0.3s | 2.87 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-19T20:17:07.009335] [INFO ] [sig       ] [353/3561] Forecasting BBDO...
[2025-12-19T20:17:07.009366] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-12-19T20:17:07.009397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-12-19T20:17:07.020747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2025-12-19T20:17:07.021098] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-12-19T20:17:07.021882] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-12-19T20:17:07.021933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:07.021964] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:07.021991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:07.022046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:07.079778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:07.080514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:07.080615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:07.080652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:07.202730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:07.202880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:07.202918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:07.202977] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:07.206747] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: UP (p=90.29%)
[2025-12-19T20:17:07.207025] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-12-19T20:17:07.207146] [INFO ] [sig       ] BBDO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:07.352381] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BBDO.txt
[2025-12-19T20:17:07.352514] [INFO ] [sig       ] [353/3561] Completed BBDO in 0.3s | 2.87 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-19T20:17:07.352552] [INFO ] [sig       ] [354/3561] Forecasting BBH...
[2025-12-19T20:17:07.352600] [INFO ] [sig       ] Generating forecast for: BBH
[2025-12-19T20:17:07.352633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2025-12-19T20:17:07.363217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2025-12-19T20:17:07.363768] [INFO ] [FORECASTER] Starting predict_future for BBH
[2025-12-19T20:17:07.364523] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2025-12-19T20:17:07.364592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:07.364626] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:07.364653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:07.364708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:07.423780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:07.424461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:07.424539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:07.424587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:07.540855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:07.541035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:07.541093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:07.541143] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:07.545638] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: UP (p=53.30%)
[2025-12-19T20:17:07.546001] [INFO ] [FORECASTER] Completed predict_future for BBH
[2025-12-19T20:17:07.546183] [INFO ] [sig       ] BBH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:07.712884] [INFO ] [LOCAL     ] Saved forecast: BBH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BBH.txt
[2025-12-19T20:17:07.713041] [INFO ] [sig       ] [354/3561] Completed BBH in 0.4s | 2.87 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-19T20:17:07.713081] [INFO ] [sig       ] [355/3561] Forecasting BBIO...
[2025-12-19T20:17:07.713111] [INFO ] [sig       ] Generating forecast for: BBIO
[2025-12-19T20:17:07.713141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2025-12-19T20:17:07.724784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2025-12-19T20:17:07.725174] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2025-12-19T20:17:07.725956] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2025-12-19T20:17:07.726007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:07.726039] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:07.726065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:07.726122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:07.789682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:07.790628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:07.790717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:07.790762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:07.929352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:07.929536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:07.929597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:07.929629] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:07.933355] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: DOWN (p=39.09%)
[2025-12-19T20:17:07.933673] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2025-12-19T20:17:07.933820] [INFO ] [sig       ] BBIO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:08.106941] [INFO ] [LOCAL     ] Saved forecast: BBIO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BBIO.txt
[2025-12-19T20:17:08.107107] [INFO ] [sig       ] [355/3561] Completed BBIO in 0.4s | 2.87 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-19T20:17:08.107149] [INFO ] [sig       ] [356/3561] Forecasting BBLG...
[2025-12-19T20:17:08.107178] [INFO ] [sig       ] Generating forecast for: BBLG
[2025-12-19T20:17:08.107209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2025-12-19T20:17:08.118974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2025-12-19T20:17:08.119287] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2025-12-19T20:17:08.120093] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2025-12-19T20:17:08.120144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:08.120176] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:08.120203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:08.120260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:08.176932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:08.177533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:08.177629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:08.177662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:08.292421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:08.292556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:08.292610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:08.292639] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:08.295865] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2025-12-19T20:17:08.296126] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2025-12-19T20:17:08.296246] [INFO ] [sig       ] BBLG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:08.434170] [INFO ] [LOCAL     ] Saved forecast: BBLG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BBLG.txt
[2025-12-19T20:17:08.434299] [INFO ] [sig       ] [356/3561] Completed BBLG in 0.3s | 2.87 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-19T20:17:08.434336] [INFO ] [sig       ] [357/3561] Forecasting BBN...
[2025-12-19T20:17:08.434366] [INFO ] [sig       ] Generating forecast for: BBN
[2025-12-19T20:17:08.434396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-12-19T20:17:08.445372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2025-12-19T20:17:08.445728] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-12-19T20:17:08.446684] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-12-19T20:17:08.446734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:08.446766] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:08.446792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:08.446847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:08.503336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:08.504070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:08.504148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:08.504180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:08.622097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:08.622248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:08.622287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:08.622315] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:08.625613] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: DOWN (p=17.85%)
[2025-12-19T20:17:08.625878] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-12-19T20:17:08.626000] [INFO ] [sig       ] BBN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:08.762451] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BBN.txt
[2025-12-19T20:17:08.762600] [INFO ] [sig       ] [357/3561] Completed BBN in 0.3s | 2.87 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-19T20:17:08.762643] [INFO ] [sig       ] [358/3561] Forecasting BBSI...
[2025-12-19T20:17:08.762676] [INFO ] [sig       ] Generating forecast for: BBSI
[2025-12-19T20:17:08.762707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2025-12-19T20:17:08.774783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2025-12-19T20:17:08.775121] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2025-12-19T20:17:08.775932] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2025-12-19T20:17:08.775985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:08.776016] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:08.776043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:08.776100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:08.835360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:08.836199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:08.836284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:08.836316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:08.961158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:08.961316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:08.961355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:08.961382] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:08.964675] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: UP (p=54.39%)
[2025-12-19T20:17:08.964943] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2025-12-19T20:17:08.965061] [INFO ] [sig       ] BBSI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:09.102756] [INFO ] [LOCAL     ] Saved forecast: BBSI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BBSI.txt
[2025-12-19T20:17:09.102888] [INFO ] [sig       ] [358/3561] Completed BBSI in 0.3s | 2.87 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-19T20:17:09.102926] [INFO ] [sig       ] [359/3561] Forecasting BBUC...
[2025-12-19T20:17:09.102957] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-12-19T20:17:09.102986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-12-19T20:17:09.114217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2025-12-19T20:17:09.114550] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-12-19T20:17:09.115309] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-12-19T20:17:09.115360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:09.115402] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:09.115430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:09.115487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:09.172552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:09.173229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:09.173307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:09.173342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:09.293256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:09.293407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:09.293445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:09.293472] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:09.296785] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: DOWN (p=45.01%)
[2025-12-19T20:17:09.297048] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-12-19T20:17:09.297168] [INFO ] [sig       ] BBUC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:09.435652] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BBUC.txt
[2025-12-19T20:17:09.435777] [INFO ] [sig       ] [359/3561] Completed BBUC in 0.3s | 2.87 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-19T20:17:09.435815] [INFO ] [sig       ] [360/3561] Forecasting BBVA...
[2025-12-19T20:17:09.435845] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-12-19T20:17:09.435875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-12-19T20:17:09.447768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2025-12-19T20:17:09.448112] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-12-19T20:17:09.448907] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-12-19T20:17:09.448957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:09.448988] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:09.449014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:09.449069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:09.507463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:09.508194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:09.508304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:09.508339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:09.631517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:09.631689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:09.631730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:09.631759] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:09.635152] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: DOWN (p=31.69%)
[2025-12-19T20:17:09.635425] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-12-19T20:17:09.635548] [INFO ] [sig       ] BBVA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:09.783997] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BBVA.txt
[2025-12-19T20:17:09.784166] [INFO ] [sig       ] [360/3561] Completed BBVA in 0.3s | 2.87 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-19T20:17:09.784208] [INFO ] [sig       ] [361/3561] Forecasting BBWI...
[2025-12-19T20:17:09.784248] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-12-19T20:17:09.784293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-12-19T20:17:09.797424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2025-12-19T20:17:09.797833] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-12-19T20:17:09.798978] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-12-19T20:17:09.799032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:09.799064] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:09.799092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:09.799170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:09.868360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:09.869210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:09.869294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:09.869328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:10.007365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:10.007523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:10.007562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:10.007620] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:10.011357] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: DOWN (p=37.42%)
[2025-12-19T20:17:10.011672] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-12-19T20:17:10.011818] [INFO ] [sig       ] BBWI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:10.156549] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BBWI.txt
[2025-12-19T20:17:10.156701] [INFO ] [sig       ] [361/3561] Completed BBWI in 0.4s | 2.87 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-19T20:17:10.156740] [INFO ] [sig       ] [362/3561] Forecasting BBY...
[2025-12-19T20:17:10.156769] [INFO ] [sig       ] Generating forecast for: BBY
[2025-12-19T20:17:10.156799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-12-19T20:17:10.167749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2025-12-19T20:17:10.168099] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-12-19T20:17:10.168908] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-12-19T20:17:10.168959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:10.168990] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:10.169016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:10.169071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:10.227749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:10.228418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:10.228500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:10.228534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:10.351814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:10.351965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:10.352003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:10.352031] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:10.355493] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: UP (p=93.94%)
[2025-12-19T20:17:10.355774] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-12-19T20:17:10.355897] [INFO ] [sig       ] BBY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:10.497355] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BBY.txt
[2025-12-19T20:17:10.497493] [INFO ] [sig       ] [362/3561] Completed BBY in 0.3s | 2.87 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-19T20:17:10.497537] [INFO ] [sig       ] [363/3561] Forecasting BC...
[2025-12-19T20:17:10.497585] [INFO ] [sig       ] Generating forecast for: BC
[2025-12-19T20:17:10.497618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-12-19T20:17:10.510070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2025-12-19T20:17:10.510410] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-12-19T20:17:10.511176] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-12-19T20:17:10.511227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:10.511259] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:10.511285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:10.511340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:10.569172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:10.569897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:10.569976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:10.570009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:10.692150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:10.692302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:10.692340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:10.692369] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:10.695849] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=11.34%)
[2025-12-19T20:17:10.696111] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-12-19T20:17:10.696233] [INFO ] [sig       ] BC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:10.849369] [INFO ] [LOCAL     ] Saved forecast: BC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BC.txt
[2025-12-19T20:17:10.849532] [INFO ] [sig       ] [363/3561] Completed BC in 0.4s | 2.87 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-19T20:17:10.849591] [INFO ] [sig       ] [364/3561] Forecasting BCAL...
[2025-12-19T20:17:10.849814] [INFO ] [sig       ] Generating forecast for: BCAL
[2025-12-19T20:17:10.849843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2025-12-19T20:17:10.862291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2025-12-19T20:17:10.862665] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2025-12-19T20:17:10.863534] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2025-12-19T20:17:10.863605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:10.863667] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:10.863706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:10.863780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:10.933233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:10.934216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:10.934302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:10.934336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:11.068947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:11.069117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:11.069163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:11.069194] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:11.072984] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: DOWN (p=41.84%)
[2025-12-19T20:17:11.073289] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2025-12-19T20:17:11.073451] [INFO ] [sig       ] BCAL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:11.239826] [INFO ] [LOCAL     ] Saved forecast: BCAL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BCAL.txt
[2025-12-19T20:17:11.239997] [INFO ] [sig       ] [364/3561] Completed BCAL in 0.4s | 2.87 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-19T20:17:11.240044] [INFO ] [sig       ] [365/3561] Forecasting BCAX...
[2025-12-19T20:17:11.240077] [INFO ] [sig       ] Generating forecast for: BCAX
[2025-12-19T20:17:11.240109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2025-12-19T20:17:11.253792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2025-12-19T20:17:11.254178] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2025-12-19T20:17:11.255282] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2025-12-19T20:17:11.255344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:11.255385] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:11.255413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:11.255471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:11.324926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:11.325817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:11.325903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:11.325937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:11.458023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:11.458161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:11.458199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:11.458227] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:11.462297] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: DOWN (p=27.60%)
[2025-12-19T20:17:11.462564] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2025-12-19T20:17:11.462700] [INFO ] [sig       ] BCAX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:11.605728] [INFO ] [LOCAL     ] Saved forecast: BCAX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BCAX.txt
[2025-12-19T20:17:11.605865] [INFO ] [sig       ] [365/3561] Completed BCAX in 0.4s | 2.87 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-19T20:17:11.605904] [INFO ] [sig       ] [366/3561] Forecasting BCBP...
[2025-12-19T20:17:11.605932] [INFO ] [sig       ] Generating forecast for: BCBP
[2025-12-19T20:17:11.605960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2025-12-19T20:17:11.617222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2025-12-19T20:17:11.617619] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2025-12-19T20:17:11.618401] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2025-12-19T20:17:11.618453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:11.618486] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:11.618513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:11.618593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:11.677841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:11.678523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:11.678619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:11.678667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:11.796044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:11.796201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:11.796240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:11.796285] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:11.799605] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: DOWN (p=10.39%)
[2025-12-19T20:17:11.799913] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2025-12-19T20:17:11.800036] [INFO ] [sig       ] BCBP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:11.941360] [INFO ] [LOCAL     ] Saved forecast: BCBP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BCBP.txt
[2025-12-19T20:17:11.941514] [INFO ] [sig       ] [366/3561] Completed BCBP in 0.3s | 2.87 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-19T20:17:11.941554] [INFO ] [sig       ] [367/3561] Forecasting BCC...
[2025-12-19T20:17:11.941605] [INFO ] [sig       ] Generating forecast for: BCC
[2025-12-19T20:17:11.941638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-12-19T20:17:11.953996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2025-12-19T20:17:11.954403] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-12-19T20:17:11.955198] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-12-19T20:17:11.955248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:11.955339] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:11.955384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:11.955465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:12.015147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:12.016011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:12.016100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:12.016132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:12.135816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:12.135968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:12.136006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:12.136034] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:12.139320] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: UP (p=82.08%)
[2025-12-19T20:17:12.139600] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-12-19T20:17:12.139722] [INFO ] [sig       ] BCC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:12.279085] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BCC.txt
[2025-12-19T20:17:12.279217] [INFO ] [sig       ] [367/3561] Completed BCC in 0.3s | 2.87 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-19T20:17:12.279257] [INFO ] [sig       ] [368/3561] Forecasting BCDA...
[2025-12-19T20:17:12.279285] [INFO ] [sig       ] Generating forecast for: BCDA
[2025-12-19T20:17:12.279314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2025-12-19T20:17:12.290487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2025-12-19T20:17:12.290880] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2025-12-19T20:17:12.291679] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2025-12-19T20:17:12.291733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:12.291765] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:12.291794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:12.291852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:12.349780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:12.350523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:12.350637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:12.350672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:12.465507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:12.465677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:12.465717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:12.465745] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:12.469018] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: UP (p=94.97%)
[2025-12-19T20:17:12.469282] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2025-12-19T20:17:12.469401] [INFO ] [sig       ] BCDA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:12.611849] [INFO ] [LOCAL     ] Saved forecast: BCDA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BCDA.txt
[2025-12-19T20:17:12.611982] [INFO ] [sig       ] [368/3561] Completed BCDA in 0.3s | 2.87 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-19T20:17:12.612020] [INFO ] [sig       ] [369/3561] Forecasting BCE...
[2025-12-19T20:17:12.612048] [INFO ] [sig       ] Generating forecast for: BCE
[2025-12-19T20:17:12.612076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-12-19T20:17:12.623712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2025-12-19T20:17:12.624092] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-12-19T20:17:12.624910] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-12-19T20:17:12.624963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:12.624996] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:12.625023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:12.625081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:12.682319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:12.683007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:12.683086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:12.683118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:12.808415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:12.808565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:12.808621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:12.808660] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:12.812548] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=36.40%)
[2025-12-19T20:17:12.812827] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-12-19T20:17:12.812946] [INFO ] [sig       ] BCE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:12.955457] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BCE.txt
[2025-12-19T20:17:12.955605] [INFO ] [sig       ] [369/3561] Completed BCE in 0.3s | 2.87 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-19T20:17:12.955646] [INFO ] [sig       ] [370/3561] Forecasting BCH...
[2025-12-19T20:17:12.955675] [INFO ] [sig       ] Generating forecast for: BCH
[2025-12-19T20:17:12.955706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-12-19T20:17:12.967533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2025-12-19T20:17:12.968114] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-12-19T20:17:12.968934] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-12-19T20:17:12.968985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:12.969017] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:12.969055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:12.969114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:13.028163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:13.028879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:13.028956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:13.028988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:13.150227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:13.150378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:13.150416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:13.150485] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:13.154492] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=77.34%)
[2025-12-19T20:17:13.154978] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-12-19T20:17:13.155114] [INFO ] [sig       ] BCH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:13.297404] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BCH.txt
[2025-12-19T20:17:13.297539] [INFO ] [sig       ] [370/3561] Completed BCH in 0.3s | 2.87 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-19T20:17:13.297785] [INFO ] [sig       ] [371/3561] Forecasting BCML...
[2025-12-19T20:17:13.297816] [INFO ] [sig       ] Generating forecast for: BCML
[2025-12-19T20:17:13.297847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2025-12-19T20:17:13.309155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2025-12-19T20:17:13.309518] [INFO ] [FORECASTER] Starting predict_future for BCML
[2025-12-19T20:17:13.310332] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2025-12-19T20:17:13.310386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:13.310418] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:13.310445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:13.310503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:13.371621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:13.372334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:13.372412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:13.372447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:13.480529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:13.480699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:13.480740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:13.480769] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:13.484876] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: UP (p=54.70%)
[2025-12-19T20:17:13.485145] [INFO ] [FORECASTER] Completed predict_future for BCML
[2025-12-19T20:17:13.485270] [INFO ] [sig       ] BCML: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:13.626423] [INFO ] [LOCAL     ] Saved forecast: BCML	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BCML.txt
[2025-12-19T20:17:13.626553] [INFO ] [sig       ] [371/3561] Completed BCML in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-19T20:17:13.626610] [INFO ] [sig       ] [372/3561] Forecasting BCO...
[2025-12-19T20:17:13.626640] [INFO ] [sig       ] Generating forecast for: BCO
[2025-12-19T20:17:13.626671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-12-19T20:17:13.640420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2025-12-19T20:17:13.641036] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-12-19T20:17:13.642127] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-12-19T20:17:13.642191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:13.642228] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:13.642257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:13.642321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:13.703196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:13.703943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:13.704025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:13.704059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:13.826332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:13.826699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:13.826741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:13.826769] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:13.830488] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=9.08%)
[2025-12-19T20:17:13.830777] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-12-19T20:17:13.830898] [INFO ] [sig       ] BCO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:13.968143] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BCO.txt
[2025-12-19T20:17:13.968277] [INFO ] [sig       ] [372/3561] Completed BCO in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-19T20:17:13.968316] [INFO ] [sig       ] [373/3561] Forecasting BCPC...
[2025-12-19T20:17:13.968345] [INFO ] [sig       ] Generating forecast for: BCPC
[2025-12-19T20:17:13.968376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2025-12-19T20:17:13.980268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2025-12-19T20:17:13.980654] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2025-12-19T20:17:13.981496] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2025-12-19T20:17:13.981560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:13.981621] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:13.981650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:13.981708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:14.049821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:14.050680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:14.050772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:14.050810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:14.176436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:14.176617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:14.176849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:14.176876] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:14.180854] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: UP (p=53.53%)
[2025-12-19T20:17:14.181142] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2025-12-19T20:17:14.181272] [INFO ] [sig       ] BCPC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:14.318857] [INFO ] [LOCAL     ] Saved forecast: BCPC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BCPC.txt
[2025-12-19T20:17:14.318994] [INFO ] [sig       ] [373/3561] Completed BCPC in 0.4s | 2.87 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-19T20:17:14.319033] [INFO ] [sig       ] [374/3561] Forecasting BCRX...
[2025-12-19T20:17:14.319062] [INFO ] [sig       ] Generating forecast for: BCRX
[2025-12-19T20:17:14.319098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2025-12-19T20:17:14.330019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2025-12-19T20:17:14.330366] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2025-12-19T20:17:14.331132] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2025-12-19T20:17:14.331184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:14.331216] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:14.331242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:14.331298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:14.389159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:14.390149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:14.390259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:14.390320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:14.525996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:14.526151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:14.526191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:14.526219] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:14.529605] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: DOWN (p=23.45%)
[2025-12-19T20:17:14.529882] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2025-12-19T20:17:14.530008] [INFO ] [sig       ] BCRX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:14.669652] [INFO ] [LOCAL     ] Saved forecast: BCRX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BCRX.txt
[2025-12-19T20:17:14.669793] [INFO ] [sig       ] [374/3561] Completed BCRX in 0.4s | 2.87 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-19T20:17:14.669836] [INFO ] [sig       ] [375/3561] Forecasting BCS...
[2025-12-19T20:17:14.669867] [INFO ] [sig       ] Generating forecast for: BCS
[2025-12-19T20:17:14.669898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-12-19T20:17:14.681884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2025-12-19T20:17:14.682233] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-12-19T20:17:14.683037] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-12-19T20:17:14.683091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:14.683126] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:14.683154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:14.683211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:14.739671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:14.740454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:14.740534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:14.740567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:14.861149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:14.861306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:14.861344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:14.861372] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:14.864693] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: DOWN (p=36.65%)
[2025-12-19T20:17:14.864959] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-12-19T20:17:14.865079] [INFO ] [sig       ] BCS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:15.003034] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BCS.txt
[2025-12-19T20:17:15.003171] [INFO ] [sig       ] [375/3561] Completed BCS in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-19T20:17:15.003211] [INFO ] [sig       ] [376/3561] Forecasting BCSF...
[2025-12-19T20:17:15.003239] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-12-19T20:17:15.003268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-12-19T20:17:15.014776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2025-12-19T20:17:15.015113] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-12-19T20:17:15.015879] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-12-19T20:17:15.015930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:15.015960] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:15.015987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:15.016043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:15.072463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:15.073210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:15.073289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:15.073320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:15.197199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:15.197353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:15.197392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:15.197419] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:15.201276] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=15.73%)
[2025-12-19T20:17:15.201557] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-12-19T20:17:15.201709] [INFO ] [sig       ] BCSF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:15.346440] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BCSF.txt
[2025-12-19T20:17:15.346590] [INFO ] [sig       ] [376/3561] Completed BCSF in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-19T20:17:15.346631] [INFO ] [sig       ] [377/3561] Forecasting BCTX...
[2025-12-19T20:17:15.346660] [INFO ] [sig       ] Generating forecast for: BCTX
[2025-12-19T20:17:15.346689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-12-19T20:17:15.358932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-12-19T20:17:15.359274] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2025-12-19T20:17:15.360087] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2025-12-19T20:17:15.360141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:15.360174] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:15.360203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:15.360260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:15.420690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:15.421318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:15.421424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:15.421457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:15.545510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:15.545690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:15.545732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:15.545763] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:15.549254] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: DOWN (p=17.30%)
[2025-12-19T20:17:15.549562] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2025-12-19T20:17:15.549715] [INFO ] [sig       ] BCTX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:15.692250] [INFO ] [LOCAL     ] Saved forecast: BCTX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BCTX.txt
[2025-12-19T20:17:15.692383] [INFO ] [sig       ] [377/3561] Completed BCTX in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-19T20:17:15.692422] [INFO ] [sig       ] [378/3561] Forecasting BCX...
[2025-12-19T20:17:15.692452] [INFO ] [sig       ] Generating forecast for: BCX
[2025-12-19T20:17:15.692482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-12-19T20:17:15.704891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2025-12-19T20:17:15.705241] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-12-19T20:17:15.706017] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-12-19T20:17:15.706069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:15.706100] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:15.706127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:15.706183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:15.764556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:15.765474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:15.765556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:15.765799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:15.891243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:15.891401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:15.891454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:15.891491] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:15.894824] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: UP (p=87.61%)
[2025-12-19T20:17:15.895090] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-12-19T20:17:15.895213] [INFO ] [sig       ] BCX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:16.036066] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BCX.txt
[2025-12-19T20:17:16.036202] [INFO ] [sig       ] [378/3561] Completed BCX in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-19T20:17:16.036242] [INFO ] [sig       ] [379/3561] Forecasting BCYC...
[2025-12-19T20:17:16.036272] [INFO ] [sig       ] Generating forecast for: BCYC
[2025-12-19T20:17:16.036302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2025-12-19T20:17:16.047849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2025-12-19T20:17:16.048206] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2025-12-19T20:17:16.049023] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2025-12-19T20:17:16.049073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:16.049104] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:16.049130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:16.049185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:16.107958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:16.108796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:16.108881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:16.108915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:16.233020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:16.233191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:16.233231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:16.233259] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:16.236667] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: UP (p=58.88%)
[2025-12-19T20:17:16.236932] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2025-12-19T20:17:16.237051] [INFO ] [sig       ] BCYC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:16.377780] [INFO ] [LOCAL     ] Saved forecast: BCYC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BCYC.txt
[2025-12-19T20:17:16.377915] [INFO ] [sig       ] [379/3561] Completed BCYC in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-19T20:17:16.377954] [INFO ] [sig       ] [380/3561] Forecasting BDC...
[2025-12-19T20:17:16.377982] [INFO ] [sig       ] Generating forecast for: BDC
[2025-12-19T20:17:16.378010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-12-19T20:17:16.390962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2025-12-19T20:17:16.391382] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-12-19T20:17:16.392217] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-12-19T20:17:16.392271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:16.392304] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:16.392330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:16.392386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:16.447164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:16.447952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:16.448035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:16.448067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:16.572791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:16.572966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:16.573024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:16.573069] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:16.577330] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: DOWN (p=40.83%)
[2025-12-19T20:17:16.577698] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-12-19T20:17:16.577840] [INFO ] [sig       ] BDC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:16.729109] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BDC.txt
[2025-12-19T20:17:16.729307] [INFO ] [sig       ] [380/3561] Completed BDC in 0.4s | 2.87 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-19T20:17:16.729351] [INFO ] [sig       ] [381/3561] Forecasting BDJ...
[2025-12-19T20:17:16.729382] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-12-19T20:17:16.729413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-12-19T20:17:16.740986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2025-12-19T20:17:16.741390] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-12-19T20:17:16.742202] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-12-19T20:17:16.742255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:16.742287] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:16.742314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:16.742369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:16.800374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:16.801235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:16.801315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:16.801348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:16.927142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:16.927304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:16.927343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:16.927372] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:16.930862] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: UP (p=94.17%)
[2025-12-19T20:17:16.931160] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-12-19T20:17:16.931290] [INFO ] [sig       ] BDJ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:17.076535] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BDJ.txt
[2025-12-19T20:17:17.076701] [INFO ] [sig       ] [381/3561] Completed BDJ in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-19T20:17:17.076741] [INFO ] [sig       ] [382/3561] Forecasting BDN...
[2025-12-19T20:17:17.076770] [INFO ] [sig       ] Generating forecast for: BDN
[2025-12-19T20:17:17.076799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-12-19T20:17:17.088766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2025-12-19T20:17:17.089087] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-12-19T20:17:17.089846] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-12-19T20:17:17.089897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:17.089930] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:17.089957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:17.090013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:17.149111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:17.150188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:17.150269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:17.150302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:17.278372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:17.278536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:17.278593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:17.278625] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:17.282052] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: UP (p=89.81%)
[2025-12-19T20:17:17.282360] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-12-19T20:17:17.282494] [INFO ] [sig       ] BDN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:17.425690] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BDN.txt
[2025-12-19T20:17:17.425844] [INFO ] [sig       ] [382/3561] Completed BDN in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-19T20:17:17.425885] [INFO ] [sig       ] [383/3561] Forecasting BDRX...
[2025-12-19T20:17:17.425915] [INFO ] [sig       ] Generating forecast for: BDRX
[2025-12-19T20:17:17.425944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2025-12-19T20:17:17.437498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2025-12-19T20:17:17.437816] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2025-12-19T20:17:17.438550] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2025-12-19T20:17:17.438677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:17.438714] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:17.438742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:17.438798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:17.495448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:17.496299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:17.496383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:17.496416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:17.622859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:17.623023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:17.623063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:17.623092] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:17.627052] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: UP (p=72.28%)
[2025-12-19T20:17:17.627388] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2025-12-19T20:17:17.627527] [INFO ] [sig       ] BDRX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:17.771248] [INFO ] [LOCAL     ] Saved forecast: BDRX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BDRX.txt
[2025-12-19T20:17:17.771407] [INFO ] [sig       ] [383/3561] Completed BDRX in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-19T20:17:17.771446] [INFO ] [sig       ] [384/3561] Forecasting BDSX...
[2025-12-19T20:17:17.771477] [INFO ] [sig       ] Generating forecast for: BDSX
[2025-12-19T20:17:17.771514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2025-12-19T20:17:17.783167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2025-12-19T20:17:17.783566] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2025-12-19T20:17:17.784342] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2025-12-19T20:17:17.784393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:17.784451] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:17.784479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:17.784541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:17.840461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:17.841340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:17.841426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:17.841459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:17.965194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:17.965354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:17.965392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:17.965420] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:17.968742] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: DOWN (p=32.14%)
[2025-12-19T20:17:17.969008] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2025-12-19T20:17:17.969126] [INFO ] [sig       ] BDSX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:18.110427] [INFO ] [LOCAL     ] Saved forecast: BDSX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BDSX.txt
[2025-12-19T20:17:18.110603] [INFO ] [sig       ] [384/3561] Completed BDSX in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-19T20:17:18.110646] [INFO ] [sig       ] [385/3561] Forecasting BDTX...
[2025-12-19T20:17:18.110676] [INFO ] [sig       ] Generating forecast for: BDTX
[2025-12-19T20:17:18.110706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2025-12-19T20:17:18.122144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2025-12-19T20:17:18.122524] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2025-12-19T20:17:18.123292] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2025-12-19T20:17:18.123344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:18.123375] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:18.123402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:18.123457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:18.179527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:18.180332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:18.180413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:18.180445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:18.300656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:18.300814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:18.300854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:18.300884] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:18.304247] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: UP (p=81.05%)
[2025-12-19T20:17:18.304530] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2025-12-19T20:17:18.304682] [INFO ] [sig       ] BDTX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:18.450937] [INFO ] [LOCAL     ] Saved forecast: BDTX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BDTX.txt
[2025-12-19T20:17:18.451101] [INFO ] [sig       ] [385/3561] Completed BDTX in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-19T20:17:18.451143] [INFO ] [sig       ] [386/3561] Forecasting BDX...
[2025-12-19T20:17:18.451172] [INFO ] [sig       ] Generating forecast for: BDX
[2025-12-19T20:17:18.451202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-12-19T20:17:18.473895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2025-12-19T20:17:18.474289] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-12-19T20:17:18.475253] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-12-19T20:17:18.475304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:18.475336] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:18.475363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:18.475419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:18.533302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:18.534124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:18.534205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:18.534238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:18.661761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:18.661927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:18.661966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:18.661995] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:18.665789] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: UP (p=52.41%)
[2025-12-19T20:17:18.666077] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-12-19T20:17:18.666208] [INFO ] [sig       ] BDX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:18.810740] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BDX.txt
[2025-12-19T20:17:18.810899] [INFO ] [sig       ] [386/3561] Completed BDX in 0.4s | 2.87 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-19T20:17:18.810946] [INFO ] [sig       ] [387/3561] Forecasting BE...
[2025-12-19T20:17:18.810976] [INFO ] [sig       ] Generating forecast for: BE
[2025-12-19T20:17:18.811006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-12-19T20:17:18.822813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2025-12-19T20:17:18.823193] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-12-19T20:17:18.824201] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-12-19T20:17:18.824255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:18.824286] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:18.824312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:18.824368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:18.883080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:18.884179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:18.884268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:18.884300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:19.007740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:19.007900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:19.007939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:19.007995] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:19.011968] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2025-12-19T20:17:19.012265] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-12-19T20:17:19.012398] [INFO ] [sig       ] BE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:19.159696] [INFO ] [LOCAL     ] Saved forecast: BE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BE.txt
[2025-12-19T20:17:19.159856] [INFO ] [sig       ] [387/3561] Completed BE in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-19T20:17:19.159897] [INFO ] [sig       ] [388/3561] Forecasting BEAM...
[2025-12-19T20:17:19.159927] [INFO ] [sig       ] Generating forecast for: BEAM
[2025-12-19T20:17:19.159958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2025-12-19T20:17:19.171488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2025-12-19T20:17:19.171875] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2025-12-19T20:17:19.172639] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2025-12-19T20:17:19.172691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:19.172723] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:19.172749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:19.172804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:19.228949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:19.229851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:19.229936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:19.229968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:19.350659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:19.350826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:19.350865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:19.350894] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:19.354532] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: UP (p=74.12%)
[2025-12-19T20:17:19.355061] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2025-12-19T20:17:19.355213] [INFO ] [sig       ] BEAM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:19.500375] [INFO ] [LOCAL     ] Saved forecast: BEAM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BEAM.txt
[2025-12-19T20:17:19.500533] [INFO ] [sig       ] [388/3561] Completed BEAM in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-19T20:17:19.500595] [INFO ] [sig       ] [389/3561] Forecasting BEEM...
[2025-12-19T20:17:19.500627] [INFO ] [sig       ] Generating forecast for: BEEM
[2025-12-19T20:17:19.500657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2025-12-19T20:17:19.512365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2025-12-19T20:17:19.512769] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2025-12-19T20:17:19.513523] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2025-12-19T20:17:19.513595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:19.513629] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:19.513656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:19.513712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:19.571018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:19.571958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:19.572058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:19.572092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:19.694367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:19.694559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:19.694631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:19.694672] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:19.699385] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: DOWN (p=3.92%)
[2025-12-19T20:17:19.699802] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2025-12-19T20:17:19.699981] [INFO ] [sig       ] BEEM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:19.905547] [INFO ] [LOCAL     ] Saved forecast: BEEM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BEEM.txt
[2025-12-19T20:17:19.905778] [INFO ] [sig       ] [389/3561] Completed BEEM in 0.4s | 2.87 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-19T20:17:19.905840] [INFO ] [sig       ] [390/3561] Forecasting BEEP...
[2025-12-19T20:17:19.905880] [INFO ] [sig       ] Generating forecast for: BEEP
[2025-12-19T20:17:19.905928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2025-12-19T20:17:19.919831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2025-12-19T20:17:19.920291] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2025-12-19T20:17:19.921210] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2025-12-19T20:17:19.921267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:19.921300] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:19.921329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:19.921398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:19.982131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:19.983065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:19.983158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:19.983194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:20.134558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:20.134783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:20.134870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:20.134923] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:20.140451] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: UP (p=76.90%)
[2025-12-19T20:17:20.141016] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2025-12-19T20:17:20.141230] [INFO ] [sig       ] BEEP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:20.378102] [INFO ] [LOCAL     ] Saved forecast: BEEP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BEEP.txt
[2025-12-19T20:17:20.378350] [INFO ] [sig       ] [390/3561] Completed BEEP in 0.5s | 2.87 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-19T20:17:20.378421] [INFO ] [sig       ] [391/3561] Forecasting BEKE...
[2025-12-19T20:17:20.378472] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-12-19T20:17:20.378524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-12-19T20:17:20.402151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2025-12-19T20:17:20.402683] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-12-19T20:17:20.403827] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-12-19T20:17:20.403892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:20.403929] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:20.403961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:20.404032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:20.487810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:20.489077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:20.489197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:20.489248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:20.657382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:20.657602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:20.657672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:20.657722] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:20.663026] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: DOWN (p=25.67%)
[2025-12-19T20:17:20.663480] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-12-19T20:17:20.663696] [INFO ] [sig       ] BEKE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:20.829493] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BEKE.txt
[2025-12-19T20:17:20.829727] [INFO ] [sig       ] [391/3561] Completed BEKE in 0.5s | 2.87 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-19T20:17:20.829791] [INFO ] [sig       ] [392/3561] Forecasting BELFA...
[2025-12-19T20:17:20.829834] [INFO ] [sig       ] Generating forecast for: BELFA
[2025-12-19T20:17:20.829879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2025-12-19T20:17:20.842464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2025-12-19T20:17:20.842977] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2025-12-19T20:17:20.843995] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2025-12-19T20:17:20.844059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:20.844100] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:20.844135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:20.844215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:20.918568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:20.919526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:20.919651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:20.919689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:21.045867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:21.046033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:21.046076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:21.046106] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:21.050073] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: UP (p=98.26%)
[2025-12-19T20:17:21.050390] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2025-12-19T20:17:21.050536] [INFO ] [sig       ] BELFA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:21.264081] [INFO ] [LOCAL     ] Saved forecast: BELFA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BELFA.txt
[2025-12-19T20:17:21.264242] [INFO ] [sig       ] [392/3561] Completed BELFA in 0.4s | 2.87 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-19T20:17:21.264286] [INFO ] [sig       ] [393/3561] Forecasting BELFB...
[2025-12-19T20:17:21.264327] [INFO ] [sig       ] Generating forecast for: BELFB
[2025-12-19T20:17:21.264361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2025-12-19T20:17:21.277073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2025-12-19T20:17:21.277473] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2025-12-19T20:17:21.278368] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2025-12-19T20:17:21.278422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:21.278456] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:21.278484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:21.278551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:21.345695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:21.346667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:21.346756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:21.346790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:21.477903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:21.478059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:21.478099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:21.478128] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:21.482447] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: UP (p=64.70%)
[2025-12-19T20:17:21.482761] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2025-12-19T20:17:21.482895] [INFO ] [sig       ] BELFB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:21.639177] [INFO ] [LOCAL     ] Saved forecast: BELFB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BELFB.txt
[2025-12-19T20:17:21.639324] [INFO ] [sig       ] [393/3561] Completed BELFB in 0.4s | 2.87 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-19T20:17:21.639365] [INFO ] [sig       ] [394/3561] Forecasting BEN...
[2025-12-19T20:17:21.639396] [INFO ] [sig       ] Generating forecast for: BEN
[2025-12-19T20:17:21.639427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-12-19T20:17:21.652165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2025-12-19T20:17:21.652540] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-12-19T20:17:21.653544] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-12-19T20:17:21.653622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:21.653670] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:21.653700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:21.653927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:21.719928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:21.720853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:21.720991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:21.721043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:21.854846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:21.855007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:21.855048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:21.855083] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:21.859182] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: UP (p=64.43%)
[2025-12-19T20:17:21.859500] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-12-19T20:17:21.859690] [INFO ] [sig       ] BEN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:22.015160] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BEN.txt
[2025-12-19T20:17:22.015319] [INFO ] [sig       ] [394/3561] Completed BEN in 0.4s | 2.87 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-19T20:17:22.015360] [INFO ] [sig       ] [395/3561] Forecasting BEP...
[2025-12-19T20:17:22.015393] [INFO ] [sig       ] Generating forecast for: BEP
[2025-12-19T20:17:22.015424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-12-19T20:17:22.028168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2025-12-19T20:17:22.028547] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-12-19T20:17:22.029556] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-12-19T20:17:22.029657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:22.029699] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:22.029733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:22.029791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:22.096078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:22.097135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:22.097222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:22.097257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:22.234746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:22.234904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:22.234956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:22.234995] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:22.239064] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: DOWN (p=0.66%)
[2025-12-19T20:17:22.239358] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-12-19T20:17:22.239514] [INFO ] [sig       ] BEP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:22.397180] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BEP.txt
[2025-12-19T20:17:22.397350] [INFO ] [sig       ] [395/3561] Completed BEP in 0.4s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-19T20:17:22.397392] [INFO ] [sig       ] [396/3561] Forecasting BEPH...
[2025-12-19T20:17:22.397422] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-12-19T20:17:22.397452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-12-19T20:17:22.410799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2025-12-19T20:17:22.411208] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-12-19T20:17:22.412064] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-12-19T20:17:22.412117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:22.412150] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:22.412176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:22.412233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:22.479818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:22.480727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:22.480814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:22.480848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:22.613570] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:22.613744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:22.613793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:22.613834] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:22.618182] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=26.16%)
[2025-12-19T20:17:22.618503] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-12-19T20:17:22.618689] [INFO ] [sig       ] BEPH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:22.776080] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BEPH.txt
[2025-12-19T20:17:22.776229] [INFO ] [sig       ] [396/3561] Completed BEPH in 0.4s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-19T20:17:22.776270] [INFO ] [sig       ] [397/3561] Forecasting BEPI...
[2025-12-19T20:17:22.776302] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-12-19T20:17:22.776333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-12-19T20:17:22.787815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2025-12-19T20:17:22.788185] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-12-19T20:17:22.789036] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-12-19T20:17:22.789089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:22.789121] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:22.789148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:22.789204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:22.845795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:22.846709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:22.846790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:22.846822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:22.952122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:22.952276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:22.952314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:22.952343] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:22.955661] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=89.80%)
[2025-12-19T20:17:22.955927] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-12-19T20:17:22.956049] [INFO ] [sig       ] BEPI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:23.102487] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BEPI.txt
[2025-12-19T20:17:23.102773] [INFO ] [sig       ] [397/3561] Completed BEPI in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-19T20:17:23.102824] [INFO ] [sig       ] [398/3561] Forecasting BFAM...
[2025-12-19T20:17:23.102862] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-12-19T20:17:23.102895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-12-19T20:17:23.116455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2025-12-19T20:17:23.116910] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-12-19T20:17:23.117771] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-12-19T20:17:23.117830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:23.117864] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:23.117893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:23.117955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:23.183078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:23.184131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:23.184230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:23.184270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:23.318666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:23.318827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:23.318867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:23.318896] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:23.322789] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: UP (p=60.83%)
[2025-12-19T20:17:23.323339] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-12-19T20:17:23.323485] [INFO ] [sig       ] BFAM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:23.484760] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BFAM.txt
[2025-12-19T20:17:23.484938] [INFO ] [sig       ] [398/3561] Completed BFAM in 0.4s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-19T20:17:23.484993] [INFO ] [sig       ] [399/3561] Forecasting BFC...
[2025-12-19T20:17:23.485039] [INFO ] [sig       ] Generating forecast for: BFC
[2025-12-19T20:17:23.485072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2025-12-19T20:17:23.499014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2025-12-19T20:17:23.499419] [INFO ] [FORECASTER] Starting predict_future for BFC
[2025-12-19T20:17:23.500270] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2025-12-19T20:17:23.500324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:23.500358] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:23.500385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:23.500442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:23.569012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:23.570033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:23.570122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:23.570156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:23.698721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:23.698883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:23.698924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:23.698954] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:23.703433] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: UP (p=71.90%)
[2025-12-19T20:17:23.703749] [INFO ] [FORECASTER] Completed predict_future for BFC
[2025-12-19T20:17:23.703886] [INFO ] [sig       ] BFC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:23.864725] [INFO ] [LOCAL     ] Saved forecast: BFC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BFC.txt
[2025-12-19T20:17:23.864909] [INFO ] [sig       ] [399/3561] Completed BFC in 0.4s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-19T20:17:23.864957] [INFO ] [sig       ] [400/3561] Forecasting BFH...
[2025-12-19T20:17:23.865001] [INFO ] [sig       ] Generating forecast for: BFH
[2025-12-19T20:17:23.865048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-12-19T20:17:23.878336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2025-12-19T20:17:23.879014] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-12-19T20:17:23.879869] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-12-19T20:17:23.879922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:23.879955] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:23.880179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:23.880235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:23.944240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:23.945131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:23.945216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:23.945249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:24.079726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:24.079882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:24.079921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:24.079951] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:24.083609] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=16.26%)
[2025-12-19T20:17:24.083953] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-12-19T20:17:24.084092] [INFO ] [sig       ] BFH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:24.235296] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BFH.txt
[2025-12-19T20:17:24.235458] [INFO ] [sig       ] [400/3561] Completed BFH in 0.4s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-19T20:17:24.235499] [INFO ] [sig       ] [401/3561] Forecasting BFIN...
[2025-12-19T20:17:24.235530] [INFO ] [sig       ] Generating forecast for: BFIN
[2025-12-19T20:17:24.235561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'.
[2025-12-19T20:17:24.247413] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BFIN'.
[2025-12-19T20:17:24.247828] [INFO ] [FORECASTER] Starting predict_future for BFIN
[2025-12-19T20:17:24.248879] [DEBUG] [LOCAL     ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt
[2025-12-19T20:17:24.248938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:24.249011] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:24.249044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:24.249124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:24.313913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:24.314872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:24.314960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:24.314994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:24.446611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:24.446771] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-19T20:17:24.446810] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:24.446855] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:24.450758] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: UP (p=66.63%)
[2025-12-19T20:17:24.451250] [INFO ] [FORECASTER] Completed predict_future for BFIN
[2025-12-19T20:17:24.451394] [INFO ] [sig       ] BFIN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:24.602381] [INFO ] [LOCAL     ] Saved forecast: BFIN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BFIN.txt
[2025-12-19T20:17:24.602603] [INFO ] [sig       ] [401/3561] Completed BFIN in 0.4s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-19T20:17:24.602666] [INFO ] [sig       ] [402/3561] Forecasting BFK...
[2025-12-19T20:17:24.602710] [INFO ] [sig       ] Generating forecast for: BFK
[2025-12-19T20:17:24.602753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-12-19T20:17:24.615216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFK'.
[2025-12-19T20:17:24.615644] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-12-19T20:17:24.616444] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-12-19T20:17:24.616498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:24.616532] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:24.616560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:24.616649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:24.679916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:24.680810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:24.680896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:24.680930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:24.812809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:24.812976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:24.813030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:24.813061] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:24.816701] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: UP (p=91.59%)
[2025-12-19T20:17:24.817024] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-12-19T20:17:24.817166] [INFO ] [sig       ] BFK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:24.960267] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BFK.txt
[2025-12-19T20:17:24.960431] [INFO ] [sig       ] [402/3561] Completed BFK in 0.4s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-19T20:17:24.960472] [INFO ] [sig       ] [403/3561] Forecasting BFLY...
[2025-12-19T20:17:24.960501] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-12-19T20:17:24.960530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-12-19T20:17:24.972239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2025-12-19T20:17:24.972645] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-12-19T20:17:24.973402] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-12-19T20:17:24.973454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:24.973487] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:24.973513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:24.973585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:25.032022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:25.033106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:25.033197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:25.033230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:25.155363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:25.155523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:25.155561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:25.155608] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:25.158948] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=10.81%)
[2025-12-19T20:17:25.159242] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-12-19T20:17:25.159395] [INFO ] [sig       ] BFLY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:25.299480] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BFLY.txt
[2025-12-19T20:17:25.299673] [INFO ] [sig       ] [403/3561] Completed BFLY in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-19T20:17:25.299726] [INFO ] [sig       ] [404/3561] Forecasting BFS...
[2025-12-19T20:17:25.299762] [INFO ] [sig       ] Generating forecast for: BFS
[2025-12-19T20:17:25.299799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-12-19T20:17:25.311275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-12-19T20:17:25.311681] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-12-19T20:17:25.312483] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-12-19T20:17:25.312536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:25.312569] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:25.312622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:25.312684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:25.369461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:25.370389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:25.370478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:25.370511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:25.489890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:25.490048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:25.490087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:25.490148] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:25.493456] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: DOWN (p=6.92%)
[2025-12-19T20:17:25.493755] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-12-19T20:17:25.493885] [INFO ] [sig       ] BFS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:25.634748] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BFS.txt
[2025-12-19T20:17:25.635085] [INFO ] [sig       ] [404/3561] Completed BFS in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-19T20:17:25.635126] [INFO ] [sig       ] [405/3561] Forecasting BFZ...
[2025-12-19T20:17:25.635155] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-12-19T20:17:25.635186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-12-19T20:17:25.648422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFZ'.
[2025-12-19T20:17:25.648888] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-12-19T20:17:25.649738] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-12-19T20:17:25.649790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:25.649823] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:25.649851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:25.650101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:25.710611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:25.711679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:25.711766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:25.711800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:25.832219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:25.832377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:25.832415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:25.832442] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:25.836106] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: UP (p=85.48%)
[2025-12-19T20:17:25.836373] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-12-19T20:17:25.836493] [INFO ] [sig       ] BFZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:25.975876] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BFZ.txt
[2025-12-19T20:17:25.976038] [INFO ] [sig       ] [405/3561] Completed BFZ in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-19T20:17:25.976079] [INFO ] [sig       ] [406/3561] Forecasting BG...
[2025-12-19T20:17:25.976108] [INFO ] [sig       ] Generating forecast for: BG
[2025-12-19T20:17:25.976137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-12-19T20:17:25.987779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2025-12-19T20:17:25.988147] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-12-19T20:17:25.989136] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-12-19T20:17:25.989188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:25.989219] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:25.989245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:25.989301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:26.045824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:26.046651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:26.046734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:26.046766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:26.166950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:26.167107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:26.167146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:26.167175] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:26.170492] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=25.95%)
[2025-12-19T20:17:26.170779] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-12-19T20:17:26.170900] [INFO ] [sig       ] BG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:26.312669] [INFO ] [LOCAL     ] Saved forecast: BG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BG.txt
[2025-12-19T20:17:26.312840] [INFO ] [sig       ] [406/3561] Completed BG in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-19T20:17:26.312881] [INFO ] [sig       ] [407/3561] Forecasting BGB...
[2025-12-19T20:17:26.312910] [INFO ] [sig       ] Generating forecast for: BGB
[2025-12-19T20:17:26.312940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-12-19T20:17:26.326532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2025-12-19T20:17:26.326940] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-12-19T20:17:26.327720] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-12-19T20:17:26.327783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:26.327816] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:26.327843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:26.327899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:26.394485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:26.395596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:26.395688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:26.395724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:26.526683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:26.527011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:26.527052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:26.527081] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:26.534617] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: DOWN (p=3.37%)
[2025-12-19T20:17:26.534921] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-12-19T20:17:26.535050] [INFO ] [sig       ] BGB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:26.682901] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BGB.txt
[2025-12-19T20:17:26.683067] [INFO ] [sig       ] [407/3561] Completed BGB in 0.4s | 2.86 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-19T20:17:26.683108] [INFO ] [sig       ] [408/3561] Forecasting BGC...
[2025-12-19T20:17:26.683137] [INFO ] [sig       ] Generating forecast for: BGC
[2025-12-19T20:17:26.683167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2025-12-19T20:17:26.694709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2025-12-19T20:17:26.695111] [INFO ] [FORECASTER] Starting predict_future for BGC
[2025-12-19T20:17:26.695931] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2025-12-19T20:17:26.695983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:26.696015] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:26.696042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:26.696099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:26.755569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:26.756445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:26.756532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:26.756566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:26.875281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:26.875450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:26.875501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:26.875532] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:26.878866] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: DOWN (p=23.69%)
[2025-12-19T20:17:26.879135] [INFO ] [FORECASTER] Completed predict_future for BGC
[2025-12-19T20:17:26.879256] [INFO ] [sig       ] BGC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:27.023551] [INFO ] [LOCAL     ] Saved forecast: BGC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BGC.txt
[2025-12-19T20:17:27.023703] [INFO ] [sig       ] [408/3561] Completed BGC in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-19T20:17:27.023746] [INFO ] [sig       ] [409/3561] Forecasting BGH...
[2025-12-19T20:17:27.023775] [INFO ] [sig       ] Generating forecast for: BGH
[2025-12-19T20:17:27.023805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-12-19T20:17:27.036289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2025-12-19T20:17:27.036704] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-12-19T20:17:27.037482] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-12-19T20:17:27.037536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:27.037568] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:27.037617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:27.037674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:27.099743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:27.100633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:27.100727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:27.100762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:27.225809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:27.225970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:27.226018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:27.226047] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:27.229518] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: DOWN (p=25.91%)
[2025-12-19T20:17:27.229826] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-12-19T20:17:27.229954] [INFO ] [sig       ] BGH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:27.372194] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BGH.txt
[2025-12-19T20:17:27.372345] [INFO ] [sig       ] [409/3561] Completed BGH in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-19T20:17:27.372387] [INFO ] [sig       ] [410/3561] Forecasting BGLC...
[2025-12-19T20:17:27.372416] [INFO ] [sig       ] Generating forecast for: BGLC
[2025-12-19T20:17:27.372445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2025-12-19T20:17:27.384379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2025-12-19T20:17:27.384776] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2025-12-19T20:17:27.385549] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2025-12-19T20:17:27.385619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:27.385651] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:27.385678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:27.385733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:27.442818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:27.443686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:27.443771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:27.443804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:27.558325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:27.558472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:27.558511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:27.558542] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:27.561921] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: DOWN (p=5.03%)
[2025-12-19T20:17:27.562193] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2025-12-19T20:17:27.562317] [INFO ] [sig       ] BGLC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:27.700817] [INFO ] [LOCAL     ] Saved forecast: BGLC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BGLC.txt
[2025-12-19T20:17:27.700950] [INFO ] [sig       ] [410/3561] Completed BGLC in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-19T20:17:27.700993] [INFO ] [sig       ] [411/3561] Forecasting BGRN...
[2025-12-19T20:17:27.701023] [INFO ] [sig       ] Generating forecast for: BGRN
[2025-12-19T20:17:27.701053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2025-12-19T20:17:27.712826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2025-12-19T20:17:27.713158] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2025-12-19T20:17:27.714167] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2025-12-19T20:17:27.714220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:27.714253] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:27.714280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:27.714337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:27.771668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:27.772243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:27.772348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:27.772383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:27.892184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:27.892329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:27.892368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:27.892396] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:27.895695] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: UP (p=62.09%)
[2025-12-19T20:17:27.895961] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2025-12-19T20:17:27.896079] [INFO ] [sig       ] BGRN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:28.036527] [INFO ] [LOCAL     ] Saved forecast: BGRN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BGRN.txt
[2025-12-19T20:17:28.036667] [INFO ] [sig       ] [411/3561] Completed BGRN in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-19T20:17:28.036710] [INFO ] [sig       ] [412/3561] Forecasting BGS...
[2025-12-19T20:17:28.036740] [INFO ] [sig       ] Generating forecast for: BGS
[2025-12-19T20:17:28.036772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-12-19T20:17:28.047849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2025-12-19T20:17:28.048388] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-12-19T20:17:28.049288] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-12-19T20:17:28.049341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:28.049375] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:28.049403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:28.049461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:28.106316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:28.106965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:28.107045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:28.107080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:28.234748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:28.234926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:28.234965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:28.234994] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:28.238324] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: UP (p=81.70%)
[2025-12-19T20:17:28.238603] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-12-19T20:17:28.238758] [INFO ] [sig       ] BGS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:28.378782] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BGS.txt
[2025-12-19T20:17:28.378910] [INFO ] [sig       ] [412/3561] Completed BGS in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-19T20:17:28.379105] [INFO ] [sig       ] [413/3561] Forecasting BGSF...
[2025-12-19T20:17:28.379134] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-12-19T20:17:28.379165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-12-19T20:17:28.390331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2025-12-19T20:17:28.390695] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-12-19T20:17:28.391468] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-12-19T20:17:28.391521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:28.391553] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:28.391609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:28.391674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:28.451063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:28.452080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:28.452195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:28.452230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:28.585395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:28.585552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:28.585613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:28.585644] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:28.589034] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=10.82%)
[2025-12-19T20:17:28.589307] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-12-19T20:17:28.589430] [INFO ] [sig       ] BGSF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:28.731031] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BGSF.txt
[2025-12-19T20:17:28.731156] [INFO ] [sig       ] [413/3561] Completed BGSF in 0.4s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-19T20:17:28.731196] [INFO ] [sig       ] [414/3561] Forecasting BGX...
[2025-12-19T20:17:28.731226] [INFO ] [sig       ] Generating forecast for: BGX
[2025-12-19T20:17:28.731255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-12-19T20:17:28.743196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2025-12-19T20:17:28.743520] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-12-19T20:17:28.744290] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-12-19T20:17:28.744342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:28.744374] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:28.744401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:28.744456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:28.801028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:28.801936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:28.802019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:28.802052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:28.923907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:28.924237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:28.924291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:28.924330] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:28.927683] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: DOWN (p=44.29%)
[2025-12-19T20:17:28.927957] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-12-19T20:17:28.928079] [INFO ] [sig       ] BGX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:29.066778] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BGX.txt
[2025-12-19T20:17:29.066944] [INFO ] [sig       ] [414/3561] Completed BGX in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-19T20:17:29.066983] [INFO ] [sig       ] [415/3561] Forecasting BGY...
[2025-12-19T20:17:29.067013] [INFO ] [sig       ] Generating forecast for: BGY
[2025-12-19T20:17:29.067044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-12-19T20:17:29.078360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2025-12-19T20:17:29.078764] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-12-19T20:17:29.079535] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-12-19T20:17:29.079607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:29.079644] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:29.079673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:29.079731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:29.135877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:29.136481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:29.136557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:29.136614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:29.258133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:29.258292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:29.258331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:29.258361] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:29.261727] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=12.55%)
[2025-12-19T20:17:29.261997] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-12-19T20:17:29.262117] [INFO ] [sig       ] BGY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:29.398655] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BGY.txt
[2025-12-19T20:17:29.398791] [INFO ] [sig       ] [415/3561] Completed BGY in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-19T20:17:29.398830] [INFO ] [sig       ] [416/3561] Forecasting BHC...
[2025-12-19T20:17:29.398859] [INFO ] [sig       ] Generating forecast for: BHC
[2025-12-19T20:17:29.398890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-12-19T20:17:29.409679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2025-12-19T20:17:29.409998] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-12-19T20:17:29.410762] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-12-19T20:17:29.410812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:29.410843] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:29.410870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:29.410925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:29.466375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:29.466973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:29.467061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:29.467093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:29.587601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:29.587740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:29.587778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:29.587806] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:29.591114] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: UP (p=94.39%)
[2025-12-19T20:17:29.591376] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-12-19T20:17:29.591498] [INFO ] [sig       ] BHC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:29.729865] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BHC.txt
[2025-12-19T20:17:29.730013] [INFO ] [sig       ] [416/3561] Completed BHC in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-19T20:17:29.730053] [INFO ] [sig       ] [417/3561] Forecasting BHE...
[2025-12-19T20:17:29.730082] [INFO ] [sig       ] Generating forecast for: BHE
[2025-12-19T20:17:29.730112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-12-19T20:17:29.740946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2025-12-19T20:17:29.741275] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-12-19T20:17:29.742031] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-12-19T20:17:29.742081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:29.742113] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:29.742139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:29.742195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:29.798355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:29.799182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:29.799264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:29.799297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:29.915043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:29.915181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:29.915219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:29.915247] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:29.918492] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: UP (p=93.47%)
[2025-12-19T20:17:29.918787] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-12-19T20:17:29.918911] [INFO ] [sig       ] BHE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:30.058689] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BHE.txt
[2025-12-19T20:17:30.058838] [INFO ] [sig       ] [417/3561] Completed BHE in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-19T20:17:30.058877] [INFO ] [sig       ] [418/3561] Forecasting BHF...
[2025-12-19T20:17:30.058906] [INFO ] [sig       ] Generating forecast for: BHF
[2025-12-19T20:17:30.058936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2025-12-19T20:17:30.070120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2025-12-19T20:17:30.070458] [INFO ] [FORECASTER] Starting predict_future for BHF
[2025-12-19T20:17:30.071221] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2025-12-19T20:17:30.071273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:30.071342] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:30.071372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:30.071429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:30.128122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:30.128848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:30.128926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:30.128958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:30.250704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:30.250860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:30.250897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:30.250925] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:30.254184] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: DOWN (p=8.67%)
[2025-12-19T20:17:30.254447] [INFO ] [FORECASTER] Completed predict_future for BHF
[2025-12-19T20:17:30.254565] [INFO ] [sig       ] BHF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:30.398269] [INFO ] [LOCAL     ] Saved forecast: BHF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BHF.txt
[2025-12-19T20:17:30.398413] [INFO ] [sig       ] [418/3561] Completed BHF in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-19T20:17:30.398454] [INFO ] [sig       ] [419/3561] Forecasting BHFAL...
[2025-12-19T20:17:30.398484] [INFO ] [sig       ] Generating forecast for: BHFAL
[2025-12-19T20:17:30.398513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2025-12-19T20:17:30.409711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2025-12-19T20:17:30.410053] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2025-12-19T20:17:30.410817] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2025-12-19T20:17:30.410868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:30.410900] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:30.410926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:30.410981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:30.469558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:30.470480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:30.470560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:30.470612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:30.590267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:30.590426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:30.590465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:30.590494] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:30.593844] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: UP (p=92.13%)
[2025-12-19T20:17:30.594262] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2025-12-19T20:17:30.594392] [INFO ] [sig       ] BHFAL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:30.735835] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BHFAL.txt
[2025-12-19T20:17:30.735971] [INFO ] [sig       ] [419/3561] Completed BHFAL in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-19T20:17:30.736199] [INFO ] [sig       ] [420/3561] Forecasting BHFAM...
[2025-12-19T20:17:30.736228] [INFO ] [sig       ] Generating forecast for: BHFAM
[2025-12-19T20:17:30.736257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2025-12-19T20:17:30.748757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2025-12-19T20:17:30.749137] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2025-12-19T20:17:30.750134] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2025-12-19T20:17:30.750187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:30.750219] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:30.750246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:30.750303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:30.807859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:30.808688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:30.808773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:30.808805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:30.932592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:30.932749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:30.932787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:30.932817] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:30.936599] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: UP (p=92.48%)
[2025-12-19T20:17:30.936870] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2025-12-19T20:17:30.936991] [INFO ] [sig       ] BHFAM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:31.077217] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BHFAM.txt
[2025-12-19T20:17:31.077371] [INFO ] [sig       ] [420/3561] Completed BHFAM in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-19T20:17:31.077413] [INFO ] [sig       ] [421/3561] Forecasting BHFAN...
[2025-12-19T20:17:31.077442] [INFO ] [sig       ] Generating forecast for: BHFAN
[2025-12-19T20:17:31.077473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2025-12-19T20:17:31.089923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2025-12-19T20:17:31.090491] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2025-12-19T20:17:31.091293] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2025-12-19T20:17:31.091346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:31.091379] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:31.091406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:31.091463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:31.150386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:31.151139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:31.151223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:31.151256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:31.279377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:31.279522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:31.279560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:31.279637] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:31.283000] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2025-12-19T20:17:31.283272] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2025-12-19T20:17:31.283396] [INFO ] [sig       ] BHFAN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:31.424096] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BHFAN.txt
[2025-12-19T20:17:31.424225] [INFO ] [sig       ] [421/3561] Completed BHFAN in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-19T20:17:31.424264] [INFO ] [sig       ] [422/3561] Forecasting BHFAO...
[2025-12-19T20:17:31.424299] [INFO ] [sig       ] Generating forecast for: BHFAO
[2025-12-19T20:17:31.424331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2025-12-19T20:17:31.436206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2025-12-19T20:17:31.436614] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2025-12-19T20:17:31.437446] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2025-12-19T20:17:31.437500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:31.437532] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:31.437559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:31.437636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:31.494074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:31.494865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:31.494945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:31.494978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:31.616889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:31.617239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:31.617282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:31.617317] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:31.621169] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: UP (p=94.85%)
[2025-12-19T20:17:31.621462] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2025-12-19T20:17:31.621610] [INFO ] [sig       ] BHFAO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:31.762770] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BHFAO.txt
[2025-12-19T20:17:31.762912] [INFO ] [sig       ] [422/3561] Completed BHFAO in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.3m
[2025-12-19T20:17:31.762952] [INFO ] [sig       ] [423/3561] Forecasting BHFAP...
[2025-12-19T20:17:31.762981] [INFO ] [sig       ] Generating forecast for: BHFAP
[2025-12-19T20:17:31.763010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2025-12-19T20:17:31.775183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2025-12-19T20:17:31.775618] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2025-12-19T20:17:31.776434] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2025-12-19T20:17:31.776499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:31.776555] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:31.776619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:31.776698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:31.835479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:31.836310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:31.836392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:31.836427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:31.953275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:31.953432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:31.953470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:31.953498] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:31.957230] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: UP (p=96.63%)
[2025-12-19T20:17:31.957502] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2025-12-19T20:17:31.957645] [INFO ] [sig       ] BHFAP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:32.114080] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BHFAP.txt
[2025-12-19T20:17:32.114264] [INFO ] [sig       ] [423/3561] Completed BHFAP in 0.4s | 2.87 sym/s | Total: 2.5m | ETA: 18.3m
[2025-12-19T20:17:32.114310] [INFO ] [sig       ] [424/3561] Forecasting BHK...
[2025-12-19T20:17:32.114341] [INFO ] [sig       ] Generating forecast for: BHK
[2025-12-19T20:17:32.114371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-12-19T20:17:32.125657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2025-12-19T20:17:32.126037] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-12-19T20:17:32.126875] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-12-19T20:17:32.126928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:32.126960] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:32.126986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:32.127042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:32.184614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:32.185490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:32.185593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:32.185629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:32.309675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:32.309831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:32.309871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:32.309899] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:32.313783] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: UP (p=86.01%)
[2025-12-19T20:17:32.314246] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-12-19T20:17:32.314372] [INFO ] [sig       ] BHK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:32.458747] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BHK.txt
[2025-12-19T20:17:32.458924] [INFO ] [sig       ] [424/3561] Completed BHK in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-19T20:17:32.458965] [INFO ] [sig       ] [425/3561] Forecasting BHP...
[2025-12-19T20:17:32.458995] [INFO ] [sig       ] Generating forecast for: BHP
[2025-12-19T20:17:32.459025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-12-19T20:17:32.471806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2025-12-19T20:17:32.472389] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-12-19T20:17:32.473396] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-12-19T20:17:32.473460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:32.473505] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:32.473544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:32.473620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:32.533481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:32.534216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:32.534296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:32.534329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:32.658166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:32.658322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:32.658361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:32.658406] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:32.661830] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: UP (p=88.50%)
[2025-12-19T20:17:32.662100] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-12-19T20:17:32.662223] [INFO ] [sig       ] BHP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:32.809615] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BHP.txt
[2025-12-19T20:17:32.809791] [INFO ] [sig       ] [425/3561] Completed BHP in 0.4s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-19T20:17:32.809834] [INFO ] [sig       ] [426/3561] Forecasting BHRB...
[2025-12-19T20:17:32.809875] [INFO ] [sig       ] Generating forecast for: BHRB
[2025-12-19T20:17:32.809917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2025-12-19T20:17:32.821429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2025-12-19T20:17:32.821807] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2025-12-19T20:17:32.822611] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2025-12-19T20:17:32.822663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:32.822695] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:32.822723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:32.822779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:32.881720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:32.882443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:32.882522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:32.882555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:33.003264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:33.003420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:33.003459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:33.003488] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:33.007896] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-12-19T20:17:33.008180] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2025-12-19T20:17:33.008307] [INFO ] [sig       ] BHRB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:33.148608] [INFO ] [LOCAL     ] Saved forecast: BHRB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BHRB.txt
[2025-12-19T20:17:33.148773] [INFO ] [sig       ] [426/3561] Completed BHRB in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-19T20:17:33.148814] [INFO ] [sig       ] [427/3561] Forecasting BHVN...
[2025-12-19T20:17:33.148843] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-12-19T20:17:33.148874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-12-19T20:17:33.160359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2025-12-19T20:17:33.160732] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-12-19T20:17:33.161498] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-12-19T20:17:33.161550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:33.161602] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:33.161632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:33.161689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:33.220097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:33.220843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:33.220924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:33.220972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:33.341668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:33.341825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:33.341868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:33.341896] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:33.345285] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=70.40%)
[2025-12-19T20:17:33.345558] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-12-19T20:17:33.345698] [INFO ] [sig       ] BHVN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:33.485560] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BHVN.txt
[2025-12-19T20:17:33.485721] [INFO ] [sig       ] [427/3561] Completed BHVN in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-19T20:17:33.485761] [INFO ] [sig       ] [428/3561] Forecasting BIAF...
[2025-12-19T20:17:33.485790] [INFO ] [sig       ] Generating forecast for: BIAF
[2025-12-19T20:17:33.485820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'.
[2025-12-19T20:17:33.496142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIAF'.
[2025-12-19T20:17:33.496459] [INFO ] [FORECASTER] Starting predict_future for BIAF
[2025-12-19T20:17:33.497223] [DEBUG] [LOCAL     ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt
[2025-12-19T20:17:33.497274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:33.497305] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:33.497332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:33.497388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:33.555155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:33.555843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:33.555955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:33.555988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:33.667862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:33.668035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:33.668084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:33.668123] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:33.671991] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: DOWN (p=2.89%)
[2025-12-19T20:17:33.672458] [INFO ] [FORECASTER] Completed predict_future for BIAF
[2025-12-19T20:17:33.672597] [INFO ] [sig       ] BIAF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:33.813459] [INFO ] [LOCAL     ] Saved forecast: BIAF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BIAF.txt
[2025-12-19T20:17:33.813613] [INFO ] [sig       ] [428/3561] Completed BIAF in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-19T20:17:33.813654] [INFO ] [sig       ] [429/3561] Forecasting BIB...
[2025-12-19T20:17:33.813684] [INFO ] [sig       ] Generating forecast for: BIB
[2025-12-19T20:17:33.813714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2025-12-19T20:17:33.824751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2025-12-19T20:17:33.825109] [INFO ] [FORECASTER] Starting predict_future for BIB
[2025-12-19T20:17:33.825908] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2025-12-19T20:17:33.825960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:33.825992] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:33.826031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:33.826092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:33.884793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:33.885662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:33.885744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:33.885777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:33.995124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:33.995285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:33.995324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:33.995354] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:33.998866] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: UP (p=75.90%)
[2025-12-19T20:17:33.999184] [INFO ] [FORECASTER] Completed predict_future for BIB
[2025-12-19T20:17:33.999319] [INFO ] [sig       ] BIB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:34.144874] [INFO ] [LOCAL     ] Saved forecast: BIB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BIB.txt
[2025-12-19T20:17:34.145002] [INFO ] [sig       ] [429/3561] Completed BIB in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-19T20:17:34.145040] [INFO ] [sig       ] [430/3561] Forecasting BIIB...
[2025-12-19T20:17:34.145070] [INFO ] [sig       ] Generating forecast for: BIIB
[2025-12-19T20:17:34.145100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2025-12-19T20:17:34.156807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2025-12-19T20:17:34.157321] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2025-12-19T20:17:34.158111] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2025-12-19T20:17:34.158163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:34.158196] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:34.158222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:34.158279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:34.219042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:34.219803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:34.219883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:34.219916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:34.351406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:34.351600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:34.351648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:34.351678] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:34.355180] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: UP (p=63.51%)
[2025-12-19T20:17:34.355459] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2025-12-19T20:17:34.355604] [INFO ] [sig       ] BIIB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:34.494695] [INFO ] [LOCAL     ] Saved forecast: BIIB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BIIB.txt
[2025-12-19T20:17:34.494822] [INFO ] [sig       ] [430/3561] Completed BIIB in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-19T20:17:34.494860] [INFO ] [sig       ] [431/3561] Forecasting BILI...
[2025-12-19T20:17:34.494889] [INFO ] [sig       ] Generating forecast for: BILI
[2025-12-19T20:17:34.494918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2025-12-19T20:17:34.507832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2025-12-19T20:17:34.508226] [INFO ] [FORECASTER] Starting predict_future for BILI
[2025-12-19T20:17:34.509071] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2025-12-19T20:17:34.509123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:34.509155] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:34.509181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:34.509238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:34.565518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:34.566187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:34.566268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:34.566301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:34.692248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:34.692407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:34.692445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:34.692473] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:34.696062] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2025-12-19T20:17:34.696487] [INFO ] [FORECASTER] Completed predict_future for BILI
[2025-12-19T20:17:34.696624] [INFO ] [sig       ] BILI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:34.839374] [INFO ] [LOCAL     ] Saved forecast: BILI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BILI.txt
[2025-12-19T20:17:34.839557] [INFO ] [sig       ] [431/3561] Completed BILI in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-19T20:17:34.839618] [INFO ] [sig       ] [432/3561] Forecasting BILL...
[2025-12-19T20:17:34.839650] [INFO ] [sig       ] Generating forecast for: BILL
[2025-12-19T20:17:34.839681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-12-19T20:17:34.851062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2025-12-19T20:17:34.851399] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-12-19T20:17:34.852344] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-12-19T20:17:34.852399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:34.852433] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:34.852460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:34.852518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:34.910760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:34.911507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:34.911614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:34.911656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:35.035401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:35.035557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:35.035613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:35.035643] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:35.039320] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=96.46%)
[2025-12-19T20:17:35.039620] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-12-19T20:17:35.039746] [INFO ] [sig       ] BILL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:35.182232] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BILL.txt
[2025-12-19T20:17:35.182364] [INFO ] [sig       ] [432/3561] Completed BILL in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-19T20:17:35.182402] [INFO ] [sig       ] [433/3561] Forecasting BIO...
[2025-12-19T20:17:35.182431] [INFO ] [sig       ] Generating forecast for: BIO
[2025-12-19T20:17:35.182467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-12-19T20:17:35.194119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2025-12-19T20:17:35.194461] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-12-19T20:17:35.195288] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-12-19T20:17:35.195341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:35.195373] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:35.195400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:35.195457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:35.253800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:35.254451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:35.254531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:35.254564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:35.374043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:35.374198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:35.374236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:35.374265] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:35.377547] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=6.04%)
[2025-12-19T20:17:35.377844] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-12-19T20:17:35.377964] [INFO ] [sig       ] BIO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:35.516368] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BIO.txt
[2025-12-19T20:17:35.516508] [INFO ] [sig       ] [433/3561] Completed BIO in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-19T20:17:35.516548] [INFO ] [sig       ] [434/3561] Forecasting BIOX...
[2025-12-19T20:17:35.516594] [INFO ] [sig       ] Generating forecast for: BIOX
[2025-12-19T20:17:35.516627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'.
[2025-12-19T20:17:35.527681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIOX'.
[2025-12-19T20:17:35.528010] [INFO ] [FORECASTER] Starting predict_future for BIOX
[2025-12-19T20:17:35.528804] [DEBUG] [LOCAL     ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt
[2025-12-19T20:17:35.528856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:35.528889] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:35.528915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:35.528973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:35.587225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:35.587998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:35.588265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:35.588298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:35.709521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:35.709695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:35.709735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:35.709764] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:35.713455] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: DOWN (p=22.87%)
[2025-12-19T20:17:35.713773] [INFO ] [FORECASTER] Completed predict_future for BIOX
[2025-12-19T20:17:35.713900] [INFO ] [sig       ] BIOX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:35.861957] [INFO ] [LOCAL     ] Saved forecast: BIOX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BIOX.txt
[2025-12-19T20:17:35.862092] [INFO ] [sig       ] [434/3561] Completed BIOX in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-19T20:17:35.862133] [INFO ] [sig       ] [435/3561] Forecasting BIP...
[2025-12-19T20:17:35.862162] [INFO ] [sig       ] Generating forecast for: BIP
[2025-12-19T20:17:35.862192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-12-19T20:17:35.873534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2025-12-19T20:17:35.873913] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-12-19T20:17:35.874908] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-12-19T20:17:35.874961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:35.875210] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:35.875240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:35.875298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:35.934974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:35.935692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:35.935774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:35.935808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:36.060331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:36.060497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:36.060537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:36.060567] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:36.063963] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=30.02%)
[2025-12-19T20:17:36.064248] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-12-19T20:17:36.064377] [INFO ] [sig       ] BIP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:36.202778] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BIP.txt
[2025-12-19T20:17:36.202936] [INFO ] [sig       ] [435/3561] Completed BIP in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-19T20:17:36.202978] [INFO ] [sig       ] [436/3561] Forecasting BIPH...
[2025-12-19T20:17:36.203008] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-12-19T20:17:36.203038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-12-19T20:17:36.214501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2025-12-19T20:17:36.214948] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-12-19T20:17:36.215751] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-12-19T20:17:36.215802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:36.215833] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:36.215859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:36.215916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:36.274748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:36.275557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:36.275659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:36.275693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:36.391034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:36.391236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:36.391279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:36.391308] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:36.395046] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: DOWN (p=32.84%)
[2025-12-19T20:17:36.395393] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-12-19T20:17:36.395546] [INFO ] [sig       ] BIPH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:36.545760] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BIPH.txt
[2025-12-19T20:17:36.545895] [INFO ] [sig       ] [436/3561] Completed BIPH in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-19T20:17:36.545938] [INFO ] [sig       ] [437/3561] Forecasting BIPI...
[2025-12-19T20:17:36.545968] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-12-19T20:17:36.546001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-12-19T20:17:36.558509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2025-12-19T20:17:36.558959] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-12-19T20:17:36.559749] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-12-19T20:17:36.559799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:36.559831] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:36.559858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:36.559921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:36.616253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:36.617169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:36.617259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:36.617291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:36.727427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:36.727607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:36.727647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:36.727675] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:36.731017] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: DOWN (p=14.03%)
[2025-12-19T20:17:36.731298] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-12-19T20:17:36.731422] [INFO ] [sig       ] BIPI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:36.869829] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BIPI.txt
[2025-12-19T20:17:36.869970] [INFO ] [sig       ] [437/3561] Completed BIPI in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-19T20:17:36.870016] [INFO ] [sig       ] [438/3561] Forecasting BIRD...
[2025-12-19T20:17:36.870051] [INFO ] [sig       ] Generating forecast for: BIRD
[2025-12-19T20:17:36.870088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2025-12-19T20:17:36.882939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2025-12-19T20:17:36.883524] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2025-12-19T20:17:36.884518] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2025-12-19T20:17:36.884588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:36.884624] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:36.884651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:36.884708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:36.946288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:36.947067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:36.947151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:36.947186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:37.071774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:37.071971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:37.072012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:37.072072] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:37.075628] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: UP (p=68.10%)
[2025-12-19T20:17:37.075906] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2025-12-19T20:17:37.076037] [INFO ] [sig       ] BIRD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:37.216933] [INFO ] [LOCAL     ] Saved forecast: BIRD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BIRD.txt
[2025-12-19T20:17:37.217088] [INFO ] [sig       ] [438/3561] Completed BIRD in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-19T20:17:37.217127] [INFO ] [sig       ] [439/3561] Forecasting BIRK...
[2025-12-19T20:17:37.217158] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-12-19T20:17:37.217188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-12-19T20:17:37.229043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2025-12-19T20:17:37.229394] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-12-19T20:17:37.230181] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-12-19T20:17:37.230233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:37.230452] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:37.230479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:37.230535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:37.287954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:37.288879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:37.288968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:37.289001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:37.410242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:37.410401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:37.410440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:37.410469] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:37.413853] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: DOWN (p=36.08%)
[2025-12-19T20:17:37.414154] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-12-19T20:17:37.414284] [INFO ] [sig       ] BIRK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:37.552881] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BIRK.txt
[2025-12-19T20:17:37.553043] [INFO ] [sig       ] [439/3561] Completed BIRK in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-19T20:17:37.553083] [INFO ] [sig       ] [440/3561] Forecasting BITF...
[2025-12-19T20:17:37.553112] [INFO ] [sig       ] Generating forecast for: BITF
[2025-12-19T20:17:37.553142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2025-12-19T20:17:37.564961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2025-12-19T20:17:37.565318] [INFO ] [FORECASTER] Starting predict_future for BITF
[2025-12-19T20:17:37.566086] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2025-12-19T20:17:37.566137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:37.566168] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:37.566195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:37.566253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:37.626189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:37.627050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:37.627134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:37.627167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:37.751695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:37.751900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:37.751970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:37.752032] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:37.755681] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: UP (p=69.32%)
[2025-12-19T20:17:37.755960] [INFO ] [FORECASTER] Completed predict_future for BITF
[2025-12-19T20:17:37.756089] [INFO ] [sig       ] BITF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:37.896120] [INFO ] [LOCAL     ] Saved forecast: BITF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BITF.txt
[2025-12-19T20:17:37.896260] [INFO ] [sig       ] [440/3561] Completed BITF in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-19T20:17:37.896309] [INFO ] [sig       ] [441/3561] Forecasting BIVI...
[2025-12-19T20:17:37.896347] [INFO ] [sig       ] Generating forecast for: BIVI
[2025-12-19T20:17:37.896379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2025-12-19T20:17:37.908757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2025-12-19T20:17:37.909170] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2025-12-19T20:17:37.909960] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2025-12-19T20:17:37.910012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:37.910043] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:37.910070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:37.910127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:37.967236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:37.968004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:37.968085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:37.968116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:38.090653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:38.090815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:38.090853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:38.090881] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:38.094570] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: DOWN (p=42.05%)
[2025-12-19T20:17:38.094875] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2025-12-19T20:17:38.095003] [INFO ] [sig       ] BIVI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:38.239017] [INFO ] [LOCAL     ] Saved forecast: BIVI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BIVI.txt
[2025-12-19T20:17:38.239153] [INFO ] [sig       ] [441/3561] Completed BIVI in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-19T20:17:38.239194] [INFO ] [sig       ] [442/3561] Forecasting BJ...
[2025-12-19T20:17:38.239223] [INFO ] [sig       ] Generating forecast for: BJ
[2025-12-19T20:17:38.239254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-12-19T20:17:38.251185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2025-12-19T20:17:38.251590] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-12-19T20:17:38.252356] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-12-19T20:17:38.252418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:38.252451] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:38.252478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:38.252534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:38.312310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:38.313150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:38.313232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:38.313265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:38.440254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:38.440635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:38.440677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:38.440706] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:38.444463] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: DOWN (p=49.35%)
[2025-12-19T20:17:38.444760] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-12-19T20:17:38.444888] [INFO ] [sig       ] BJ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:38.587257] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BJ.txt
[2025-12-19T20:17:38.587399] [INFO ] [sig       ] [442/3561] Completed BJ in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-19T20:17:38.587438] [INFO ] [sig       ] [443/3561] Forecasting BJRI...
[2025-12-19T20:17:38.587468] [INFO ] [sig       ] Generating forecast for: BJRI
[2025-12-19T20:17:38.587498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2025-12-19T20:17:38.599304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2025-12-19T20:17:38.599717] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2025-12-19T20:17:38.600543] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2025-12-19T20:17:38.600623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:38.600660] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:38.600687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:38.600745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:38.656007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:38.656680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:38.656760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:38.656792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:38.779427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:38.779608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:38.779649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:38.779677] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:38.783030] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: DOWN (p=8.39%)
[2025-12-19T20:17:38.783324] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2025-12-19T20:17:38.783448] [INFO ] [sig       ] BJRI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:38.920708] [INFO ] [LOCAL     ] Saved forecast: BJRI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BJRI.txt
[2025-12-19T20:17:38.920875] [INFO ] [sig       ] [443/3561] Completed BJRI in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-19T20:17:38.920915] [INFO ] [sig       ] [444/3561] Forecasting BK...
[2025-12-19T20:17:38.920944] [INFO ] [sig       ] Generating forecast for: BK
[2025-12-19T20:17:38.920973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-12-19T20:17:38.933908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2025-12-19T20:17:38.934316] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-12-19T20:17:38.935143] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-12-19T20:17:38.935197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:38.935230] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:38.935258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:38.935315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:38.993853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:38.994732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:38.994819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:38.994854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:39.116670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:39.116834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:39.116876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:39.116907] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:39.120425] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: UP (p=98.26%)
[2025-12-19T20:17:39.120747] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-12-19T20:17:39.120881] [INFO ] [sig       ] BK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:39.266474] [INFO ] [LOCAL     ] Saved forecast: BK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BK.txt
[2025-12-19T20:17:39.266648] [INFO ] [sig       ] [444/3561] Completed BK in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-19T20:17:39.266691] [INFO ] [sig       ] [445/3561] Forecasting BKCH...
[2025-12-19T20:17:39.266722] [INFO ] [sig       ] Generating forecast for: BKCH
[2025-12-19T20:17:39.266753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2025-12-19T20:17:39.278464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2025-12-19T20:17:39.278897] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2025-12-19T20:17:39.279697] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2025-12-19T20:17:39.279751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:39.279784] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:39.279812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:39.279870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:39.339126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:39.339999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:39.340086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:39.340153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:39.459103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:39.459254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:39.459291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:39.459321] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:39.463014] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: DOWN (p=10.77%)
[2025-12-19T20:17:39.463467] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2025-12-19T20:17:39.463620] [INFO ] [sig       ] BKCH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:39.598956] [INFO ] [LOCAL     ] Saved forecast: BKCH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BKCH.txt
[2025-12-19T20:17:39.599108] [INFO ] [sig       ] [445/3561] Completed BKCH in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-19T20:17:39.599152] [INFO ] [sig       ] [446/3561] Forecasting BKD...
[2025-12-19T20:17:39.599183] [INFO ] [sig       ] Generating forecast for: BKD
[2025-12-19T20:17:39.599214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-12-19T20:17:39.610772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2025-12-19T20:17:39.611147] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-12-19T20:17:39.611913] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-12-19T20:17:39.611969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:39.612002] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:39.612029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:39.612085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:39.668192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:39.669008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:39.669089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:39.669125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:39.794361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:39.794516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:39.794554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:39.794603] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:39.797978] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=51.37%)
[2025-12-19T20:17:39.798440] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-12-19T20:17:39.798560] [INFO ] [sig       ] BKD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:39.937482] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BKD.txt
[2025-12-19T20:17:39.937641] [INFO ] [sig       ] [446/3561] Completed BKD in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-19T20:17:39.937683] [INFO ] [sig       ] [447/3561] Forecasting BKE...
[2025-12-19T20:17:39.937713] [INFO ] [sig       ] Generating forecast for: BKE
[2025-12-19T20:17:39.937742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-12-19T20:17:39.948670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2025-12-19T20:17:39.949036] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-12-19T20:17:39.949810] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-12-19T20:17:39.949860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:39.949891] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:39.949918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:39.949980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:40.005207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:40.006052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:40.006135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:40.006169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:40.131972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:40.132153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:40.132192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:40.132220] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:40.135613] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: UP (p=94.72%)
[2025-12-19T20:17:40.135881] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-12-19T20:17:40.136018] [INFO ] [sig       ] BKE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:40.292596] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BKE.txt
[2025-12-19T20:17:40.292759] [INFO ] [sig       ] [447/3561] Completed BKE in 0.4s | 2.87 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-19T20:17:40.292810] [INFO ] [sig       ] [448/3561] Forecasting BKH...
[2025-12-19T20:17:40.292839] [INFO ] [sig       ] Generating forecast for: BKH
[2025-12-19T20:17:40.292869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-12-19T20:17:40.304655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2025-12-19T20:17:40.305053] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-12-19T20:17:40.305848] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-12-19T20:17:40.305899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:40.305930] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:40.305956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:40.306012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:40.360971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:40.361854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:40.361939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:40.361971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:40.480750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:40.480906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:40.480944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:40.480973] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:40.484668] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2025-12-19T20:17:40.484940] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-12-19T20:17:40.485064] [INFO ] [sig       ] BKH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:40.623166] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BKH.txt
[2025-12-19T20:17:40.623336] [INFO ] [sig       ] [448/3561] Completed BKH in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-19T20:17:40.623377] [INFO ] [sig       ] [449/3561] Forecasting BKN...
[2025-12-19T20:17:40.623407] [INFO ] [sig       ] Generating forecast for: BKN
[2025-12-19T20:17:40.623436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-12-19T20:17:40.634631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2025-12-19T20:17:40.635006] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-12-19T20:17:40.635818] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-12-19T20:17:40.635870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:40.635903] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:40.635929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:40.635988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:40.696420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:40.697190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:40.697462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:40.697496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:40.815597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:40.815765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:40.815806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:40.815850] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:40.819203] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=1.72%)
[2025-12-19T20:17:40.819476] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-12-19T20:17:40.819615] [INFO ] [sig       ] BKN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:40.957399] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BKN.txt
[2025-12-19T20:17:40.957552] [INFO ] [sig       ] [449/3561] Completed BKN in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-19T20:17:40.957613] [INFO ] [sig       ] [450/3561] Forecasting BKNG...
[2025-12-19T20:17:40.957644] [INFO ] [sig       ] Generating forecast for: BKNG
[2025-12-19T20:17:40.957675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-12-19T20:17:40.969590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2025-12-19T20:17:40.969958] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2025-12-19T20:17:40.970774] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2025-12-19T20:17:40.970828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:40.970860] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:40.970888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:40.970945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:41.028927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:41.029816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:41.029900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:41.029934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:41.151810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:41.151969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:41.152007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:41.152035] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:41.155527] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: UP (p=80.76%)
[2025-12-19T20:17:41.155807] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2025-12-19T20:17:41.155929] [INFO ] [sig       ] BKNG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:41.299269] [INFO ] [LOCAL     ] Saved forecast: BKNG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BKNG.txt
[2025-12-19T20:17:41.299422] [INFO ] [sig       ] [450/3561] Completed BKNG in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-19T20:17:41.299463] [INFO ] [sig       ] [451/3561] Forecasting BKSY...
[2025-12-19T20:17:41.299492] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-12-19T20:17:41.299523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-12-19T20:17:41.311335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2025-12-19T20:17:41.311766] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-12-19T20:17:41.312633] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-12-19T20:17:41.312687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:41.312721] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:41.312749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:41.312806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:41.370690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:41.371496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:41.371612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:41.371649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:41.492753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:41.492906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:41.492945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:41.492972] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:41.496399] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: DOWN (p=24.61%)
[2025-12-19T20:17:41.496692] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-12-19T20:17:41.496818] [INFO ] [sig       ] BKSY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:41.642017] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BKSY.txt
[2025-12-19T20:17:41.642150] [INFO ] [sig       ] [451/3561] Completed BKSY in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-19T20:17:41.642191] [INFO ] [sig       ] [452/3561] Forecasting BL...
[2025-12-19T20:17:41.642222] [INFO ] [sig       ] Generating forecast for: BL
[2025-12-19T20:17:41.642254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2025-12-19T20:17:41.654127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2025-12-19T20:17:41.654537] [INFO ] [FORECASTER] Starting predict_future for BL
[2025-12-19T20:17:41.655330] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2025-12-19T20:17:41.655382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:41.655440] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:41.655469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:41.655530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:41.711218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:41.712090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:41.712187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:41.712220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:41.832169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:41.832330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:41.832369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:41.832397] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:41.835740] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-12-19T20:17:41.836011] [INFO ] [FORECASTER] Completed predict_future for BL
[2025-12-19T20:17:41.836132] [INFO ] [sig       ] BL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:41.973502] [INFO ] [LOCAL     ] Saved forecast: BL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BL.txt
[2025-12-19T20:17:41.973675] [INFO ] [sig       ] [452/3561] Completed BL in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-19T20:17:41.973718] [INFO ] [sig       ] [453/3561] Forecasting BLBD...
[2025-12-19T20:17:41.973747] [INFO ] [sig       ] Generating forecast for: BLBD
[2025-12-19T20:17:41.973777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2025-12-19T20:17:41.985084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2025-12-19T20:17:41.985466] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2025-12-19T20:17:41.986239] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2025-12-19T20:17:41.986291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:41.986322] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:41.986361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:41.986418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:42.042115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:42.042949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:42.043031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:42.043063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:42.171809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:42.171974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:42.172012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:42.172041] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:42.175390] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: UP (p=98.50%)
[2025-12-19T20:17:42.175704] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2025-12-19T20:17:42.175832] [INFO ] [sig       ] BLBD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:42.324083] [INFO ] [LOCAL     ] Saved forecast: BLBD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BLBD.txt
[2025-12-19T20:17:42.324241] [INFO ] [sig       ] [453/3561] Completed BLBD in 0.4s | 2.87 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-19T20:17:42.324281] [INFO ] [sig       ] [454/3561] Forecasting BLCN...
[2025-12-19T20:17:42.324311] [INFO ] [sig       ] Generating forecast for: BLCN
[2025-12-19T20:17:42.324341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2025-12-19T20:17:42.335686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2025-12-19T20:17:42.335992] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2025-12-19T20:17:42.336756] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2025-12-19T20:17:42.336806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:42.336839] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:42.336872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:42.336927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:42.393036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:42.393909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:42.393991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:42.394025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:42.501134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:42.501292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:42.501329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:42.501357] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:42.504674] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: DOWN (p=8.21%)
[2025-12-19T20:17:42.504935] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2025-12-19T20:17:42.505055] [INFO ] [sig       ] BLCN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:42.646805] [INFO ] [LOCAL     ] Saved forecast: BLCN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BLCN.txt
[2025-12-19T20:17:42.646969] [INFO ] [sig       ] [454/3561] Completed BLCN in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-19T20:17:42.647007] [INFO ] [sig       ] [455/3561] Forecasting BLCO...
[2025-12-19T20:17:42.647038] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-12-19T20:17:42.647067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-12-19T20:17:42.659959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2025-12-19T20:17:42.660359] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-12-19T20:17:42.661169] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-12-19T20:17:42.661221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:42.661252] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:42.661278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:42.661334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:42.719565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:42.720644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:42.720734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:42.720766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:42.853176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:42.853341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:42.853379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:42.853462] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:42.857374] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=27.47%)
[2025-12-19T20:17:42.857668] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-12-19T20:17:42.857792] [INFO ] [sig       ] BLCO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:43.004047] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BLCO.txt
[2025-12-19T20:17:43.004205] [INFO ] [sig       ] [455/3561] Completed BLCO in 0.4s | 2.87 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-19T20:17:43.004245] [INFO ] [sig       ] [456/3561] Forecasting BLD...
[2025-12-19T20:17:43.004275] [INFO ] [sig       ] Generating forecast for: BLD
[2025-12-19T20:17:43.004306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-12-19T20:17:43.017978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2025-12-19T20:17:43.018350] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-12-19T20:17:43.019155] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-12-19T20:17:43.019208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:43.019239] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:43.019265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:43.019321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:43.078259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:43.079357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:43.079439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:43.079472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:43.200282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:43.200659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:43.200699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:43.200727] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:43.204233] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: DOWN (p=23.87%)
[2025-12-19T20:17:43.204695] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-12-19T20:17:43.204820] [INFO ] [sig       ] BLD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:43.351548] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BLD.txt
[2025-12-19T20:17:43.351731] [INFO ] [sig       ] [456/3561] Completed BLD in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-19T20:17:43.351772] [INFO ] [sig       ] [457/3561] Forecasting BLDP...
[2025-12-19T20:17:43.351801] [INFO ] [sig       ] Generating forecast for: BLDP
[2025-12-19T20:17:43.351859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2025-12-19T20:17:43.363594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2025-12-19T20:17:43.363979] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2025-12-19T20:17:43.364757] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2025-12-19T20:17:43.364808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:43.364840] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:43.364867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:43.364923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:43.424193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:43.425239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:43.425320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:43.425352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:43.548952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:43.549112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:43.549150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:43.549178] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:43.552488] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: DOWN (p=37.11%)
[2025-12-19T20:17:43.552792] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2025-12-19T20:17:43.552923] [INFO ] [sig       ] BLDP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:43.691304] [INFO ] [LOCAL     ] Saved forecast: BLDP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BLDP.txt
[2025-12-19T20:17:43.691429] [INFO ] [sig       ] [457/3561] Completed BLDP in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-19T20:17:43.691467] [INFO ] [sig       ] [458/3561] Forecasting BLE...
[2025-12-19T20:17:43.691497] [INFO ] [sig       ] Generating forecast for: BLE
[2025-12-19T20:17:43.691527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-12-19T20:17:43.703525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLE'.
[2025-12-19T20:17:43.703974] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-12-19T20:17:43.704780] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-12-19T20:17:43.704833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:43.704865] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:43.704891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:43.704948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:43.760625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:43.761465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:43.761549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:43.761599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:43.879676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:43.879839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:43.879878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:43.879906] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:43.883206] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: DOWN (p=25.51%)
[2025-12-19T20:17:43.883468] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-12-19T20:17:43.883605] [INFO ] [sig       ] BLE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:44.024368] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BLE.txt
[2025-12-19T20:17:44.024533] [INFO ] [sig       ] [458/3561] Completed BLE in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-19T20:17:44.024594] [INFO ] [sig       ] [459/3561] Forecasting BLFS...
[2025-12-19T20:17:44.024626] [INFO ] [sig       ] Generating forecast for: BLFS
[2025-12-19T20:17:44.024656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2025-12-19T20:17:44.036226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2025-12-19T20:17:44.036592] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2025-12-19T20:17:44.037351] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2025-12-19T20:17:44.037403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:44.037435] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:44.037461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:44.037516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:44.095869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:44.096774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:44.096862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:44.096896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:44.220195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:44.220351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:44.220389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:44.220417] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:44.223711] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: DOWN (p=15.62%)
[2025-12-19T20:17:44.223973] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2025-12-19T20:17:44.224094] [INFO ] [sig       ] BLFS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:44.374070] [INFO ] [LOCAL     ] Saved forecast: BLFS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BLFS.txt
[2025-12-19T20:17:44.374229] [INFO ] [sig       ] [459/3561] Completed BLFS in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-19T20:17:44.374271] [INFO ] [sig       ] [460/3561] Forecasting BLFY...
[2025-12-19T20:17:44.374301] [INFO ] [sig       ] Generating forecast for: BLFY
[2025-12-19T20:17:44.374332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2025-12-19T20:17:44.385762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2025-12-19T20:17:44.386154] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2025-12-19T20:17:44.386953] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2025-12-19T20:17:44.387007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:44.387038] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:44.387066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:44.387135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:44.450829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:44.451904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:44.451991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:44.452023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:44.581502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:44.581682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:44.581722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:44.581750] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:44.585337] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: UP (p=50.44%)
[2025-12-19T20:17:44.585640] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2025-12-19T20:17:44.585769] [INFO ] [sig       ] BLFY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:44.739316] [INFO ] [LOCAL     ] Saved forecast: BLFY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BLFY.txt
[2025-12-19T20:17:44.739468] [INFO ] [sig       ] [460/3561] Completed BLFY in 0.4s | 2.87 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-19T20:17:44.739509] [INFO ] [sig       ] [461/3561] Forecasting BLK...
[2025-12-19T20:17:44.739538] [INFO ] [sig       ] Generating forecast for: BLK
[2025-12-19T20:17:44.739588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-12-19T20:17:44.751631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2025-12-19T20:17:44.752024] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-12-19T20:17:44.753072] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-12-19T20:17:44.753126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:44.753159] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:44.753187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:44.753248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:44.812986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:44.813884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:44.813969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:44.814002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:44.943128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:44.943508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:44.943547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:44.943602] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:44.947195] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: DOWN (p=43.03%)
[2025-12-19T20:17:44.947723] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-12-19T20:17:44.947857] [INFO ] [sig       ] BLK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:45.102061] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BLK.txt
[2025-12-19T20:17:45.102219] [INFO ] [sig       ] [461/3561] Completed BLK in 0.4s | 2.87 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-19T20:17:45.102261] [INFO ] [sig       ] [462/3561] Forecasting BLKB...
[2025-12-19T20:17:45.102289] [INFO ] [sig       ] Generating forecast for: BLKB
[2025-12-19T20:17:45.102319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2025-12-19T20:17:45.113966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2025-12-19T20:17:45.114358] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2025-12-19T20:17:45.115147] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2025-12-19T20:17:45.115204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:45.115235] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:45.115263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:45.115324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:45.177189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:45.178068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:45.178194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:45.178229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:45.307824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:45.307986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:45.308025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:45.308054] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:45.311832] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: DOWN (p=18.52%)
[2025-12-19T20:17:45.312121] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2025-12-19T20:17:45.312249] [INFO ] [sig       ] BLKB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:45.465874] [INFO ] [LOCAL     ] Saved forecast: BLKB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BLKB.txt
[2025-12-19T20:17:45.466033] [INFO ] [sig       ] [462/3561] Completed BLKB in 0.4s | 2.87 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-19T20:17:45.466075] [INFO ] [sig       ] [463/3561] Forecasting BLMN...
[2025-12-19T20:17:45.466105] [INFO ] [sig       ] Generating forecast for: BLMN
[2025-12-19T20:17:45.466135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2025-12-19T20:17:45.478004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2025-12-19T20:17:45.478413] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2025-12-19T20:17:45.479265] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2025-12-19T20:17:45.479318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:45.479351] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:45.479378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:45.479655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:45.539829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:45.540745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:45.540831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:45.540865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:45.664776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:45.664945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:45.664983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:45.665012] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:45.668321] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: DOWN (p=40.69%)
[2025-12-19T20:17:45.668611] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2025-12-19T20:17:45.668914] [INFO ] [sig       ] BLMN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:45.811843] [INFO ] [LOCAL     ] Saved forecast: BLMN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BLMN.txt
[2025-12-19T20:17:45.812000] [INFO ] [sig       ] [463/3561] Completed BLMN in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-19T20:17:45.812042] [INFO ] [sig       ] [464/3561] Forecasting BLND...
[2025-12-19T20:17:45.812071] [INFO ] [sig       ] Generating forecast for: BLND
[2025-12-19T20:17:45.812102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-12-19T20:17:45.825545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2025-12-19T20:17:45.826046] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-12-19T20:17:45.827098] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-12-19T20:17:45.827153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:45.827186] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:45.827214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:45.827284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:45.888011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:45.888889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:45.888974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:45.889008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:46.017760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:46.017915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:46.017955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:46.017986] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:46.021611] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: DOWN (p=31.94%)
[2025-12-19T20:17:46.021905] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-12-19T20:17:46.022037] [INFO ] [sig       ] BLND: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:46.165210] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BLND.txt
[2025-12-19T20:17:46.165378] [INFO ] [sig       ] [464/3561] Completed BLND in 0.4s | 2.87 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-19T20:17:46.165421] [INFO ] [sig       ] [465/3561] Forecasting BLRX...
[2025-12-19T20:17:46.165452] [INFO ] [sig       ] Generating forecast for: BLRX
[2025-12-19T20:17:46.165484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2025-12-19T20:17:46.177702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2025-12-19T20:17:46.178126] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2025-12-19T20:17:46.178952] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2025-12-19T20:17:46.179004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:46.179036] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:46.179063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:46.179127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:46.239050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:46.239918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:46.240001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:46.240033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:46.361016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:46.361178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:46.361219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:46.361248] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:46.364953] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: DOWN (p=35.52%)
[2025-12-19T20:17:46.365235] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2025-12-19T20:17:46.365360] [INFO ] [sig       ] BLRX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:46.516218] [INFO ] [LOCAL     ] Saved forecast: BLRX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BLRX.txt
[2025-12-19T20:17:46.516405] [INFO ] [sig       ] [465/3561] Completed BLRX in 0.4s | 2.87 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-19T20:17:46.516447] [INFO ] [sig       ] [466/3561] Forecasting BLTE...
[2025-12-19T20:17:46.516477] [INFO ] [sig       ] Generating forecast for: BLTE
[2025-12-19T20:17:46.516506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2025-12-19T20:17:46.528130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2025-12-19T20:17:46.528527] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2025-12-19T20:17:46.529344] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2025-12-19T20:17:46.529409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:46.529442] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:46.529469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:46.529526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:46.587954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:46.588855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:46.588962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:46.588995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:46.715933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:46.716093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:46.716131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:46.716159] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:46.719603] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: DOWN (p=4.33%)
[2025-12-19T20:17:46.719899] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2025-12-19T20:17:46.720026] [INFO ] [sig       ] BLTE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:46.865692] [INFO ] [LOCAL     ] Saved forecast: BLTE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BLTE.txt
[2025-12-19T20:17:46.865847] [INFO ] [sig       ] [466/3561] Completed BLTE in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-19T20:17:46.865887] [INFO ] [sig       ] [467/3561] Forecasting BLX...
[2025-12-19T20:17:46.865917] [INFO ] [sig       ] Generating forecast for: BLX
[2025-12-19T20:17:46.865947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-12-19T20:17:46.878396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2025-12-19T20:17:46.878798] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-12-19T20:17:46.879547] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-12-19T20:17:46.879617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:46.879650] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:46.879677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:46.879732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:46.940067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:46.940913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:46.940997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:46.941029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:47.065145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:47.065304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:47.065522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:47.065551] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:47.069344] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: UP (p=81.77%)
[2025-12-19T20:17:47.069825] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-12-19T20:17:47.069947] [INFO ] [sig       ] BLX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:47.215999] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BLX.txt
[2025-12-19T20:17:47.216153] [INFO ] [sig       ] [467/3561] Completed BLX in 0.4s | 2.87 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-19T20:17:47.216194] [INFO ] [sig       ] [468/3561] Forecasting BLZE...
[2025-12-19T20:17:47.216224] [INFO ] [sig       ] Generating forecast for: BLZE
[2025-12-19T20:17:47.216253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2025-12-19T20:17:47.227181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2025-12-19T20:17:47.227713] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2025-12-19T20:17:47.228680] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2025-12-19T20:17:47.228731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:47.228763] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:47.228790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:47.228846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:47.285024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:47.285889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:47.285972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:47.286005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:47.413220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:47.413590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:47.413632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:47.413661] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:47.417485] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: DOWN (p=12.02%)
[2025-12-19T20:17:47.417831] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2025-12-19T20:17:47.417970] [INFO ] [sig       ] BLZE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:47.563074] [INFO ] [LOCAL     ] Saved forecast: BLZE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BLZE.txt
[2025-12-19T20:17:47.563235] [INFO ] [sig       ] [468/3561] Completed BLZE in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-19T20:17:47.563279] [INFO ] [sig       ] [469/3561] Forecasting BMA...
[2025-12-19T20:17:47.563320] [INFO ] [sig       ] Generating forecast for: BMA
[2025-12-19T20:17:47.563351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-12-19T20:17:47.574634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2025-12-19T20:17:47.575013] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-12-19T20:17:47.575814] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-12-19T20:17:47.575865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:47.575923] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:47.575952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:47.576008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:47.633874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:47.634870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:47.634954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:47.634987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:47.757320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:47.757702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:47.757742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:47.757770] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:47.761723] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=1.35%)
[2025-12-19T20:17:47.761998] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-12-19T20:17:47.762122] [INFO ] [sig       ] BMA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:47.904302] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BMA.txt
[2025-12-19T20:17:47.904468] [INFO ] [sig       ] [469/3561] Completed BMA in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-19T20:17:47.904511] [INFO ] [sig       ] [470/3561] Forecasting BMBL...
[2025-12-19T20:17:47.904540] [INFO ] [sig       ] Generating forecast for: BMBL
[2025-12-19T20:17:47.904586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-12-19T20:17:47.916245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-12-19T20:17:47.916681] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2025-12-19T20:17:47.917497] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2025-12-19T20:17:47.917552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:47.917613] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:47.917644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:47.917702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:47.975617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:47.976440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:47.976522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:47.976555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:48.103742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:48.103901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:48.103940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:48.103967] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:48.107447] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: UP (p=85.73%)
[2025-12-19T20:17:48.107782] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2025-12-19T20:17:48.107934] [INFO ] [sig       ] BMBL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:48.251871] [INFO ] [LOCAL     ] Saved forecast: BMBL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BMBL.txt
[2025-12-19T20:17:48.252032] [INFO ] [sig       ] [470/3561] Completed BMBL in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-19T20:17:48.252073] [INFO ] [sig       ] [471/3561] Forecasting BME...
[2025-12-19T20:17:48.252102] [INFO ] [sig       ] Generating forecast for: BME
[2025-12-19T20:17:48.252133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-12-19T20:17:48.263994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2025-12-19T20:17:48.264394] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-12-19T20:17:48.265182] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-12-19T20:17:48.265236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:48.265270] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:48.265295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:48.265350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:48.323873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:48.324692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:48.324773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:48.324805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:48.449329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:48.449714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:48.449754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:48.449785] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:48.453399] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: DOWN (p=49.18%)
[2025-12-19T20:17:48.453772] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-12-19T20:17:48.453909] [INFO ] [sig       ] BME: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:48.598601] [INFO ] [LOCAL     ] Saved forecast: BME	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BME.txt
[2025-12-19T20:17:48.598791] [INFO ] [sig       ] [471/3561] Completed BME in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-19T20:17:48.598835] [INFO ] [sig       ] [472/3561] Forecasting BMEZ...
[2025-12-19T20:17:48.598865] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-12-19T20:17:48.598897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-12-19T20:17:48.610490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2025-12-19T20:17:48.610857] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-12-19T20:17:48.611650] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-12-19T20:17:48.611703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:48.611736] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:48.611764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:48.611821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:48.669002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:48.669883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:48.669966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:48.669998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:48.792069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:48.792229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:48.792268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:48.792343] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:48.796121] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: UP (p=98.28%)
[2025-12-19T20:17:48.796424] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-12-19T20:17:48.796559] [INFO ] [sig       ] BMEZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:48.938012] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BMEZ.txt
[2025-12-19T20:17:48.938177] [INFO ] [sig       ] [472/3561] Completed BMEZ in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-19T20:17:48.938219] [INFO ] [sig       ] [473/3561] Forecasting BMI...
[2025-12-19T20:17:48.938250] [INFO ] [sig       ] Generating forecast for: BMI
[2025-12-19T20:17:48.938279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-12-19T20:17:48.949540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2025-12-19T20:17:48.949899] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-12-19T20:17:48.950674] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-12-19T20:17:48.950724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:48.950756] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:48.950783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:48.950839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:49.007489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:49.008324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:49.008408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:49.008440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:49.130666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:49.130822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:49.130881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:49.130910] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:49.134213] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: UP (p=70.09%)
[2025-12-19T20:17:49.134491] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-12-19T20:17:49.134638] [INFO ] [sig       ] BMI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:49.276480] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BMI.txt
[2025-12-19T20:17:49.276657] [INFO ] [sig       ] [473/3561] Completed BMI in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-19T20:17:49.276700] [INFO ] [sig       ] [474/3561] Forecasting BMO...
[2025-12-19T20:17:49.276729] [INFO ] [sig       ] Generating forecast for: BMO
[2025-12-19T20:17:49.276760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-12-19T20:17:49.288251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2025-12-19T20:17:49.288692] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-12-19T20:17:49.289470] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-12-19T20:17:49.289522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:49.289554] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:49.289605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:49.289665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:49.345669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:49.346733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:49.346814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:49.346846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:49.476489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:49.476670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:49.476710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:49.476739] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:49.480337] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: DOWN (p=0.66%)
[2025-12-19T20:17:49.480636] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-12-19T20:17:49.480763] [INFO ] [sig       ] BMO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:49.626149] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BMO.txt
[2025-12-19T20:17:49.626304] [INFO ] [sig       ] [474/3561] Completed BMO in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-19T20:17:49.626345] [INFO ] [sig       ] [475/3561] Forecasting BMRA...
[2025-12-19T20:17:49.626374] [INFO ] [sig       ] Generating forecast for: BMRA
[2025-12-19T20:17:49.626405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2025-12-19T20:17:49.640730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2025-12-19T20:17:49.641149] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2025-12-19T20:17:49.641972] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2025-12-19T20:17:49.642024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:49.642055] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:49.642081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:49.642136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:49.701770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:49.702640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:49.702723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:49.702757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:49.836385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:49.836563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:49.836627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:49.836656] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:49.840852] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: UP (p=92.66%)
[2025-12-19T20:17:49.841280] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2025-12-19T20:17:49.841452] [INFO ] [sig       ] BMRA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:49.996718] [INFO ] [LOCAL     ] Saved forecast: BMRA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BMRA.txt
[2025-12-19T20:17:49.996875] [INFO ] [sig       ] [475/3561] Completed BMRA in 0.4s | 2.87 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-19T20:17:49.996917] [INFO ] [sig       ] [476/3561] Forecasting BMRC...
[2025-12-19T20:17:49.996948] [INFO ] [sig       ] Generating forecast for: BMRC
[2025-12-19T20:17:49.996979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2025-12-19T20:17:50.009973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2025-12-19T20:17:50.010416] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2025-12-19T20:17:50.011285] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2025-12-19T20:17:50.011340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:50.011383] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:50.011419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:50.011478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:50.073503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:50.074323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:50.074409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:50.074443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:50.212782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:50.212945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:50.212987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:50.213016] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:50.217042] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: DOWN (p=40.46%)
[2025-12-19T20:17:50.217355] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2025-12-19T20:17:50.217487] [INFO ] [sig       ] BMRC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:50.369321] [INFO ] [LOCAL     ] Saved forecast: BMRC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BMRC.txt
[2025-12-19T20:17:50.369476] [INFO ] [sig       ] [476/3561] Completed BMRC in 0.4s | 2.87 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-19T20:17:50.369518] [INFO ] [sig       ] [477/3561] Forecasting BMRN...
[2025-12-19T20:17:50.369558] [INFO ] [sig       ] Generating forecast for: BMRN
[2025-12-19T20:17:50.369628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2025-12-19T20:17:50.382004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2025-12-19T20:17:50.382382] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2025-12-19T20:17:50.383730] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2025-12-19T20:17:50.383786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:50.383835] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:50.383874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:50.383956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:50.447975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:50.448895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:50.449005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:50.449040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:50.575323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:50.575480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:50.575529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:50.575616] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:50.579135] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: DOWN (p=3.34%)
[2025-12-19T20:17:50.579440] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2025-12-19T20:17:50.579564] [INFO ] [sig       ] BMRN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:50.733729] [INFO ] [LOCAL     ] Saved forecast: BMRN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BMRN.txt
[2025-12-19T20:17:50.733877] [INFO ] [sig       ] [477/3561] Completed BMRN in 0.4s | 2.87 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-19T20:17:50.733920] [INFO ] [sig       ] [478/3561] Forecasting BMY...
[2025-12-19T20:17:50.733950] [INFO ] [sig       ] Generating forecast for: BMY
[2025-12-19T20:17:50.733982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-12-19T20:17:50.746159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2025-12-19T20:17:50.746556] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-12-19T20:17:50.747405] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-12-19T20:17:50.747468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:50.747517] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:50.747553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:50.747636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:50.810464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:50.811387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:50.811471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:50.811503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:50.942116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:50.942284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:50.942339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:50.942380] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:50.946032] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: DOWN (p=49.78%)
[2025-12-19T20:17:50.946378] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-12-19T20:17:50.946519] [INFO ] [sig       ] BMY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:51.103373] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BMY.txt
[2025-12-19T20:17:51.103540] [INFO ] [sig       ] [478/3561] Completed BMY in 0.4s | 2.87 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-19T20:17:51.103601] [INFO ] [sig       ] [479/3561] Forecasting BN...
[2025-12-19T20:17:51.103635] [INFO ] [sig       ] Generating forecast for: BN
[2025-12-19T20:17:51.103666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-12-19T20:17:51.116761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2025-12-19T20:17:51.117152] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-12-19T20:17:51.117998] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-12-19T20:17:51.118052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:51.118099] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:51.118129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:51.118187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:51.181027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:51.181983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:51.182142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:51.182189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:51.315399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:51.315590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:51.315646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:51.315678] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:51.319213] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: DOWN (p=17.00%)
[2025-12-19T20:17:51.319501] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-12-19T20:17:51.319659] [INFO ] [sig       ] BN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:51.468369] [INFO ] [LOCAL     ] Saved forecast: BN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BN.txt
[2025-12-19T20:17:51.468516] [INFO ] [sig       ] [479/3561] Completed BN in 0.4s | 2.87 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-19T20:17:51.468566] [INFO ] [sig       ] [480/3561] Forecasting BND...
[2025-12-19T20:17:51.468614] [INFO ] [sig       ] Generating forecast for: BND
[2025-12-19T20:17:51.468662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2025-12-19T20:17:51.482809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2025-12-19T20:17:51.483204] [INFO ] [FORECASTER] Starting predict_future for BND
[2025-12-19T20:17:51.484042] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2025-12-19T20:17:51.484096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:51.484129] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:51.484157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:51.484226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:51.546140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:51.547036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:51.547137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:51.547178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:51.685454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:51.685816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:51.685858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:51.685888] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:51.689764] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: UP (p=79.72%)
[2025-12-19T20:17:51.690041] [INFO ] [FORECASTER] Completed predict_future for BND
[2025-12-19T20:17:51.690168] [INFO ] [sig       ] BND: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:51.837793] [INFO ] [LOCAL     ] Saved forecast: BND	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BND.txt
[2025-12-19T20:17:51.837932] [INFO ] [sig       ] [480/3561] Completed BND in 0.4s | 2.87 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-19T20:17:51.837975] [INFO ] [sig       ] [481/3561] Forecasting BNDX...
[2025-12-19T20:17:51.838014] [INFO ] [sig       ] Generating forecast for: BNDX
[2025-12-19T20:17:51.838048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2025-12-19T20:17:51.851163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2025-12-19T20:17:51.851548] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2025-12-19T20:17:51.852338] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2025-12-19T20:17:51.852391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:51.852424] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:51.852453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:51.852512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:51.917429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:51.918142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:51.918225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:51.918258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:52.052650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:52.052816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:52.052865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:52.052895] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:52.056927] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: UP (p=76.30%)
[2025-12-19T20:17:52.057205] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2025-12-19T20:17:52.057334] [INFO ] [sig       ] BNDX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:52.207504] [INFO ] [LOCAL     ] Saved forecast: BNDX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BNDX.txt
[2025-12-19T20:17:52.207673] [INFO ] [sig       ] [481/3561] Completed BNDX in 0.4s | 2.87 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-19T20:17:52.207717] [INFO ] [sig       ] [482/3561] Forecasting BNED...
[2025-12-19T20:17:52.207749] [INFO ] [sig       ] Generating forecast for: BNED
[2025-12-19T20:17:52.207782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-12-19T20:17:52.222279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2025-12-19T20:17:52.222854] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-12-19T20:17:52.223669] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-12-19T20:17:52.223723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:52.223763] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:52.223797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:52.223868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:52.288204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:52.289026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:52.289112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:52.289145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:52.421807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:52.421966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:52.422006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:52.422045] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:52.425472] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: UP (p=86.63%)
[2025-12-19T20:17:52.425781] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-12-19T20:17:52.425932] [INFO ] [sig       ] BNED: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:52.575675] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BNED.txt
[2025-12-19T20:17:52.575901] [INFO ] [sig       ] [482/3561] Completed BNED in 0.4s | 2.87 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-19T20:17:52.575953] [INFO ] [sig       ] [483/3561] Forecasting BNGO...
[2025-12-19T20:17:52.575984] [INFO ] [sig       ] Generating forecast for: BNGO
[2025-12-19T20:17:52.576015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2025-12-19T20:17:52.588347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2025-12-19T20:17:52.588747] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2025-12-19T20:17:52.589527] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2025-12-19T20:17:52.589599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:52.589636] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:52.589666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:52.589723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:52.651431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:52.652278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:52.652362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:52.652396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:52.779199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:52.779366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:52.779414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:52.779450] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:52.783190] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: DOWN (p=48.78%)
[2025-12-19T20:17:52.783478] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2025-12-19T20:17:52.783627] [INFO ] [sig       ] BNGO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:52.929954] [INFO ] [LOCAL     ] Saved forecast: BNGO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BNGO.txt
[2025-12-19T20:17:52.930104] [INFO ] [sig       ] [483/3561] Completed BNGO in 0.4s | 2.87 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-19T20:17:52.930148] [INFO ] [sig       ] [484/3561] Forecasting BNH...
[2025-12-19T20:17:52.930178] [INFO ] [sig       ] Generating forecast for: BNH
[2025-12-19T20:17:52.930210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-12-19T20:17:52.942610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2025-12-19T20:17:52.943013] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-12-19T20:17:52.943929] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-12-19T20:17:52.943981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:52.944013] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:52.944041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:52.944098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:53.006051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:53.006953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:53.007036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:53.007070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:53.130732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:53.130889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:53.130932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:53.130997] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:53.134772] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=14.22%)
[2025-12-19T20:17:53.135091] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-12-19T20:17:53.135245] [INFO ] [sig       ] BNH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:53.283195] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BNH.txt
[2025-12-19T20:17:53.283344] [INFO ] [sig       ] [484/3561] Completed BNH in 0.4s | 2.87 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-19T20:17:53.283400] [INFO ] [sig       ] [485/3561] Forecasting BNJ...
[2025-12-19T20:17:53.283453] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-12-19T20:17:53.283506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-12-19T20:17:53.295222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2025-12-19T20:17:53.295601] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-12-19T20:17:53.296379] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-12-19T20:17:53.296432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:53.296466] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:53.296494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:53.296556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:53.357052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:53.357816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:53.357898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:53.357932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:53.482105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:53.482272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:53.482332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:53.482379] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:53.485994] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=77.82%)
[2025-12-19T20:17:53.486274] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-12-19T20:17:53.486425] [INFO ] [sig       ] BNJ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:53.638840] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BNJ.txt
[2025-12-19T20:17:53.638989] [INFO ] [sig       ] [485/3561] Completed BNJ in 0.4s | 2.87 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-19T20:17:53.639031] [INFO ] [sig       ] [486/3561] Forecasting BNL...
[2025-12-19T20:17:53.639061] [INFO ] [sig       ] Generating forecast for: BNL
[2025-12-19T20:17:53.639091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-12-19T20:17:53.652456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2025-12-19T20:17:53.652926] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-12-19T20:17:53.653960] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-12-19T20:17:53.654024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:53.654122] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:53.654164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:53.654250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:53.716175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:53.717219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:53.717322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:53.717363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:53.848256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:53.848418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:53.848461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:53.848490] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:53.852351] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: UP (p=90.58%)
[2025-12-19T20:17:53.852665] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-12-19T20:17:53.852802] [INFO ] [sig       ] BNL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:54.001294] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BNL.txt
[2025-12-19T20:17:54.001433] [INFO ] [sig       ] [486/3561] Completed BNL in 0.4s | 2.87 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-19T20:17:54.001475] [INFO ] [sig       ] [487/3561] Forecasting BNS...
[2025-12-19T20:17:54.001505] [INFO ] [sig       ] Generating forecast for: BNS
[2025-12-19T20:17:54.001536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-12-19T20:17:54.016420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2025-12-19T20:17:54.017054] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-12-19T20:17:54.018051] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-12-19T20:17:54.018107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:54.018141] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:54.018170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:54.018232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:54.074393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:54.075328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:54.075414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:54.075446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:54.198737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:54.198917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:54.198961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:54.198990] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:54.202385] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=96.63%)
[2025-12-19T20:17:54.202674] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-12-19T20:17:54.202801] [INFO ] [sig       ] BNS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:54.357149] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BNS.txt
[2025-12-19T20:17:54.357314] [INFO ] [sig       ] [487/3561] Completed BNS in 0.4s | 2.87 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-19T20:17:54.357366] [INFO ] [sig       ] [488/3561] Forecasting BNTC...
[2025-12-19T20:17:54.357397] [INFO ] [sig       ] Generating forecast for: BNTC
[2025-12-19T20:17:54.357434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2025-12-19T20:17:54.369561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2025-12-19T20:17:54.369972] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2025-12-19T20:17:54.370758] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2025-12-19T20:17:54.370809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:54.370840] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:54.370866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:54.370934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:54.425679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:54.426417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:54.426536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:54.426586] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:54.545896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:54.546059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:54.546098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:54.546125] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:54.549516] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: UP (p=77.30%)
[2025-12-19T20:17:54.549812] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2025-12-19T20:17:54.549959] [INFO ] [sig       ] BNTC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:54.685212] [INFO ] [LOCAL     ] Saved forecast: BNTC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BNTC.txt
[2025-12-19T20:17:54.685354] [INFO ] [sig       ] [488/3561] Completed BNTC in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-19T20:17:54.685394] [INFO ] [sig       ] [489/3561] Forecasting BNTX...
[2025-12-19T20:17:54.685423] [INFO ] [sig       ] Generating forecast for: BNTX
[2025-12-19T20:17:54.685454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2025-12-19T20:17:54.697966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2025-12-19T20:17:54.698378] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2025-12-19T20:17:54.699204] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2025-12-19T20:17:54.699257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:54.699289] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:54.699315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:54.699371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:54.755417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:54.756342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:54.756433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:54.756466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:54.874296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:54.874472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:54.874512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:54.874603] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:54.878185] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: UP (p=92.53%)
[2025-12-19T20:17:54.878539] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2025-12-19T20:17:54.878708] [INFO ] [sig       ] BNTX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:55.032013] [INFO ] [LOCAL     ] Saved forecast: BNTX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BNTX.txt
[2025-12-19T20:17:55.032228] [INFO ] [sig       ] [489/3561] Completed BNTX in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-19T20:17:55.032287] [INFO ] [sig       ] [490/3561] Forecasting BNY...
[2025-12-19T20:17:55.032328] [INFO ] [sig       ] Generating forecast for: BNY
[2025-12-19T20:17:55.032371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-12-19T20:17:55.047541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNY'.
[2025-12-19T20:17:55.048074] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-12-19T20:17:55.049252] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-12-19T20:17:55.049353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:55.049406] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:55.049447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:55.049532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:55.115071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:55.115993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:55.116081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:55.116115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:55.237663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:55.237828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:55.237868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:55.237897] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:55.241256] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: UP (p=85.97%)
[2025-12-19T20:17:55.241584] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-12-19T20:17:55.241716] [INFO ] [sig       ] BNY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:55.388004] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BNY.txt
[2025-12-19T20:17:55.388163] [INFO ] [sig       ] [490/3561] Completed BNY in 0.4s | 2.87 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-19T20:17:55.388203] [INFO ] [sig       ] [491/3561] Forecasting BNZI...
[2025-12-19T20:17:55.388234] [INFO ] [sig       ] Generating forecast for: BNZI
[2025-12-19T20:17:55.388274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNZI' from 'https://tdm.silogroup.org/data/derivative_storage/BNZI.csv'.
[2025-12-19T20:17:55.399884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNZI'.
[2025-12-19T20:17:55.400304] [INFO ] [FORECASTER] Starting predict_future for BNZI
[2025-12-19T20:17:55.401131] [DEBUG] [LOCAL     ] No optimal features file found for BNZI: ./output/feature-sets/BNZI.txt
[2025-12-19T20:17:55.401183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:55.401215] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:55.401241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:55.401298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:55.460998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:55.462087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:55.462208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:55.462248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:55.578700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:55.578869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:55.578908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:55.578936] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:55.582389] [DEBUG] [FORECASTER] BNZI: Forecast T+1@11:T+2@11: DOWN (p=15.46%)
[2025-12-19T20:17:55.582731] [INFO ] [FORECASTER] Completed predict_future for BNZI
[2025-12-19T20:17:55.582866] [INFO ] [sig       ] BNZI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:55.724647] [INFO ] [LOCAL     ] Saved forecast: BNZI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BNZI.txt
[2025-12-19T20:17:55.724811] [INFO ] [sig       ] [491/3561] Completed BNZI in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-19T20:17:55.724857] [INFO ] [sig       ] [492/3561] Forecasting BOC...
[2025-12-19T20:17:55.724893] [INFO ] [sig       ] Generating forecast for: BOC
[2025-12-19T20:17:55.724924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-12-19T20:17:55.736667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2025-12-19T20:17:55.737079] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-12-19T20:17:55.737960] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-12-19T20:17:55.738014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:55.738047] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:55.738075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:55.738133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:55.795309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:55.796237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:55.796331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:55.796363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:55.918119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:55.918290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:55.918330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:55.918359] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:55.922010] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=93.86%)
[2025-12-19T20:17:55.922359] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-12-19T20:17:55.922505] [INFO ] [sig       ] BOC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:56.064184] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BOC.txt
[2025-12-19T20:17:56.064388] [INFO ] [sig       ] [492/3561] Completed BOC in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-19T20:17:56.064453] [INFO ] [sig       ] [493/3561] Forecasting BOE...
[2025-12-19T20:17:56.064496] [INFO ] [sig       ] Generating forecast for: BOE
[2025-12-19T20:17:56.064538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-12-19T20:17:56.078835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2025-12-19T20:17:56.079312] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-12-19T20:17:56.080397] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-12-19T20:17:56.080458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:56.080492] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:56.080521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:56.080789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:56.155094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:56.155988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:56.156072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:56.156106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:56.279016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:56.279180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:56.279219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:56.279248] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:56.282695] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: DOWN (p=34.18%)
[2025-12-19T20:17:56.283024] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-12-19T20:17:56.283157] [INFO ] [sig       ] BOE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:56.431908] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BOE.txt
[2025-12-19T20:17:56.432067] [INFO ] [sig       ] [493/3561] Completed BOE in 0.4s | 2.87 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-19T20:17:56.432114] [INFO ] [sig       ] [494/3561] Forecasting BOF...
[2025-12-19T20:17:56.432145] [INFO ] [sig       ] Generating forecast for: BOF
[2025-12-19T20:17:56.432175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2025-12-19T20:17:56.444206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2025-12-19T20:17:56.444830] [INFO ] [FORECASTER] Starting predict_future for BOF
[2025-12-19T20:17:56.445940] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2025-12-19T20:17:56.445997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:56.446030] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:56.446057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:56.446114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:56.506381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:56.507256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:56.507354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:56.507388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:56.642764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:56.642932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:56.642970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:56.642997] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:56.646952] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: DOWN (p=16.07%)
[2025-12-19T20:17:56.647258] [INFO ] [FORECASTER] Completed predict_future for BOF
[2025-12-19T20:17:56.647384] [INFO ] [sig       ] BOF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:56.797056] [INFO ] [LOCAL     ] Saved forecast: BOF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BOF.txt
[2025-12-19T20:17:56.797211] [INFO ] [sig       ] [494/3561] Completed BOF in 0.4s | 2.87 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-19T20:17:56.797250] [INFO ] [sig       ] [495/3561] Forecasting BOH...
[2025-12-19T20:17:56.797281] [INFO ] [sig       ] Generating forecast for: BOH
[2025-12-19T20:17:56.797310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-12-19T20:17:56.809475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2025-12-19T20:17:56.810139] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-12-19T20:17:56.811097] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-12-19T20:17:56.811154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:56.811186] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:56.811213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:56.811271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:56.869962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:56.870844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:56.870926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:56.870958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:57.004832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:57.004999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:57.005040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:57.005069] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:57.008456] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: UP (p=87.44%)
[2025-12-19T20:17:57.008804] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-12-19T20:17:57.008939] [INFO ] [sig       ] BOH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:57.155550] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BOH.txt
[2025-12-19T20:17:57.155733] [INFO ] [sig       ] [495/3561] Completed BOH in 0.4s | 2.87 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-19T20:17:57.155774] [INFO ] [sig       ] [496/3561] Forecasting BOKF...
[2025-12-19T20:17:57.155805] [INFO ] [sig       ] Generating forecast for: BOKF
[2025-12-19T20:17:57.155834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2025-12-19T20:17:57.168418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2025-12-19T20:17:57.168849] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2025-12-19T20:17:57.169725] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2025-12-19T20:17:57.169779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:57.169811] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:57.169840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:57.169898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:57.231328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:57.232413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:57.232551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:57.232606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:57.354320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:57.354463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:57.354501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:57.354529] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:57.357960] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: UP (p=94.41%)
[2025-12-19T20:17:57.358220] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2025-12-19T20:17:57.358343] [INFO ] [sig       ] BOKF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:57.496591] [INFO ] [LOCAL     ] Saved forecast: BOKF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BOKF.txt
[2025-12-19T20:17:57.496931] [INFO ] [sig       ] [496/3561] Completed BOKF in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-19T20:17:57.496970] [INFO ] [sig       ] [497/3561] Forecasting BOLD...
[2025-12-19T20:17:57.497001] [INFO ] [sig       ] Generating forecast for: BOLD
[2025-12-19T20:17:57.497030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2025-12-19T20:17:57.508510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2025-12-19T20:17:57.508864] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2025-12-19T20:17:57.509649] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2025-12-19T20:17:57.509699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:57.509731] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:57.509757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:57.509813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:57.568491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:57.569380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:57.569459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:57.569492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:57.687350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:57.687496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:57.687552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:57.687600] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:57.691084] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2025-12-19T20:17:57.691344] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2025-12-19T20:17:57.691461] [INFO ] [sig       ] BOLD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:57.829515] [INFO ] [LOCAL     ] Saved forecast: BOLD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BOLD.txt
[2025-12-19T20:17:57.829645] [INFO ] [sig       ] [497/3561] Completed BOLD in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-19T20:17:57.829686] [INFO ] [sig       ] [498/3561] Forecasting BOND...
[2025-12-19T20:17:57.829902] [INFO ] [sig       ] Generating forecast for: BOND
[2025-12-19T20:17:57.829931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-12-19T20:17:57.841486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2025-12-19T20:17:57.841844] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-12-19T20:17:57.842623] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-12-19T20:17:57.842675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:57.842707] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:57.842733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:57.842789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:57.898789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:57.899389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:57.899467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:57.899499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:58.023888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:58.024025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:58.024062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:58.024089] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:58.027299] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=67.92%)
[2025-12-19T20:17:58.027560] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-12-19T20:17:58.027697] [INFO ] [sig       ] BOND: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:58.165463] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BOND.txt
[2025-12-19T20:17:58.165596] [INFO ] [sig       ] [498/3561] Completed BOND in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-19T20:17:58.165638] [INFO ] [sig       ] [499/3561] Forecasting BOOM...
[2025-12-19T20:17:58.165668] [INFO ] [sig       ] Generating forecast for: BOOM
[2025-12-19T20:17:58.165699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2025-12-19T20:17:58.176780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2025-12-19T20:17:58.177211] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2025-12-19T20:17:58.178035] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2025-12-19T20:17:58.178088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:58.178120] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:58.178147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:58.178204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:58.235589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:58.236473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:58.236557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:58.236610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:58.356598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:58.356752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:58.356791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:58.356821] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:58.360170] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: UP (p=98.47%)
[2025-12-19T20:17:58.360439] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2025-12-19T20:17:58.360563] [INFO ] [sig       ] BOOM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:58.505203] [INFO ] [LOCAL     ] Saved forecast: BOOM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BOOM.txt
[2025-12-19T20:17:58.505391] [INFO ] [sig       ] [499/3561] Completed BOOM in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-19T20:17:58.505447] [INFO ] [sig       ] [500/3561] Forecasting BOTZ...
[2025-12-19T20:17:58.505489] [INFO ] [sig       ] Generating forecast for: BOTZ
[2025-12-19T20:17:58.505530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2025-12-19T20:17:58.517331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2025-12-19T20:17:58.517912] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2025-12-19T20:17:58.518942] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2025-12-19T20:17:58.518994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:58.519027] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:58.519055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:58.519111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:58.576140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:58.576718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:58.576810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:58.576843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:58.694354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:58.694498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:58.694535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:58.694563] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:58.697827] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: UP (p=80.53%)
[2025-12-19T20:17:58.698089] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2025-12-19T20:17:58.698208] [INFO ] [sig       ] BOTZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:58.835372] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BOTZ.txt
[2025-12-19T20:17:58.835502] [INFO ] [sig       ] [500/3561] Completed BOTZ in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-19T20:17:58.835547] [INFO ] [sig       ] [501/3561] Forecasting BOX...
[2025-12-19T20:17:58.835600] [INFO ] [sig       ] Generating forecast for: BOX
[2025-12-19T20:17:58.835631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-12-19T20:17:58.846516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2025-12-19T20:17:58.846875] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-12-19T20:17:58.847664] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-12-19T20:17:58.847716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:58.847761] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:58.847791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:58.847849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:58.905982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:58.906555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:58.906651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:58.906877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:59.027978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:59.028115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:59.028157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:59.028186] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:59.031457] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=89.79%)
[2025-12-19T20:17:59.031739] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-12-19T20:17:59.031861] [INFO ] [sig       ] BOX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:17:59.168930] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BOX.txt
[2025-12-19T20:17:59.169049] [INFO ] [sig       ] [501/3561] Completed BOX in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-19T20:17:59.169087] [INFO ] [sig       ] [502/3561] Forecasting BP...
[2025-12-19T20:17:59.169117] [INFO ] [sig       ] Generating forecast for: BP
[2025-12-19T20:17:59.169146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-12-19T20:17:59.180165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2025-12-19T20:17:59.180521] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-12-19T20:17:59.181502] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-12-19T20:17:59.181552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:59.181796] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:59.181824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:59.181878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:59.238123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:59.238995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:59.239077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:59.239109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:59.359505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:59.359682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:59.359720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:59.359748] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:59.363056] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: DOWN (p=32.19%)
[2025-12-19T20:17:59.363317] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-12-19T20:17:59.363434] [INFO ] [sig       ] BP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:59.500332] [INFO ] [LOCAL     ] Saved forecast: BP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BP.txt
[2025-12-19T20:17:59.500437] [INFO ] [sig       ] [502/3561] Completed BP in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-19T20:17:59.500477] [INFO ] [sig       ] [503/3561] Forecasting BPOP...
[2025-12-19T20:17:59.500508] [INFO ] [sig       ] Generating forecast for: BPOP
[2025-12-19T20:17:59.500537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2025-12-19T20:17:59.511864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2025-12-19T20:17:59.512195] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2025-12-19T20:17:59.512965] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2025-12-19T20:17:59.513016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:59.513072] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:59.513101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:59.513158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:59.569484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:59.570094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:59.570171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:59.570203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:17:59.690631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:17:59.690779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:17:59.690817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:17:59.690844] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:17:59.694081] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: DOWN (p=31.37%)
[2025-12-19T20:17:59.694368] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2025-12-19T20:17:59.694488] [INFO ] [sig       ] BPOP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:17:59.832790] [INFO ] [LOCAL     ] Saved forecast: BPOP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BPOP.txt
[2025-12-19T20:17:59.832919] [INFO ] [sig       ] [503/3561] Completed BPOP in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-19T20:17:59.832958] [INFO ] [sig       ] [504/3561] Forecasting BPRN...
[2025-12-19T20:17:59.832988] [INFO ] [sig       ] Generating forecast for: BPRN
[2025-12-19T20:17:59.833017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2025-12-19T20:17:59.842858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2025-12-19T20:17:59.843121] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2025-12-19T20:17:59.843965] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2025-12-19T20:17:59.844019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:17:59.844053] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:17:59.844082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:17:59.844141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:17:59.901930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:17:59.902551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:17:59.902648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:17:59.902682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:00.003382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:00.003525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:00.003563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:00.003610] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:00.006839] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-12-19T20:18:00.007100] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2025-12-19T20:18:00.007217] [INFO ] [sig       ] BPRN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:00.143527] [INFO ] [LOCAL     ] Saved forecast: BPRN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BPRN.txt
[2025-12-19T20:18:00.143681] [INFO ] [sig       ] [504/3561] Completed BPRN in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-19T20:18:00.143721] [INFO ] [sig       ] [505/3561] Forecasting BPYPM...
[2025-12-19T20:18:00.143757] [INFO ] [sig       ] Generating forecast for: BPYPM
[2025-12-19T20:18:00.143788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2025-12-19T20:18:00.155090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2025-12-19T20:18:00.155455] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2025-12-19T20:18:00.156292] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2025-12-19T20:18:00.156346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:00.156380] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:00.156408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:00.156467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:00.216098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:00.217004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:00.217093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:00.217126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:00.325417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:00.325593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:00.325634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:00.325663] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:00.329063] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: UP (p=98.33%)
[2025-12-19T20:18:00.329341] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2025-12-19T20:18:00.329466] [INFO ] [sig       ] BPYPM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:00.468095] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BPYPM.txt
[2025-12-19T20:18:00.468225] [INFO ] [sig       ] [505/3561] Completed BPYPM in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-19T20:18:00.468264] [INFO ] [sig       ] [506/3561] Forecasting BPYPO...
[2025-12-19T20:18:00.468293] [INFO ] [sig       ] Generating forecast for: BPYPO
[2025-12-19T20:18:00.468323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2025-12-19T20:18:00.479622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2025-12-19T20:18:00.479966] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2025-12-19T20:18:00.480774] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2025-12-19T20:18:00.480827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:00.480861] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:00.480890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:00.480948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:00.537767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:00.538377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:00.538453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:00.538484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:00.634848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:00.634989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:00.635028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:00.635088] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:00.639458] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: UP (p=90.73%)
[2025-12-19T20:18:00.639812] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2025-12-19T20:18:00.640135] [INFO ] [sig       ] BPYPO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:00.782641] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BPYPO.txt
[2025-12-19T20:18:00.782788] [INFO ] [sig       ] [506/3561] Completed BPYPO in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-19T20:18:00.782826] [INFO ] [sig       ] [507/3561] Forecasting BPYPP...
[2025-12-19T20:18:00.782858] [INFO ] [sig       ] Generating forecast for: BPYPP
[2025-12-19T20:18:00.782889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2025-12-19T20:18:00.794404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2025-12-19T20:18:00.794772] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2025-12-19T20:18:00.795617] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2025-12-19T20:18:00.795673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:00.795706] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:00.795735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:00.795792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:00.851867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:00.852480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:00.852556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:00.852605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:00.968804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:00.969010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:00.969050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:00.969079] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:00.972517] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: DOWN (p=12.08%)
[2025-12-19T20:18:00.973005] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2025-12-19T20:18:00.973127] [INFO ] [sig       ] BPYPP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:01.124142] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BPYPP.txt
[2025-12-19T20:18:01.124296] [INFO ] [sig       ] [507/3561] Completed BPYPP in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-19T20:18:01.124338] [INFO ] [sig       ] [508/3561] Forecasting BRAG...
[2025-12-19T20:18:01.124368] [INFO ] [sig       ] Generating forecast for: BRAG
[2025-12-19T20:18:01.124407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2025-12-19T20:18:01.137884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2025-12-19T20:18:01.138261] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2025-12-19T20:18:01.139132] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2025-12-19T20:18:01.139185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:01.139219] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:01.139247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:01.139305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:01.199196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:01.200007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:01.200088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:01.200119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:01.331672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:01.331796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:01.331853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:01.331902] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:01.335508] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: UP (p=54.79%)
[2025-12-19T20:18:01.335863] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2025-12-19T20:18:01.336002] [INFO ] [sig       ] BRAG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:01.486751] [INFO ] [LOCAL     ] Saved forecast: BRAG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BRAG.txt
[2025-12-19T20:18:01.486896] [INFO ] [sig       ] [508/3561] Completed BRAG in 0.4s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-19T20:18:01.486936] [INFO ] [sig       ] [509/3561] Forecasting BRC...
[2025-12-19T20:18:01.486979] [INFO ] [sig       ] Generating forecast for: BRC
[2025-12-19T20:18:01.487025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-12-19T20:18:01.499482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2025-12-19T20:18:01.500099] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-12-19T20:18:01.500941] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-12-19T20:18:01.500993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:01.501025] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:01.501052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:01.501110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:01.563431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:01.564398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:01.564510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:01.564559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:01.685952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:01.686113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:01.686151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:01.686179] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:01.689544] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: DOWN (p=39.28%)
[2025-12-19T20:18:01.689829] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-12-19T20:18:01.689951] [INFO ] [sig       ] BRC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:01.827888] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BRC.txt
[2025-12-19T20:18:01.828071] [INFO ] [sig       ] [509/3561] Completed BRC in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-19T20:18:01.828118] [INFO ] [sig       ] [510/3561] Forecasting BRCC...
[2025-12-19T20:18:01.828149] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-12-19T20:18:01.828189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-12-19T20:18:01.841409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRCC'.
[2025-12-19T20:18:01.841788] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-12-19T20:18:01.842695] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-12-19T20:18:01.842748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:01.842783] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:01.842809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:01.842865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:01.906629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:01.907917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:01.908030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:01.908067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:02.044489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:02.044658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:02.044697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:02.044727] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:02.048446] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: DOWN (p=20.61%)
[2025-12-19T20:18:02.048754] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-12-19T20:18:02.048877] [INFO ] [sig       ] BRCC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:02.189370] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BRCC.txt
[2025-12-19T20:18:02.189534] [INFO ] [sig       ] [510/3561] Completed BRCC in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-19T20:18:02.189608] [INFO ] [sig       ] [511/3561] Forecasting BRO...
[2025-12-19T20:18:02.189647] [INFO ] [sig       ] Generating forecast for: BRO
[2025-12-19T20:18:02.189683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-12-19T20:18:02.201013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2025-12-19T20:18:02.201366] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-12-19T20:18:02.202170] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-12-19T20:18:02.202221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:02.202253] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:02.202280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:02.202336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:02.259564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:02.260399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:02.260480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:02.260519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:02.383510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:02.383693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:02.383733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:02.383763] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:02.387340] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: DOWN (p=41.27%)
[2025-12-19T20:18:02.387663] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-12-19T20:18:02.387795] [INFO ] [sig       ] BRO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:02.533125] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BRO.txt
[2025-12-19T20:18:02.533266] [INFO ] [sig       ] [511/3561] Completed BRO in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-19T20:18:02.533307] [INFO ] [sig       ] [512/3561] Forecasting BROS...
[2025-12-19T20:18:02.533337] [INFO ] [sig       ] Generating forecast for: BROS
[2025-12-19T20:18:02.533368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-12-19T20:18:02.545555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2025-12-19T20:18:02.545950] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-12-19T20:18:02.546808] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-12-19T20:18:02.546860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:02.546893] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:02.546931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:02.546990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:02.610139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:02.611060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:02.611140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:02.611173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:02.739975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:02.740125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:02.740164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:02.740194] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:02.743770] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: UP (p=76.23%)
[2025-12-19T20:18:02.744257] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-12-19T20:18:02.744385] [INFO ] [sig       ] BROS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:02.898993] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BROS.txt
[2025-12-19T20:18:02.899163] [INFO ] [sig       ] [512/3561] Completed BROS in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-19T20:18:02.899209] [INFO ] [sig       ] [513/3561] Forecasting BRSP...
[2025-12-19T20:18:02.899240] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-12-19T20:18:02.899272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-12-19T20:18:02.911124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2025-12-19T20:18:02.911489] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-12-19T20:18:02.912487] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-12-19T20:18:02.912542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:02.912592] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:02.912624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:02.912680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:02.972059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:02.972723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:02.972840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:02.972887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:03.095478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:03.095677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:03.095720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:03.095749] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:03.099808] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: DOWN (p=9.49%)
[2025-12-19T20:18:03.100089] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-12-19T20:18:03.100217] [INFO ] [sig       ] BRSP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:03.241339] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BRSP.txt
[2025-12-19T20:18:03.241500] [INFO ] [sig       ] [513/3561] Completed BRSP in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-19T20:18:03.241547] [INFO ] [sig       ] [514/3561] Forecasting BRX...
[2025-12-19T20:18:03.241606] [INFO ] [sig       ] Generating forecast for: BRX
[2025-12-19T20:18:03.241645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-12-19T20:18:03.253569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2025-12-19T20:18:03.254150] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-12-19T20:18:03.254977] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-12-19T20:18:03.255028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:03.255059] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:03.255086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:03.255141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:03.313424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:03.314231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:03.314314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:03.314347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:03.448427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:03.448640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:03.448719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:03.448751] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:03.453213] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=77.85%)
[2025-12-19T20:18:03.453683] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-12-19T20:18:03.453861] [INFO ] [sig       ] BRX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:03.618228] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BRX.txt
[2025-12-19T20:18:03.618393] [INFO ] [sig       ] [514/3561] Completed BRX in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-19T20:18:03.618436] [INFO ] [sig       ] [515/3561] Forecasting BRZE...
[2025-12-19T20:18:03.618466] [INFO ] [sig       ] Generating forecast for: BRZE
[2025-12-19T20:18:03.618497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2025-12-19T20:18:03.630650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2025-12-19T20:18:03.631214] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2025-12-19T20:18:03.632173] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2025-12-19T20:18:03.632224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:03.632255] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:03.632280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:03.632336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:03.688500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:03.689258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:03.689346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:03.689379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:03.814108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:03.814267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:03.814307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:03.814337] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:03.818135] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: DOWN (p=26.55%)
[2025-12-19T20:18:03.818412] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2025-12-19T20:18:03.818538] [INFO ] [sig       ] BRZE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:03.959614] [INFO ] [LOCAL     ] Saved forecast: BRZE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BRZE.txt
[2025-12-19T20:18:03.959761] [INFO ] [sig       ] [515/3561] Completed BRZE in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-19T20:18:03.959801] [INFO ] [sig       ] [516/3561] Forecasting BSAC...
[2025-12-19T20:18:03.959831] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-12-19T20:18:03.959866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-12-19T20:18:03.971210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSAC'.
[2025-12-19T20:18:03.971603] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-12-19T20:18:03.972565] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-12-19T20:18:03.972641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:03.972676] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:03.972704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:03.972761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:04.030520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:04.031301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:04.031404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:04.031446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:04.154096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:04.154251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:04.154290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:04.154319] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:04.157683] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: UP (p=94.55%)
[2025-12-19T20:18:04.157955] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-12-19T20:18:04.158075] [INFO ] [sig       ] BSAC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:04.297294] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BSAC.txt
[2025-12-19T20:18:04.297497] [INFO ] [sig       ] [516/3561] Completed BSAC in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-19T20:18:04.297557] [INFO ] [sig       ] [517/3561] Forecasting BSCQ...
[2025-12-19T20:18:04.297637] [INFO ] [sig       ] Generating forecast for: BSCQ
[2025-12-19T20:18:04.297684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2025-12-19T20:18:04.309478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2025-12-19T20:18:04.309892] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2025-12-19T20:18:04.310689] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2025-12-19T20:18:04.310746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:04.310778] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:04.310805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:04.310861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:04.367187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:04.368039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:04.368124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:04.368157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:04.487252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:04.487447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:04.487508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:04.487562] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:04.492793] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=94.98%)
[2025-12-19T20:18:04.493301] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2025-12-19T20:18:04.493488] [INFO ] [sig       ] BSCQ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:04.664068] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BSCQ.txt
[2025-12-19T20:18:04.664238] [INFO ] [sig       ] [517/3561] Completed BSCQ in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-19T20:18:04.664279] [INFO ] [sig       ] [518/3561] Forecasting BSCS...
[2025-12-19T20:18:04.664310] [INFO ] [sig       ] Generating forecast for: BSCS
[2025-12-19T20:18:04.664340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2025-12-19T20:18:04.676371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2025-12-19T20:18:04.676823] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2025-12-19T20:18:04.677684] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2025-12-19T20:18:04.677739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:04.677773] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:04.677801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:04.677859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:04.740242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:04.741169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:04.741256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:04.741291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:04.871289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:04.871444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:04.871484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:04.871512] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:04.875220] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: UP (p=71.61%)
[2025-12-19T20:18:04.875498] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2025-12-19T20:18:04.875644] [INFO ] [sig       ] BSCS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:05.021841] [INFO ] [LOCAL     ] Saved forecast: BSCS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BSCS.txt
[2025-12-19T20:18:05.021991] [INFO ] [sig       ] [518/3561] Completed BSCS in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-19T20:18:05.022032] [INFO ] [sig       ] [519/3561] Forecasting BSCX...
[2025-12-19T20:18:05.022062] [INFO ] [sig       ] Generating forecast for: BSCX
[2025-12-19T20:18:05.022092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2025-12-19T20:18:05.033795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2025-12-19T20:18:05.034204] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2025-12-19T20:18:05.034996] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2025-12-19T20:18:05.035048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:05.035081] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:05.035108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:05.035164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:05.094382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:05.095488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:05.095599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:05.095644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:05.224884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:05.225038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:05.225078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:05.225109] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:05.228964] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: DOWN (p=48.08%)
[2025-12-19T20:18:05.229237] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2025-12-19T20:18:05.229365] [INFO ] [sig       ] BSCX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:05.377275] [INFO ] [LOCAL     ] Saved forecast: BSCX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BSCX.txt
[2025-12-19T20:18:05.377447] [INFO ] [sig       ] [519/3561] Completed BSCX in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-19T20:18:05.377492] [INFO ] [sig       ] [520/3561] Forecasting BSCY...
[2025-12-19T20:18:05.377521] [INFO ] [sig       ] Generating forecast for: BSCY
[2025-12-19T20:18:05.377552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2025-12-19T20:18:05.391375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2025-12-19T20:18:05.392002] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2025-12-19T20:18:05.392996] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2025-12-19T20:18:05.393048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:05.393107] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:05.393135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:05.393190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:05.453987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:05.454887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:05.455171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:05.455206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:05.583619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:05.583782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:05.583827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:05.583871] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:05.587548] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: UP (p=54.99%)
[2025-12-19T20:18:05.587836] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2025-12-19T20:18:05.587960] [INFO ] [sig       ] BSCY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:05.731300] [INFO ] [LOCAL     ] Saved forecast: BSCY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BSCY.txt
[2025-12-19T20:18:05.731466] [INFO ] [sig       ] [520/3561] Completed BSCY in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-19T20:18:05.731508] [INFO ] [sig       ] [521/3561] Forecasting BSJQ...
[2025-12-19T20:18:05.731538] [INFO ] [sig       ] Generating forecast for: BSJQ
[2025-12-19T20:18:05.731588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2025-12-19T20:18:05.743859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2025-12-19T20:18:05.744257] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2025-12-19T20:18:05.745074] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2025-12-19T20:18:05.745127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:05.745160] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:05.745187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:05.745244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:05.807331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:05.808215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:05.808307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:05.808341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:05.937288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:05.937451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:05.937491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:05.937521] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:05.941322] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=98.03%)
[2025-12-19T20:18:05.941656] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2025-12-19T20:18:05.941790] [INFO ] [sig       ] BSJQ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:06.093429] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BSJQ.txt
[2025-12-19T20:18:06.093621] [INFO ] [sig       ] [521/3561] Completed BSJQ in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-19T20:18:06.093685] [INFO ] [sig       ] [522/3561] Forecasting BSJS...
[2025-12-19T20:18:06.093722] [INFO ] [sig       ] Generating forecast for: BSJS
[2025-12-19T20:18:06.093752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2025-12-19T20:18:06.107829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2025-12-19T20:18:06.108241] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2025-12-19T20:18:06.109183] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2025-12-19T20:18:06.109235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:06.109271] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:06.109297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:06.109353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:06.169781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:06.170690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:06.170791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:06.170824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:06.302634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:06.302795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:06.302836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:06.302866] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:06.306392] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: UP (p=61.70%)
[2025-12-19T20:18:06.306713] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2025-12-19T20:18:06.306844] [INFO ] [sig       ] BSJS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:06.451415] [INFO ] [LOCAL     ] Saved forecast: BSJS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BSJS.txt
[2025-12-19T20:18:06.451559] [INFO ] [sig       ] [522/3561] Completed BSJS in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-19T20:18:06.451627] [INFO ] [sig       ] [523/3561] Forecasting BSL...
[2025-12-19T20:18:06.451665] [INFO ] [sig       ] Generating forecast for: BSL
[2025-12-19T20:18:06.451705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-12-19T20:18:06.464021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2025-12-19T20:18:06.464417] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-12-19T20:18:06.465299] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-12-19T20:18:06.465353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:06.465385] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:06.465413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:06.465491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:06.529544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:06.530714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:06.530837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:06.530883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:06.663517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:06.663702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:06.663743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:06.663806] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:06.667354] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=64.97%)
[2025-12-19T20:18:06.667675] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-12-19T20:18:06.667811] [INFO ] [sig       ] BSL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:06.880512] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BSL.txt
[2025-12-19T20:18:06.880697] [INFO ] [sig       ] [523/3561] Completed BSL in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-19T20:18:06.880749] [INFO ] [sig       ] [524/3561] Forecasting BSLK...
[2025-12-19T20:18:06.880784] [INFO ] [sig       ] Generating forecast for: BSLK
[2025-12-19T20:18:06.880815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'.
[2025-12-19T20:18:06.892353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSLK'.
[2025-12-19T20:18:06.892752] [INFO ] [FORECASTER] Starting predict_future for BSLK
[2025-12-19T20:18:06.893519] [DEBUG] [LOCAL     ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt
[2025-12-19T20:18:06.893588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:06.893623] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:06.893650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:06.893706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:06.954128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:06.955003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:06.955087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:06.955121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:07.075109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:07.075271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:07.075310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:07.075338] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:07.078791] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: DOWN (p=30.43%)
[2025-12-19T20:18:07.079087] [INFO ] [FORECASTER] Completed predict_future for BSLK
[2025-12-19T20:18:07.079227] [INFO ] [sig       ] BSLK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:07.227193] [INFO ] [LOCAL     ] Saved forecast: BSLK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BSLK.txt
[2025-12-19T20:18:07.227371] [INFO ] [sig       ] [524/3561] Completed BSLK in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-19T20:18:07.227417] [INFO ] [sig       ] [525/3561] Forecasting BSM...
[2025-12-19T20:18:07.227450] [INFO ] [sig       ] Generating forecast for: BSM
[2025-12-19T20:18:07.227481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-12-19T20:18:07.239494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2025-12-19T20:18:07.239912] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-12-19T20:18:07.240802] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-12-19T20:18:07.240870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:07.240905] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:07.240933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:07.240994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:07.299105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:07.299975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:07.300082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:07.300117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:07.422719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:07.422884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:07.422925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:07.422955] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:07.426524] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: UP (p=79.56%)
[2025-12-19T20:18:07.426871] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-12-19T20:18:07.427013] [INFO ] [sig       ] BSM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:07.568676] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BSM.txt
[2025-12-19T20:18:07.568852] [INFO ] [sig       ] [525/3561] Completed BSM in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-19T20:18:07.568895] [INFO ] [sig       ] [526/3561] Forecasting BSMQ...
[2025-12-19T20:18:07.568925] [INFO ] [sig       ] Generating forecast for: BSMQ
[2025-12-19T20:18:07.568957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2025-12-19T20:18:07.580903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2025-12-19T20:18:07.581311] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2025-12-19T20:18:07.582328] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2025-12-19T20:18:07.582396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:07.582443] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:07.582485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:07.582590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:07.644864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:07.645940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:07.646061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:07.646103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:07.804671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:07.804867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:07.804934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:07.804982] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:07.808773] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: UP (p=81.80%)
[2025-12-19T20:18:07.809178] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2025-12-19T20:18:07.809348] [INFO ] [sig       ] BSMQ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:08.022509] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BSMQ.txt
[2025-12-19T20:18:08.022769] [INFO ] [sig       ] [526/3561] Completed BSMQ in 0.5s | 2.87 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-19T20:18:08.022840] [INFO ] [sig       ] [527/3561] Forecasting BSMS...
[2025-12-19T20:18:08.022892] [INFO ] [sig       ] Generating forecast for: BSMS
[2025-12-19T20:18:08.022940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2025-12-19T20:18:08.045781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2025-12-19T20:18:08.046342] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2025-12-19T20:18:08.047536] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2025-12-19T20:18:08.047624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:08.047673] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:08.047714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:08.047797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:08.136998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:08.138002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:08.138095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:08.138130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:08.284321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:08.284516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:08.284598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:08.284644] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:08.290489] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: DOWN (p=28.86%)
[2025-12-19T20:18:08.291008] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2025-12-19T20:18:08.291211] [INFO ] [sig       ] BSMS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:08.464925] [INFO ] [LOCAL     ] Saved forecast: BSMS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BSMS.txt
[2025-12-19T20:18:08.465121] [INFO ] [sig       ] [527/3561] Completed BSMS in 0.4s | 2.86 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-19T20:18:08.465184] [INFO ] [sig       ] [528/3561] Forecasting BSSX...
[2025-12-19T20:18:08.465227] [INFO ] [sig       ] Generating forecast for: BSSX
[2025-12-19T20:18:08.465267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2025-12-19T20:18:08.480413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2025-12-19T20:18:08.480970] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2025-12-19T20:18:08.482305] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2025-12-19T20:18:08.482374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:08.482414] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:08.482448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:08.482527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:08.565844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:08.567010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:08.567124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:08.567167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:08.676398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:08.676566] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-19T20:18:08.676627] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:08.676656] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:08.680298] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: UP (p=93.31%)
[2025-12-19T20:18:08.680674] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2025-12-19T20:18:08.680821] [INFO ] [sig       ] BSSX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:08.844265] [INFO ] [LOCAL     ] Saved forecast: BSSX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BSSX.txt
[2025-12-19T20:18:08.844434] [INFO ] [sig       ] [528/3561] Completed BSSX in 0.4s | 2.86 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-19T20:18:08.844485] [INFO ] [sig       ] [529/3561] Forecasting BSTZ...
[2025-12-19T20:18:08.844524] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-12-19T20:18:08.844590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-12-19T20:18:08.856561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2025-12-19T20:18:08.856983] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-12-19T20:18:08.857861] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-12-19T20:18:08.857916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:08.857949] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:08.857976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:08.858033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:08.919781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:08.920668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:08.920757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:08.920790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:09.042891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:09.043043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:09.043083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:09.043113] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:09.046543] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: UP (p=75.99%)
[2025-12-19T20:18:09.046840] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-12-19T20:18:09.046966] [INFO ] [sig       ] BSTZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:09.185496] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BSTZ.txt
[2025-12-19T20:18:09.185630] [INFO ] [sig       ] [529/3561] Completed BSTZ in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-19T20:18:09.185671] [INFO ] [sig       ] [530/3561] Forecasting BSVN...
[2025-12-19T20:18:09.185701] [INFO ] [sig       ] Generating forecast for: BSVN
[2025-12-19T20:18:09.185731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2025-12-19T20:18:09.197288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2025-12-19T20:18:09.197723] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2025-12-19T20:18:09.198533] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2025-12-19T20:18:09.198607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:09.198669] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:09.198702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:09.198758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:09.276086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:09.276971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:09.277085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:09.277119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:09.393331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:09.393490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:09.393530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:09.393558] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:09.396887] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: UP (p=88.24%)
[2025-12-19T20:18:09.397172] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2025-12-19T20:18:09.397292] [INFO ] [sig       ] BSVN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:09.537825] [INFO ] [LOCAL     ] Saved forecast: BSVN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BSVN.txt
[2025-12-19T20:18:09.538011] [INFO ] [sig       ] [530/3561] Completed BSVN in 0.4s | 2.86 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-19T20:18:09.538059] [INFO ] [sig       ] [531/3561] Forecasting BSVO...
[2025-12-19T20:18:09.538089] [INFO ] [sig       ] Generating forecast for: BSVO
[2025-12-19T20:18:09.538120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2025-12-19T20:18:09.550099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2025-12-19T20:18:09.550471] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2025-12-19T20:18:09.551285] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2025-12-19T20:18:09.551336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:09.551367] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:09.551394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:09.551451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:09.606689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:09.607267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:09.607344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:09.607376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:09.726238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:09.726400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:09.726439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:09.726467] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:09.730005] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: UP (p=92.72%)
[2025-12-19T20:18:09.730299] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2025-12-19T20:18:09.730426] [INFO ] [sig       ] BSVO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:09.870396] [INFO ] [LOCAL     ] Saved forecast: BSVO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BSVO.txt
[2025-12-19T20:18:09.870553] [INFO ] [sig       ] [531/3561] Completed BSVO in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-19T20:18:09.870615] [INFO ] [sig       ] [532/3561] Forecasting BSX...
[2025-12-19T20:18:09.870646] [INFO ] [sig       ] Generating forecast for: BSX
[2025-12-19T20:18:09.870677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-12-19T20:18:09.882460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2025-12-19T20:18:09.882874] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-12-19T20:18:09.883661] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-12-19T20:18:09.883712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:09.883744] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:09.883771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:09.883826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:09.940746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:09.941642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:09.941730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:09.941764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:10.060749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:10.060910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:10.060967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:10.060999] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:10.064776] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: UP (p=60.41%)
[2025-12-19T20:18:10.065147] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-12-19T20:18:10.065284] [INFO ] [sig       ] BSX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:10.209966] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BSX.txt
[2025-12-19T20:18:10.210109] [INFO ] [sig       ] [532/3561] Completed BSX in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-19T20:18:10.210151] [INFO ] [sig       ] [533/3561] Forecasting BSY...
[2025-12-19T20:18:10.210180] [INFO ] [sig       ] Generating forecast for: BSY
[2025-12-19T20:18:10.210209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2025-12-19T20:18:10.221940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2025-12-19T20:18:10.222335] [INFO ] [FORECASTER] Starting predict_future for BSY
[2025-12-19T20:18:10.223143] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2025-12-19T20:18:10.223194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:10.223226] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:10.223252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:10.223307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:10.278506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:10.279415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:10.279502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:10.279536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:10.398418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:10.398593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:10.398633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:10.398678] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:10.401990] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-12-19T20:18:10.402263] [INFO ] [FORECASTER] Completed predict_future for BSY
[2025-12-19T20:18:10.402385] [INFO ] [sig       ] BSY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:10.545344] [INFO ] [LOCAL     ] Saved forecast: BSY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BSY.txt
[2025-12-19T20:18:10.545517] [INFO ] [sig       ] [533/3561] Completed BSY in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-19T20:18:10.545557] [INFO ] [sig       ] [534/3561] Forecasting BTA...
[2025-12-19T20:18:10.545605] [INFO ] [sig       ] Generating forecast for: BTA
[2025-12-19T20:18:10.545637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-12-19T20:18:10.557108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2025-12-19T20:18:10.557501] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-12-19T20:18:10.558282] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-12-19T20:18:10.558332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:10.558364] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:10.558391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:10.558446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:10.616184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:10.617058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:10.617144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:10.617176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:10.732712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:10.732872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:10.732910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:10.732939] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:10.736449] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: DOWN (p=31.36%)
[2025-12-19T20:18:10.736760] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-12-19T20:18:10.736890] [INFO ] [sig       ] BTA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:10.877934] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BTA.txt
[2025-12-19T20:18:10.878097] [INFO ] [sig       ] [534/3561] Completed BTA in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-19T20:18:10.878137] [INFO ] [sig       ] [535/3561] Forecasting BTAI...
[2025-12-19T20:18:10.878166] [INFO ] [sig       ] Generating forecast for: BTAI
[2025-12-19T20:18:10.878197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2025-12-19T20:18:10.889890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2025-12-19T20:18:10.890290] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2025-12-19T20:18:10.891101] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2025-12-19T20:18:10.891154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:10.891186] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:10.891213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:10.891268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:10.952006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:10.952847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:10.952928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:10.952959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:11.079721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:11.080120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:11.080162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:11.080192] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:11.083861] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: DOWN (p=9.63%)
[2025-12-19T20:18:11.084134] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2025-12-19T20:18:11.084271] [INFO ] [sig       ] BTAI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:11.232038] [INFO ] [LOCAL     ] Saved forecast: BTAI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BTAI.txt
[2025-12-19T20:18:11.232206] [INFO ] [sig       ] [535/3561] Completed BTAI in 0.4s | 2.87 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-19T20:18:11.232248] [INFO ] [sig       ] [536/3561] Forecasting BTCS...
[2025-12-19T20:18:11.232277] [INFO ] [sig       ] Generating forecast for: BTCS
[2025-12-19T20:18:11.232307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2025-12-19T20:18:11.244564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2025-12-19T20:18:11.244966] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2025-12-19T20:18:11.246005] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2025-12-19T20:18:11.246059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:11.246106] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:11.246137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:11.246195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:11.308273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:11.309111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:11.309196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:11.309230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:11.430644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:11.430802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:11.430841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:11.430873] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:11.434624] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: DOWN (p=6.34%)
[2025-12-19T20:18:11.434910] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2025-12-19T20:18:11.435044] [INFO ] [sig       ] BTCS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:11.587737] [INFO ] [LOCAL     ] Saved forecast: BTCS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BTCS.txt
[2025-12-19T20:18:11.588069] [INFO ] [sig       ] [536/3561] Completed BTCS in 0.4s | 2.87 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-19T20:18:11.588106] [INFO ] [sig       ] [537/3561] Forecasting BTE...
[2025-12-19T20:18:11.588137] [INFO ] [sig       ] Generating forecast for: BTE
[2025-12-19T20:18:11.588166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-12-19T20:18:11.600306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2025-12-19T20:18:11.600705] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-12-19T20:18:11.601503] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-12-19T20:18:11.601555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:11.601646] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:11.601681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:11.601755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:11.662896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:11.664126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:11.664209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:11.664242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:11.784749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:11.784905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:11.784946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:11.784976] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:11.788336] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2025-12-19T20:18:11.788628] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-12-19T20:18:11.788769] [INFO ] [sig       ] BTE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:11.933308] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BTE.txt
[2025-12-19T20:18:11.933468] [INFO ] [sig       ] [537/3561] Completed BTE in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-19T20:18:11.933513] [INFO ] [sig       ] [538/3561] Forecasting BTF...
[2025-12-19T20:18:11.933545] [INFO ] [sig       ] Generating forecast for: BTF
[2025-12-19T20:18:11.933595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2025-12-19T20:18:11.945380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2025-12-19T20:18:11.945779] [INFO ] [FORECASTER] Starting predict_future for BTF
[2025-12-19T20:18:11.946602] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2025-12-19T20:18:11.946655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:11.946688] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:11.946716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:11.946774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:12.007159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:12.008090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:12.008174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:12.008210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:12.131370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:12.131525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:12.131565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:12.131614] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:12.135069] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: UP (p=81.54%)
[2025-12-19T20:18:12.135359] [INFO ] [FORECASTER] Completed predict_future for BTF
[2025-12-19T20:18:12.135488] [INFO ] [sig       ] BTF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:12.279180] [INFO ] [LOCAL     ] Saved forecast: BTF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BTF.txt
[2025-12-19T20:18:12.279314] [INFO ] [sig       ] [538/3561] Completed BTF in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-19T20:18:12.279353] [INFO ] [sig       ] [539/3561] Forecasting BTI...
[2025-12-19T20:18:12.279383] [INFO ] [sig       ] Generating forecast for: BTI
[2025-12-19T20:18:12.279412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-12-19T20:18:12.290592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2025-12-19T20:18:12.290989] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-12-19T20:18:12.291802] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-12-19T20:18:12.291861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:12.291901] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:12.291935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:12.291994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:12.350502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:12.351273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:12.351351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:12.351383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:12.477534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:12.477712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:12.477753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:12.477783] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:12.481220] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: UP (p=92.52%)
[2025-12-19T20:18:12.481517] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-12-19T20:18:12.481664] [INFO ] [sig       ] BTI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:12.625737] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BTI.txt
[2025-12-19T20:18:12.625894] [INFO ] [sig       ] [539/3561] Completed BTI in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-19T20:18:12.625933] [INFO ] [sig       ] [540/3561] Forecasting BTM...
[2025-12-19T20:18:12.625970] [INFO ] [sig       ] Generating forecast for: BTM
[2025-12-19T20:18:12.626002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'.
[2025-12-19T20:18:12.637287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTM'.
[2025-12-19T20:18:12.637716] [INFO ] [FORECASTER] Starting predict_future for BTM
[2025-12-19T20:18:12.638559] [DEBUG] [LOCAL     ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt
[2025-12-19T20:18:12.638631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:12.638691] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:12.638719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:12.638776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:12.701131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:12.702250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:12.702331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:12.702363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:12.826046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:12.826201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:12.826241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:12.826269] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:12.830547] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: UP (p=91.24%)
[2025-12-19T20:18:12.830883] [INFO ] [FORECASTER] Completed predict_future for BTM
[2025-12-19T20:18:12.831067] [INFO ] [sig       ] BTM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:12.975875] [INFO ] [LOCAL     ] Saved forecast: BTM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BTM.txt
[2025-12-19T20:18:12.976203] [INFO ] [sig       ] [540/3561] Completed BTM in 0.4s | 2.87 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-19T20:18:12.976243] [INFO ] [sig       ] [541/3561] Forecasting BTMD...
[2025-12-19T20:18:12.976272] [INFO ] [sig       ] Generating forecast for: BTMD
[2025-12-19T20:18:12.976301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-12-19T20:18:12.987677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-12-19T20:18:12.988053] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2025-12-19T20:18:12.988862] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2025-12-19T20:18:12.988913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:12.988944] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:12.988970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:12.989029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:13.048790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:13.049627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:13.049711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:13.049744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:13.171792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:13.171945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:13.171985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:13.172014] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:13.175374] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: DOWN (p=36.75%)
[2025-12-19T20:18:13.175665] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2025-12-19T20:18:13.175787] [INFO ] [sig       ] BTMD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:13.316468] [INFO ] [LOCAL     ] Saved forecast: BTMD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BTMD.txt
[2025-12-19T20:18:13.316626] [INFO ] [sig       ] [541/3561] Completed BTMD in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-19T20:18:13.316669] [INFO ] [sig       ] [542/3561] Forecasting BTSG...
[2025-12-19T20:18:13.316700] [INFO ] [sig       ] Generating forecast for: BTSG
[2025-12-19T20:18:13.316730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2025-12-19T20:18:13.329358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2025-12-19T20:18:13.329751] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2025-12-19T20:18:13.330530] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2025-12-19T20:18:13.330598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:13.330633] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:13.330660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:13.330717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:13.387913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:13.388661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:13.388745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:13.388777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:13.510594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:13.510789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:13.510830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:13.510862] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:13.514506] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: DOWN (p=3.94%)
[2025-12-19T20:18:13.514819] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2025-12-19T20:18:13.514944] [INFO ] [sig       ] BTSG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:13.659470] [INFO ] [LOCAL     ] Saved forecast: BTSG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BTSG.txt
[2025-12-19T20:18:13.659647] [INFO ] [sig       ] [542/3561] Completed BTSG in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-19T20:18:13.659690] [INFO ] [sig       ] [543/3561] Forecasting BTZ...
[2025-12-19T20:18:13.659719] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-12-19T20:18:13.659749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-12-19T20:18:13.672099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2025-12-19T20:18:13.672465] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-12-19T20:18:13.673243] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-12-19T20:18:13.673294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:13.673325] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:13.673351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:13.673407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:13.733507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:13.734218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:13.734296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:13.734328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:13.854678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:13.854831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:13.854869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:13.854911] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:13.858423] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-12-19T20:18:13.858763] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-12-19T20:18:13.858890] [INFO ] [sig       ] BTZ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:14.005660] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BTZ.txt
[2025-12-19T20:18:14.005802] [INFO ] [sig       ] [543/3561] Completed BTZ in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-19T20:18:14.005842] [INFO ] [sig       ] [544/3561] Forecasting BUD...
[2025-12-19T20:18:14.005872] [INFO ] [sig       ] Generating forecast for: BUD
[2025-12-19T20:18:14.005902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-12-19T20:18:14.017935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2025-12-19T20:18:14.018271] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-12-19T20:18:14.019292] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-12-19T20:18:14.019343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:14.019376] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:14.019403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:14.019460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:14.091773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:14.092611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:14.092693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:14.092726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:14.222067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:14.222229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:14.222269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:14.222298] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:14.226001] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: UP (p=90.90%)
[2025-12-19T20:18:14.226287] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-12-19T20:18:14.226412] [INFO ] [sig       ] BUD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:14.369712] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BUD.txt
[2025-12-19T20:18:14.369843] [INFO ] [sig       ] [544/3561] Completed BUD in 0.4s | 2.87 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-19T20:18:14.369885] [INFO ] [sig       ] [545/3561] Forecasting BUFC...
[2025-12-19T20:18:14.369914] [INFO ] [sig       ] Generating forecast for: BUFC
[2025-12-19T20:18:14.369944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2025-12-19T20:18:14.380265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2025-12-19T20:18:14.380551] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2025-12-19T20:18:14.381324] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2025-12-19T20:18:14.381375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:14.381406] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:14.381433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:14.381488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:14.440936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:14.441906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:14.441984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:14.442017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:14.540832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:14.540982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:14.541020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:14.541050] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:14.544594] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-12-19T20:18:14.544870] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2025-12-19T20:18:14.544994] [INFO ] [sig       ] BUFC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:14.685658] [INFO ] [LOCAL     ] Saved forecast: BUFC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BUFC.txt
[2025-12-19T20:18:14.685783] [INFO ] [sig       ] [545/3561] Completed BUFC in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-19T20:18:14.685823] [INFO ] [sig       ] [546/3561] Forecasting BUG...
[2025-12-19T20:18:14.685851] [INFO ] [sig       ] Generating forecast for: BUG
[2025-12-19T20:18:14.685881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2025-12-19T20:18:14.698317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2025-12-19T20:18:14.698675] [INFO ] [FORECASTER] Starting predict_future for BUG
[2025-12-19T20:18:14.699445] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2025-12-19T20:18:14.699496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:14.699528] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:14.699554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:14.699634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:14.756297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:14.756921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:14.756995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:14.757028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:14.876529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:14.876694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:14.876734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:14.876762] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:14.880664] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: UP (p=90.59%)
[2025-12-19T20:18:14.880927] [INFO ] [FORECASTER] Completed predict_future for BUG
[2025-12-19T20:18:14.881234] [INFO ] [sig       ] BUG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:15.044623] [INFO ] [LOCAL     ] Saved forecast: BUG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BUG.txt
[2025-12-19T20:18:15.044768] [INFO ] [sig       ] [546/3561] Completed BUG in 0.4s | 2.87 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-19T20:18:15.044816] [INFO ] [sig       ] [547/3561] Forecasting BUI...
[2025-12-19T20:18:15.044846] [INFO ] [sig       ] Generating forecast for: BUI
[2025-12-19T20:18:15.044876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-12-19T20:18:15.056350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2025-12-19T20:18:15.056757] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-12-19T20:18:15.057528] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-12-19T20:18:15.057595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:15.057630] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:15.057658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:15.057728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:15.115520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:15.116270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:15.116376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:15.116408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:15.235642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:15.235801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:15.235840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:15.235869] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:15.239819] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: DOWN (p=3.05%)
[2025-12-19T20:18:15.240156] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-12-19T20:18:15.240289] [INFO ] [sig       ] BUI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:15.383674] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BUI.txt
[2025-12-19T20:18:15.383820] [INFO ] [sig       ] [547/3561] Completed BUI in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-19T20:18:15.383861] [INFO ] [sig       ] [548/3561] Forecasting BURL...
[2025-12-19T20:18:15.383891] [INFO ] [sig       ] Generating forecast for: BURL
[2025-12-19T20:18:15.383921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-12-19T20:18:15.394907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2025-12-19T20:18:15.395463] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-12-19T20:18:15.396387] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-12-19T20:18:15.396439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:15.396471] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:15.396499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:15.396554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:15.455901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:15.456755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:15.456839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:15.456872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:15.580883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:15.581031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:15.581075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:15.581104] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:15.584863] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: DOWN (p=44.48%)
[2025-12-19T20:18:15.585139] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-12-19T20:18:15.585267] [INFO ] [sig       ] BURL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:15.733041] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BURL.txt
[2025-12-19T20:18:15.733213] [INFO ] [sig       ] [548/3561] Completed BURL in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-19T20:18:15.733253] [INFO ] [sig       ] [549/3561] Forecasting BUSE...
[2025-12-19T20:18:15.733285] [INFO ] [sig       ] Generating forecast for: BUSE
[2025-12-19T20:18:15.733315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2025-12-19T20:18:15.744832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2025-12-19T20:18:15.745231] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2025-12-19T20:18:15.746065] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2025-12-19T20:18:15.746130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:15.746163] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:15.746191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:15.746251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:15.806339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:15.807451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:15.807540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:15.807594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:15.936480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:15.936660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:15.936702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:15.936732] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:15.940351] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: UP (p=90.28%)
[2025-12-19T20:18:15.940673] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2025-12-19T20:18:15.940804] [INFO ] [sig       ] BUSE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:16.083900] [INFO ] [LOCAL     ] Saved forecast: BUSE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BUSE.txt
[2025-12-19T20:18:16.084044] [INFO ] [sig       ] [549/3561] Completed BUSE in 0.4s | 2.87 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-19T20:18:16.084084] [INFO ] [sig       ] [550/3561] Forecasting BUXX...
[2025-12-19T20:18:16.084306] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-12-19T20:18:16.084336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-12-19T20:18:16.097351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2025-12-19T20:18:16.097828] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-12-19T20:18:16.098972] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-12-19T20:18:16.099026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:16.099060] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:16.099088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:16.099144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:16.162429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:16.163567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:16.163674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:16.163707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:16.293688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:16.293858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:16.293905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:16.293937] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:16.297554] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: UP (p=66.75%)
[2025-12-19T20:18:16.297859] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-12-19T20:18:16.297987] [INFO ] [sig       ] BUXX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:16.443665] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BUXX.txt
[2025-12-19T20:18:16.443876] [INFO ] [sig       ] [550/3561] Completed BUXX in 0.4s | 2.87 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-19T20:18:16.443923] [INFO ] [sig       ] [551/3561] Forecasting BVFL...
[2025-12-19T20:18:16.443954] [INFO ] [sig       ] Generating forecast for: BVFL
[2025-12-19T20:18:16.443985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2025-12-19T20:18:16.459087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2025-12-19T20:18:16.459508] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2025-12-19T20:18:16.460883] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2025-12-19T20:18:16.460945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:16.460984] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:16.461018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:16.461095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:16.526828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:16.527926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:16.528012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:16.528221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:16.645982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:16.646137] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-19T20:18:16.646176] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:16.646205] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:16.649622] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: DOWN (p=4.82%)
[2025-12-19T20:18:16.649896] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2025-12-19T20:18:16.650020] [INFO ] [sig       ] BVFL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:16.791003] [INFO ] [LOCAL     ] Saved forecast: BVFL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BVFL.txt
[2025-12-19T20:18:16.791333] [INFO ] [sig       ] [551/3561] Completed BVFL in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-19T20:18:16.791373] [INFO ] [sig       ] [552/3561] Forecasting BVN...
[2025-12-19T20:18:16.791403] [INFO ] [sig       ] Generating forecast for: BVN
[2025-12-19T20:18:16.791434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-12-19T20:18:16.803262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2025-12-19T20:18:16.803627] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-12-19T20:18:16.804725] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-12-19T20:18:16.804778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:16.804810] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:16.804841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:16.804911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:16.863793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:16.864549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:16.864646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:16.864680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:16.986066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:16.986224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:16.986263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:16.986292] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:16.989681] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: DOWN (p=30.84%)
[2025-12-19T20:18:16.989985] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-12-19T20:18:16.990115] [INFO ] [sig       ] BVN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:17.134799] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BVN.txt
[2025-12-19T20:18:17.134937] [INFO ] [sig       ] [552/3561] Completed BVN in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-19T20:18:17.134977] [INFO ] [sig       ] [553/3561] Forecasting BVS...
[2025-12-19T20:18:17.135005] [INFO ] [sig       ] Generating forecast for: BVS
[2025-12-19T20:18:17.135035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2025-12-19T20:18:17.146543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2025-12-19T20:18:17.146922] [INFO ] [FORECASTER] Starting predict_future for BVS
[2025-12-19T20:18:17.147734] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2025-12-19T20:18:17.147787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:17.147822] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:17.147850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:17.147908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:17.206986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:17.207660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:17.207737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:17.207768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:17.331993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:17.332147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:17.332184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:17.332213] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:17.335541] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: UP (p=90.03%)
[2025-12-19T20:18:17.335820] [INFO ] [FORECASTER] Completed predict_future for BVS
[2025-12-19T20:18:17.335940] [INFO ] [sig       ] BVS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:17.473110] [INFO ] [LOCAL     ] Saved forecast: BVS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BVS.txt
[2025-12-19T20:18:17.473235] [INFO ] [sig       ] [553/3561] Completed BVS in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-19T20:18:17.473274] [INFO ] [sig       ] [554/3561] Forecasting BWA...
[2025-12-19T20:18:17.473303] [INFO ] [sig       ] Generating forecast for: BWA
[2025-12-19T20:18:17.473332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-12-19T20:18:17.485230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2025-12-19T20:18:17.485601] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-12-19T20:18:17.486392] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-12-19T20:18:17.486444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:17.486503] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:17.486538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:17.486636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:17.548810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:17.549588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:17.549665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:17.549697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:17.672181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:17.672363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:17.672403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:17.672435] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:17.675904] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: DOWN (p=47.24%)
[2025-12-19T20:18:17.676225] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-12-19T20:18:17.676359] [INFO ] [sig       ] BWA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:17.819518] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BWA.txt
[2025-12-19T20:18:17.819698] [INFO ] [sig       ] [554/3561] Completed BWA in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-19T20:18:17.819741] [INFO ] [sig       ] [555/3561] Forecasting BWAY...
[2025-12-19T20:18:17.819770] [INFO ] [sig       ] Generating forecast for: BWAY
[2025-12-19T20:18:17.819800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2025-12-19T20:18:17.831688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2025-12-19T20:18:17.832290] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2025-12-19T20:18:17.833326] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2025-12-19T20:18:17.833380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:17.833413] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:17.833441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:17.833497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:17.893202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:17.894461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:17.894544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:17.894593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:18.023697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:18.023848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:18.023888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:18.023916] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:18.027176] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: UP (p=77.24%)
[2025-12-19T20:18:18.027438] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2025-12-19T20:18:18.027556] [INFO ] [sig       ] BWAY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:18.165744] [INFO ] [LOCAL     ] Saved forecast: BWAY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BWAY.txt
[2025-12-19T20:18:18.165874] [INFO ] [sig       ] [555/3561] Completed BWAY in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-19T20:18:18.165923] [INFO ] [sig       ] [556/3561] Forecasting BWB...
[2025-12-19T20:18:18.165953] [INFO ] [sig       ] Generating forecast for: BWB
[2025-12-19T20:18:18.165983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2025-12-19T20:18:18.177089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2025-12-19T20:18:18.177454] [INFO ] [FORECASTER] Starting predict_future for BWB
[2025-12-19T20:18:18.178243] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2025-12-19T20:18:18.178296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:18.178330] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:18.178357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:18.178418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:18.238995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:18.239992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:18.240089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:18.240125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:18.371490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:18.371676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:18.371735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:18.371766] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:18.375853] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: DOWN (p=29.88%)
[2025-12-19T20:18:18.376117] [INFO ] [FORECASTER] Completed predict_future for BWB
[2025-12-19T20:18:18.376245] [INFO ] [sig       ] BWB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:18.515561] [INFO ] [LOCAL     ] Saved forecast: BWB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BWB.txt
[2025-12-19T20:18:18.515727] [INFO ] [sig       ] [556/3561] Completed BWB in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-19T20:18:18.515767] [INFO ] [sig       ] [557/3561] Forecasting BWEN...
[2025-12-19T20:18:18.515797] [INFO ] [sig       ] Generating forecast for: BWEN
[2025-12-19T20:18:18.515827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2025-12-19T20:18:18.527131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2025-12-19T20:18:18.527723] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2025-12-19T20:18:18.528783] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2025-12-19T20:18:18.528838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:18.528870] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:18.528897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:18.528953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:18.585244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:18.586131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:18.586214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:18.586246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:18.728039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:18.728199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:18.728240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:18.728310] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:18.731807] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2025-12-19T20:18:18.732112] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2025-12-19T20:18:18.732242] [INFO ] [sig       ] BWEN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:18.872975] [INFO ] [LOCAL     ] Saved forecast: BWEN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BWEN.txt
[2025-12-19T20:18:18.873105] [INFO ] [sig       ] [557/3561] Completed BWEN in 0.4s | 2.87 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-19T20:18:18.873143] [INFO ] [sig       ] [558/3561] Forecasting BWFG...
[2025-12-19T20:18:18.873173] [INFO ] [sig       ] Generating forecast for: BWFG
[2025-12-19T20:18:18.873203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2025-12-19T20:18:18.883968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2025-12-19T20:18:18.884295] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2025-12-19T20:18:18.885060] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2025-12-19T20:18:18.885112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:18.885144] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:18.885170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:18.885225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:18.942226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:18.943010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:18.943091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:18.943124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:19.058848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:19.059053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:19.059093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:19.059124] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:19.062985] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=95.99%)
[2025-12-19T20:18:19.063257] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2025-12-19T20:18:19.063378] [INFO ] [sig       ] BWFG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:19.221109] [INFO ] [LOCAL     ] Saved forecast: BWFG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BWFG.txt
[2025-12-19T20:18:19.221310] [INFO ] [sig       ] [558/3561] Completed BWFG in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-19T20:18:19.221370] [INFO ] [sig       ] [559/3561] Forecasting BWG...
[2025-12-19T20:18:19.221417] [INFO ] [sig       ] Generating forecast for: BWG
[2025-12-19T20:18:19.221465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-12-19T20:18:19.234464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2025-12-19T20:18:19.234871] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-12-19T20:18:19.235855] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-12-19T20:18:19.235905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:19.235937] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:19.235965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:19.236025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:19.292773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:19.293615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:19.293701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:19.293733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:19.413667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:19.413825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:19.413862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:19.413891] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:19.417396] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: UP (p=60.59%)
[2025-12-19T20:18:19.417709] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-12-19T20:18:19.417835] [INFO ] [sig       ] BWG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:19.558062] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BWG.txt
[2025-12-19T20:18:19.558239] [INFO ] [sig       ] [559/3561] Completed BWG in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-19T20:18:19.558285] [INFO ] [sig       ] [560/3561] Forecasting BWIN...
[2025-12-19T20:18:19.558315] [INFO ] [sig       ] Generating forecast for: BWIN
[2025-12-19T20:18:19.558346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2025-12-19T20:18:19.570419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2025-12-19T20:18:19.570793] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2025-12-19T20:18:19.571558] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2025-12-19T20:18:19.571630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:19.571674] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:19.571702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:19.571762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:19.637098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:19.638005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:19.638098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:19.638130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:19.756434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:19.756603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:19.756644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:19.756672] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:19.760002] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: DOWN (p=6.37%)
[2025-12-19T20:18:19.760270] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2025-12-19T20:18:19.760394] [INFO ] [sig       ] BWIN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:19.904794] [INFO ] [LOCAL     ] Saved forecast: BWIN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BWIN.txt
[2025-12-19T20:18:19.904937] [INFO ] [sig       ] [560/3561] Completed BWIN in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-19T20:18:19.904977] [INFO ] [sig       ] [561/3561] Forecasting BWMN...
[2025-12-19T20:18:19.905006] [INFO ] [sig       ] Generating forecast for: BWMN
[2025-12-19T20:18:19.905035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2025-12-19T20:18:19.918069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2025-12-19T20:18:19.918505] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2025-12-19T20:18:19.919553] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2025-12-19T20:18:19.919645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:19.919681] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:19.919709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:19.919767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:19.979167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:19.980023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:19.980108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:19.980141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:20.126438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:20.126611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:20.126652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:20.126681] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:20.130104] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: UP (p=64.72%)
[2025-12-19T20:18:20.130379] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2025-12-19T20:18:20.130505] [INFO ] [sig       ] BWMN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:20.282830] [INFO ] [LOCAL     ] Saved forecast: BWMN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BWMN.txt
[2025-12-19T20:18:20.282986] [INFO ] [sig       ] [561/3561] Completed BWMN in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-19T20:18:20.283027] [INFO ] [sig       ] [562/3561] Forecasting BXC...
[2025-12-19T20:18:20.283057] [INFO ] [sig       ] Generating forecast for: BXC
[2025-12-19T20:18:20.283088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-12-19T20:18:20.294716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2025-12-19T20:18:20.295114] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-12-19T20:18:20.295900] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-12-19T20:18:20.295954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:20.295988] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:20.296015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:20.296071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:20.354631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:20.355483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:20.355570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:20.355623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:20.481001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:20.481160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:20.481200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:20.481230] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:20.485407] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: UP (p=86.94%)
[2025-12-19T20:18:20.485811] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-12-19T20:18:20.485963] [INFO ] [sig       ] BXC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:20.634171] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BXC.txt
[2025-12-19T20:18:20.634516] [INFO ] [sig       ] [562/3561] Completed BXC in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-19T20:18:20.634556] [INFO ] [sig       ] [563/3561] Forecasting BXMX...
[2025-12-19T20:18:20.634603] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-12-19T20:18:20.634634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-12-19T20:18:20.646932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2025-12-19T20:18:20.647331] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-12-19T20:18:20.648116] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-12-19T20:18:20.648168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:20.648199] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:20.648226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:20.648282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:20.706622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:20.707682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:20.707771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:20.707802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:20.839673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:20.839849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:20.839895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:20.839923] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:20.843831] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: UP (p=84.87%)
[2025-12-19T20:18:20.844097] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-12-19T20:18:20.844372] [INFO ] [sig       ] BXMX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:20.987128] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BXMX.txt
[2025-12-19T20:18:20.987443] [INFO ] [sig       ] [563/3561] Completed BXMX in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-19T20:18:20.987481] [INFO ] [sig       ] [564/3561] Forecasting BXP...
[2025-12-19T20:18:20.987516] [INFO ] [sig       ] Generating forecast for: BXP
[2025-12-19T20:18:20.987547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-12-19T20:18:21.000534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2025-12-19T20:18:21.000952] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-12-19T20:18:21.001739] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-12-19T20:18:21.001789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:21.001821] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:21.001848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:21.001905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:21.057026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:21.057617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:21.057716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:21.057749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:21.179042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:21.179197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:21.179236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:21.179264] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:21.182547] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: UP (p=94.94%)
[2025-12-19T20:18:21.182836] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-12-19T20:18:21.182959] [INFO ] [sig       ] BXP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:21.321840] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BXP.txt
[2025-12-19T20:18:21.321965] [INFO ] [sig       ] [564/3561] Completed BXP in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-19T20:18:21.322003] [INFO ] [sig       ] [565/3561] Forecasting BXSL...
[2025-12-19T20:18:21.322032] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-12-19T20:18:21.322062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-12-19T20:18:21.333537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2025-12-19T20:18:21.333888] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-12-19T20:18:21.334650] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-12-19T20:18:21.334702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:21.334733] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:21.334760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:21.334816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:21.393673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:21.394505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:21.394606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:21.394642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:21.512878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:21.513027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:21.513065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:21.513093] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:21.516993] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: DOWN (p=31.83%)
[2025-12-19T20:18:21.517259] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-12-19T20:18:21.517379] [INFO ] [sig       ] BXSL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:21.657094] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BXSL.txt
[2025-12-19T20:18:21.657206] [INFO ] [sig       ] [565/3561] Completed BXSL in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-19T20:18:21.657243] [INFO ] [sig       ] [566/3561] Forecasting BYD...
[2025-12-19T20:18:21.657272] [INFO ] [sig       ] Generating forecast for: BYD
[2025-12-19T20:18:21.657302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-12-19T20:18:21.668259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2025-12-19T20:18:21.668584] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-12-19T20:18:21.669348] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-12-19T20:18:21.669399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:21.669430] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:21.669457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:21.669513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:21.725287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:21.725892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:21.725968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:21.726000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:21.844683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:21.844825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:21.844862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:21.844890] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:21.848137] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=73.44%)
[2025-12-19T20:18:21.848398] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-12-19T20:18:21.848517] [INFO ] [sig       ] BYD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:21.984398] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BYD.txt
[2025-12-19T20:18:21.984519] [INFO ] [sig       ] [566/3561] Completed BYD in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-19T20:18:21.984556] [INFO ] [sig       ] [567/3561] Forecasting BYM...
[2025-12-19T20:18:21.984604] [INFO ] [sig       ] Generating forecast for: BYM
[2025-12-19T20:18:21.984636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-12-19T20:18:21.996382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYM'.
[2025-12-19T20:18:21.996718] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-12-19T20:18:21.997451] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-12-19T20:18:21.997502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:21.997533] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:21.997559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:21.997635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:22.053489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:22.054113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:22.054190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:22.054222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:22.176342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:22.176529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:22.176583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:22.176636] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:22.180509] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: UP (p=71.68%)
[2025-12-19T20:18:22.180791] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-12-19T20:18:22.180918] [INFO ] [sig       ] BYM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:22.319926] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BYM.txt
[2025-12-19T20:18:22.320072] [INFO ] [sig       ] [567/3561] Completed BYM in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-19T20:18:22.320111] [INFO ] [sig       ] [568/3561] Forecasting BYRN...
[2025-12-19T20:18:22.320141] [INFO ] [sig       ] Generating forecast for: BYRN
[2025-12-19T20:18:22.320171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2025-12-19T20:18:22.333505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2025-12-19T20:18:22.333909] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2025-12-19T20:18:22.334713] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2025-12-19T20:18:22.334764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:22.334795] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:22.334821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:22.334876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:22.391214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:22.392138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:22.392415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:22.392447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:22.517432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:22.517628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:22.517681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:22.517718] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:22.521372] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: UP (p=95.50%)
[2025-12-19T20:18:22.521658] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2025-12-19T20:18:22.521779] [INFO ] [sig       ] BYRN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:22.662295] [INFO ] [LOCAL     ] Saved forecast: BYRN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BYRN.txt
[2025-12-19T20:18:22.662462] [INFO ] [sig       ] [568/3561] Completed BYRN in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-19T20:18:22.662504] [INFO ] [sig       ] [569/3561] Forecasting BYSI...
[2025-12-19T20:18:22.662533] [INFO ] [sig       ] Generating forecast for: BYSI
[2025-12-19T20:18:22.662563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2025-12-19T20:18:22.673818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2025-12-19T20:18:22.674115] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2025-12-19T20:18:22.675076] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2025-12-19T20:18:22.675126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:22.675158] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:22.675372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:22.675427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:22.732057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:22.732662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:22.732739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:22.732782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:22.836240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:22.836364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:22.836401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:22.836427] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:22.839826] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: DOWN (p=4.79%)
[2025-12-19T20:18:22.840085] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2025-12-19T20:18:22.840203] [INFO ] [sig       ] BYSI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:22.978095] [INFO ] [LOCAL     ] Saved forecast: BYSI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/BYSI.txt
[2025-12-19T20:18:22.978209] [INFO ] [sig       ] [569/3561] Completed BYSI in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-19T20:18:22.978247] [INFO ] [sig       ] [570/3561] Forecasting BZ...
[2025-12-19T20:18:22.978276] [INFO ] [sig       ] Generating forecast for: BZ
[2025-12-19T20:18:22.978304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2025-12-19T20:18:22.990530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2025-12-19T20:18:22.990893] [INFO ] [FORECASTER] Starting predict_future for BZ
[2025-12-19T20:18:22.991693] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2025-12-19T20:18:22.991743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:22.991774] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:22.991800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:22.991855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:23.048378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:23.049046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:23.049124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:23.049158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:23.175696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:23.175860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:23.175899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:23.175928] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:23.179412] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: UP (p=66.43%)
[2025-12-19T20:18:23.179705] [INFO ] [FORECASTER] Completed predict_future for BZ
[2025-12-19T20:18:23.179826] [INFO ] [sig       ] BZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:23.320851] [INFO ] [LOCAL     ] Saved forecast: BZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BZ.txt
[2025-12-19T20:18:23.320997] [INFO ] [sig       ] [570/3561] Completed BZ in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-19T20:18:23.321037] [INFO ] [sig       ] [571/3561] Forecasting BZH...
[2025-12-19T20:18:23.321067] [INFO ] [sig       ] Generating forecast for: BZH
[2025-12-19T20:18:23.321097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-12-19T20:18:23.332389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2025-12-19T20:18:23.332790] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-12-19T20:18:23.333538] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-12-19T20:18:23.333609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:23.333667] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:23.333695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:23.333763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:23.388191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:23.389033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:23.389118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:23.389149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:23.506475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:23.506645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:23.506684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:23.506713] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:23.510044] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: UP (p=96.12%)
[2025-12-19T20:18:23.510323] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-12-19T20:18:23.510446] [INFO ] [sig       ] BZH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:23.648972] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BZH.txt
[2025-12-19T20:18:23.649125] [INFO ] [sig       ] [571/3561] Completed BZH in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-19T20:18:23.649165] [INFO ] [sig       ] [572/3561] Forecasting BZUN...
[2025-12-19T20:18:23.649195] [INFO ] [sig       ] Generating forecast for: BZUN
[2025-12-19T20:18:23.649225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2025-12-19T20:18:23.661501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2025-12-19T20:18:23.661924] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2025-12-19T20:18:23.662966] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2025-12-19T20:18:23.663019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:23.663055] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:23.663083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:23.663138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:23.721485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:23.722378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:23.722464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:23.722497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:23.846183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:23.846529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:23.846567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:23.846617] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:23.850011] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: UP (p=55.11%)
[2025-12-19T20:18:23.850310] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2025-12-19T20:18:23.850441] [INFO ] [sig       ] BZUN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:23.994083] [INFO ] [LOCAL     ] Saved forecast: BZUN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/BZUN.txt
[2025-12-19T20:18:23.994244] [INFO ] [sig       ] [572/3561] Completed BZUN in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-19T20:18:23.994286] [INFO ] [sig       ] [573/3561] Forecasting C...
[2025-12-19T20:18:23.994316] [INFO ] [sig       ] Generating forecast for: C
[2025-12-19T20:18:23.994346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-12-19T20:18:24.005811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2025-12-19T20:18:24.006205] [INFO ] [FORECASTER] Starting predict_future for C
[2025-12-19T20:18:24.007007] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-12-19T20:18:24.007072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:24.007108] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:24.007137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:24.007194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:24.064656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:24.065520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:24.065620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:24.065655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:24.195562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:24.195741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:24.195781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:24.195809] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:24.199682] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: UP (p=85.89%)
[2025-12-19T20:18:24.199962] [INFO ] [FORECASTER] Completed predict_future for C
[2025-12-19T20:18:24.200094] [INFO ] [sig       ] C: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:24.340241] [INFO ] [LOCAL     ] Saved forecast: C	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/C.txt
[2025-12-19T20:18:24.340383] [INFO ] [sig       ] [573/3561] Completed C in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-19T20:18:24.340423] [INFO ] [sig       ] [574/3561] Forecasting CAAP...
[2025-12-19T20:18:24.340452] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-12-19T20:18:24.340482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-12-19T20:18:24.352350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2025-12-19T20:18:24.352752] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-12-19T20:18:24.353517] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-12-19T20:18:24.353567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:24.353618] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:24.353645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:24.353700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:24.410892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:24.411777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:24.411871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:24.411902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:24.539034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:24.539225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:24.539266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:24.539295] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:24.542862] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=87.25%)
[2025-12-19T20:18:24.543144] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-12-19T20:18:24.543274] [INFO ] [sig       ] CAAP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:24.687499] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CAAP.txt
[2025-12-19T20:18:24.687716] [INFO ] [sig       ] [574/3561] Completed CAAP in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-19T20:18:24.687761] [INFO ] [sig       ] [575/3561] Forecasting CAAS...
[2025-12-19T20:18:24.687790] [INFO ] [sig       ] Generating forecast for: CAAS
[2025-12-19T20:18:24.687819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2025-12-19T20:18:24.700589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2025-12-19T20:18:24.701006] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2025-12-19T20:18:24.701935] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2025-12-19T20:18:24.701991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:24.702025] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:24.702053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:24.702112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:24.762039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:24.762936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:24.763023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:24.763058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:24.873787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:24.873949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:24.873992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:24.874022] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:24.877868] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: UP (p=79.43%)
[2025-12-19T20:18:24.878180] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2025-12-19T20:18:24.878505] [INFO ] [sig       ] CAAS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:25.023426] [INFO ] [LOCAL     ] Saved forecast: CAAS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CAAS.txt
[2025-12-19T20:18:25.023605] [INFO ] [sig       ] [575/3561] Completed CAAS in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-19T20:18:25.023646] [INFO ] [sig       ] [576/3561] Forecasting CABA...
[2025-12-19T20:18:25.023676] [INFO ] [sig       ] Generating forecast for: CABA
[2025-12-19T20:18:25.023707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2025-12-19T20:18:25.035104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2025-12-19T20:18:25.035486] [INFO ] [FORECASTER] Starting predict_future for CABA
[2025-12-19T20:18:25.036267] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2025-12-19T20:18:25.036318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:25.036350] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:25.036378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:25.036433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:25.091272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:25.092139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:25.092222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:25.092254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:25.211078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:25.211246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:25.211318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:25.211359] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:25.215152] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: DOWN (p=48.03%)
[2025-12-19T20:18:25.215476] [INFO ] [FORECASTER] Completed predict_future for CABA
[2025-12-19T20:18:25.215635] [INFO ] [sig       ] CABA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:25.370071] [INFO ] [LOCAL     ] Saved forecast: CABA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CABA.txt
[2025-12-19T20:18:25.370243] [INFO ] [sig       ] [576/3561] Completed CABA in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-19T20:18:25.370285] [INFO ] [sig       ] [577/3561] Forecasting CABO...
[2025-12-19T20:18:25.370316] [INFO ] [sig       ] Generating forecast for: CABO
[2025-12-19T20:18:25.370349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-12-19T20:18:25.382560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2025-12-19T20:18:25.382984] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-12-19T20:18:25.383871] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-12-19T20:18:25.383925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:25.383960] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:25.383989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:25.384047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:25.442933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:25.443825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:25.443912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:25.443947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:25.561446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:25.561631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:25.561674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:25.561704] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:25.565471] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: UP (p=95.58%)
[2025-12-19T20:18:25.565881] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-12-19T20:18:25.566031] [INFO ] [sig       ] CABO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:25.712883] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CABO.txt
[2025-12-19T20:18:25.713044] [INFO ] [sig       ] [577/3561] Completed CABO in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-19T20:18:25.713087] [INFO ] [sig       ] [578/3561] Forecasting CAC...
[2025-12-19T20:18:25.713118] [INFO ] [sig       ] Generating forecast for: CAC
[2025-12-19T20:18:25.713149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2025-12-19T20:18:25.725172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2025-12-19T20:18:25.725546] [INFO ] [FORECASTER] Starting predict_future for CAC
[2025-12-19T20:18:25.726383] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2025-12-19T20:18:25.726437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:25.726470] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:25.726497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:25.726565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:25.787321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:25.788271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:25.788387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:25.788441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:25.915193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:25.915348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:25.915387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:25.915415] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:25.919217] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: UP (p=72.16%)
[2025-12-19T20:18:25.919529] [INFO ] [FORECASTER] Completed predict_future for CAC
[2025-12-19T20:18:25.919685] [INFO ] [sig       ] CAC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:26.066495] [INFO ] [LOCAL     ] Saved forecast: CAC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CAC.txt
[2025-12-19T20:18:26.066662] [INFO ] [sig       ] [578/3561] Completed CAC in 0.4s | 2.87 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-19T20:18:26.066710] [INFO ] [sig       ] [579/3561] Forecasting CACC...
[2025-12-19T20:18:26.066741] [INFO ] [sig       ] Generating forecast for: CACC
[2025-12-19T20:18:26.066771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2025-12-19T20:18:26.078374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2025-12-19T20:18:26.078783] [INFO ] [FORECASTER] Starting predict_future for CACC
[2025-12-19T20:18:26.079556] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2025-12-19T20:18:26.079628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:26.079660] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:26.079687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:26.079744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:26.140985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:26.141950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:26.142038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:26.142070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:26.266115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:26.266271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:26.266311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:26.266340] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:26.269695] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: DOWN (p=40.70%)
[2025-12-19T20:18:26.269968] [INFO ] [FORECASTER] Completed predict_future for CACC
[2025-12-19T20:18:26.270095] [INFO ] [sig       ] CACC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:26.414879] [INFO ] [LOCAL     ] Saved forecast: CACC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CACC.txt
[2025-12-19T20:18:26.415093] [INFO ] [sig       ] [579/3561] Completed CACC in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-19T20:18:26.415142] [INFO ] [sig       ] [580/3561] Forecasting CACI...
[2025-12-19T20:18:26.415173] [INFO ] [sig       ] Generating forecast for: CACI
[2025-12-19T20:18:26.415201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-12-19T20:18:26.427801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2025-12-19T20:18:26.428186] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-12-19T20:18:26.429033] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-12-19T20:18:26.429084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:26.429116] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:26.429143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:26.429198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:26.487303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:26.488180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:26.488266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:26.488299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:26.609507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:26.609687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:26.609743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:26.609771] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:26.613204] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: UP (p=60.59%)
[2025-12-19T20:18:26.613518] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-12-19T20:18:26.613669] [INFO ] [sig       ] CACI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:26.759224] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CACI.txt
[2025-12-19T20:18:26.759380] [INFO ] [sig       ] [580/3561] Completed CACI in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-19T20:18:26.759419] [INFO ] [sig       ] [581/3561] Forecasting CADE...
[2025-12-19T20:18:26.759450] [INFO ] [sig       ] Generating forecast for: CADE
[2025-12-19T20:18:26.759479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-12-19T20:18:26.771467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADE'.
[2025-12-19T20:18:26.771866] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-12-19T20:18:26.772819] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-12-19T20:18:26.772871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:26.772903] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:26.772930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:26.772986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:26.831871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:26.832751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:26.832869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:26.832903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:26.958127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:26.958289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:26.958329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:26.958358] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:26.962020] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=46.73%)
[2025-12-19T20:18:26.962490] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-12-19T20:18:26.962631] [INFO ] [sig       ] CADE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:27.106972] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CADE.txt
[2025-12-19T20:18:27.107130] [INFO ] [sig       ] [581/3561] Completed CADE in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-19T20:18:27.107170] [INFO ] [sig       ] [582/3561] Forecasting CADL...
[2025-12-19T20:18:27.107200] [INFO ] [sig       ] Generating forecast for: CADL
[2025-12-19T20:18:27.107230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2025-12-19T20:18:27.118691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2025-12-19T20:18:27.119037] [INFO ] [FORECASTER] Starting predict_future for CADL
[2025-12-19T20:18:27.119861] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2025-12-19T20:18:27.119912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:27.119944] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:27.119971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:27.120027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:27.179129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:27.179859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:27.179936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:27.179968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:27.299902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:27.300059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:27.300100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:27.300132] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:27.303519] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: UP (p=77.53%)
[2025-12-19T20:18:27.303827] [INFO ] [FORECASTER] Completed predict_future for CADL
[2025-12-19T20:18:27.303972] [INFO ] [sig       ] CADL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:27.455810] [INFO ] [LOCAL     ] Saved forecast: CADL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CADL.txt
[2025-12-19T20:18:27.455990] [INFO ] [sig       ] [582/3561] Completed CADL in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-19T20:18:27.456035] [INFO ] [sig       ] [583/3561] Forecasting CAE...
[2025-12-19T20:18:27.456067] [INFO ] [sig       ] Generating forecast for: CAE
[2025-12-19T20:18:27.456100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-12-19T20:18:27.469367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2025-12-19T20:18:27.469882] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-12-19T20:18:27.470999] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-12-19T20:18:27.471067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:27.471111] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:27.471152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:27.471234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:27.540990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:27.542086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:27.542174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:27.542208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:27.677003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:27.677222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:27.677271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:27.677301] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:27.681534] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: UP (p=93.61%)
[2025-12-19T20:18:27.681965] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-12-19T20:18:27.682138] [INFO ] [sig       ] CAE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:27.828555] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CAE.txt
[2025-12-19T20:18:27.828756] [INFO ] [sig       ] [583/3561] Completed CAE in 0.4s | 2.87 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-19T20:18:27.828800] [INFO ] [sig       ] [584/3561] Forecasting CAF...
[2025-12-19T20:18:27.828831] [INFO ] [sig       ] Generating forecast for: CAF
[2025-12-19T20:18:27.828862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-12-19T20:18:27.839854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2025-12-19T20:18:27.840231] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-12-19T20:18:27.841023] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-12-19T20:18:27.841074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:27.841118] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:27.841146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:27.841201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:27.897742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:27.898556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:27.898687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:27.898722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:28.016020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:28.016192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:28.016232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:28.016261] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:28.019894] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=13.92%)
[2025-12-19T20:18:28.020193] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-12-19T20:18:28.020354] [INFO ] [sig       ] CAF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:28.162394] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CAF.txt
[2025-12-19T20:18:28.162561] [INFO ] [sig       ] [584/3561] Completed CAF in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-19T20:18:28.162620] [INFO ] [sig       ] [585/3561] Forecasting CAG...
[2025-12-19T20:18:28.162650] [INFO ] [sig       ] Generating forecast for: CAG
[2025-12-19T20:18:28.162679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-12-19T20:18:28.174193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2025-12-19T20:18:28.174758] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-12-19T20:18:28.175763] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-12-19T20:18:28.175814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:28.175846] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:28.175873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:28.175928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:28.234238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:28.234875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:28.234956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:28.234986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:28.356853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:28.357012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:28.357055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:28.357085] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:28.360495] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=96.60%)
[2025-12-19T20:18:28.360775] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-12-19T20:18:28.360897] [INFO ] [sig       ] CAG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:28.501904] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CAG.txt
[2025-12-19T20:18:28.502069] [INFO ] [sig       ] [585/3561] Completed CAG in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-19T20:18:28.502109] [INFO ] [sig       ] [586/3561] Forecasting CAH...
[2025-12-19T20:18:28.502139] [INFO ] [sig       ] Generating forecast for: CAH
[2025-12-19T20:18:28.502173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-12-19T20:18:28.514426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2025-12-19T20:18:28.514850] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-12-19T20:18:28.515651] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-12-19T20:18:28.515704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:28.515737] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:28.515765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:28.515823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:28.573366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:28.574295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:28.574386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:28.574420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:28.693825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:28.693971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:28.694010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:28.694038] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:28.697365] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: UP (p=52.68%)
[2025-12-19T20:18:28.697654] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-12-19T20:18:28.697777] [INFO ] [sig       ] CAH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:28.838404] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CAH.txt
[2025-12-19T20:18:28.838564] [INFO ] [sig       ] [586/3561] Completed CAH in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-19T20:18:28.838626] [INFO ] [sig       ] [587/3561] Forecasting CAKE...
[2025-12-19T20:18:28.838675] [INFO ] [sig       ] Generating forecast for: CAKE
[2025-12-19T20:18:28.838706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2025-12-19T20:18:28.850213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2025-12-19T20:18:28.850601] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2025-12-19T20:18:28.851370] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2025-12-19T20:18:28.851420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:28.851452] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:28.851478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:28.851533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:28.906839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:28.907480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:28.907557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:28.907607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:29.028001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:29.028160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:29.028202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:29.028231] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:29.031695] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: DOWN (p=5.77%)
[2025-12-19T20:18:29.031966] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2025-12-19T20:18:29.032092] [INFO ] [sig       ] CAKE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:29.175642] [INFO ] [LOCAL     ] Saved forecast: CAKE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CAKE.txt
[2025-12-19T20:18:29.175798] [INFO ] [sig       ] [587/3561] Completed CAKE in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-19T20:18:29.175837] [INFO ] [sig       ] [588/3561] Forecasting CAL...
[2025-12-19T20:18:29.175879] [INFO ] [sig       ] Generating forecast for: CAL
[2025-12-19T20:18:29.175910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-12-19T20:18:29.189036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2025-12-19T20:18:29.189398] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-12-19T20:18:29.190192] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-12-19T20:18:29.190246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:29.190322] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:29.190352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:29.190410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:29.248184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:29.248853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:29.248935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:29.248968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:29.365530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:29.365706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:29.365746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:29.365775] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:29.369169] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: UP (p=86.70%)
[2025-12-19T20:18:29.369460] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-12-19T20:18:29.369599] [INFO ] [sig       ] CAL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:29.510713] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CAL.txt
[2025-12-19T20:18:29.510865] [INFO ] [sig       ] [588/3561] Completed CAL in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-19T20:18:29.510906] [INFO ] [sig       ] [589/3561] Forecasting CALC...
[2025-12-19T20:18:29.510936] [INFO ] [sig       ] Generating forecast for: CALC
[2025-12-19T20:18:29.510966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'.
[2025-12-19T20:18:29.522370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALC'.
[2025-12-19T20:18:29.522758] [INFO ] [FORECASTER] Starting predict_future for CALC
[2025-12-19T20:18:29.523701] [DEBUG] [LOCAL     ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt
[2025-12-19T20:18:29.523755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:29.523788] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:29.523814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:29.523869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:29.579161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:29.579832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:29.579910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:29.579943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:29.694101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:29.694276] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-19T20:18:29.694316] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:29.694345] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:29.697765] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: UP (p=77.67%)
[2025-12-19T20:18:29.698039] [INFO ] [FORECASTER] Completed predict_future for CALC
[2025-12-19T20:18:29.698162] [INFO ] [sig       ] CALC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:29.844533] [INFO ] [LOCAL     ] Saved forecast: CALC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CALC.txt
[2025-12-19T20:18:29.844725] [INFO ] [sig       ] [589/3561] Completed CALC in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-19T20:18:29.844769] [INFO ] [sig       ] [590/3561] Forecasting CALM...
[2025-12-19T20:18:29.844799] [INFO ] [sig       ] Generating forecast for: CALM
[2025-12-19T20:18:29.844831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2025-12-19T20:18:29.857196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2025-12-19T20:18:29.857560] [INFO ] [FORECASTER] Starting predict_future for CALM
[2025-12-19T20:18:29.858356] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2025-12-19T20:18:29.858406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:29.858438] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:29.858464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:29.858518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:29.913773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:29.914362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:29.914439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:29.914471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:30.035637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:30.035786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:30.035826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:30.035853] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:30.039385] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: UP (p=72.43%)
[2025-12-19T20:18:30.039683] [INFO ] [FORECASTER] Completed predict_future for CALM
[2025-12-19T20:18:30.039807] [INFO ] [sig       ] CALM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:30.179167] [INFO ] [LOCAL     ] Saved forecast: CALM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CALM.txt
[2025-12-19T20:18:30.179277] [INFO ] [sig       ] [590/3561] Completed CALM in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-19T20:18:30.179314] [INFO ] [sig       ] [591/3561] Forecasting CALX...
[2025-12-19T20:18:30.179342] [INFO ] [sig       ] Generating forecast for: CALX
[2025-12-19T20:18:30.179371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-12-19T20:18:30.191214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2025-12-19T20:18:30.191520] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-12-19T20:18:30.192267] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-12-19T20:18:30.192317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:30.192348] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:30.192374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:30.192429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:30.247292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:30.247897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:30.247975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:30.248005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:30.370049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:30.370179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:30.370222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:30.370327] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:30.373592] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: DOWN (p=9.52%)
[2025-12-19T20:18:30.373852] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-12-19T20:18:30.373970] [INFO ] [sig       ] CALX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:30.510279] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CALX.txt
[2025-12-19T20:18:30.510394] [INFO ] [sig       ] [591/3561] Completed CALX in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-19T20:18:30.510430] [INFO ] [sig       ] [592/3561] Forecasting CAPL...
[2025-12-19T20:18:30.510459] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-12-19T20:18:30.510488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-12-19T20:18:30.521902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2025-12-19T20:18:30.522209] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-12-19T20:18:30.522968] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-12-19T20:18:30.523019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:30.523051] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:30.523077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:30.523132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:30.578939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:30.579558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:30.579651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:30.579683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:30.698153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:30.698271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:30.698307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:30.698334] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:30.701495] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: DOWN (p=44.21%)
[2025-12-19T20:18:30.701768] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-12-19T20:18:30.701885] [INFO ] [sig       ] CAPL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:30.837477] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CAPL.txt
[2025-12-19T20:18:30.837598] [INFO ] [sig       ] [592/3561] Completed CAPL in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-19T20:18:30.837636] [INFO ] [sig       ] [593/3561] Forecasting CARE...
[2025-12-19T20:18:30.837666] [INFO ] [sig       ] Generating forecast for: CARE
[2025-12-19T20:18:30.837695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2025-12-19T20:18:30.850438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2025-12-19T20:18:30.850838] [INFO ] [FORECASTER] Starting predict_future for CARE
[2025-12-19T20:18:30.851654] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2025-12-19T20:18:30.851706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:30.851740] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:30.851767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:30.851825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:30.912159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:30.913085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:30.913177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:30.913229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:31.039458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:31.039672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:31.039719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:31.039752] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:31.044006] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: UP (p=78.31%)
[2025-12-19T20:18:31.044554] [INFO ] [FORECASTER] Completed predict_future for CARE
[2025-12-19T20:18:31.044721] [INFO ] [sig       ] CARE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:31.189899] [INFO ] [LOCAL     ] Saved forecast: CARE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CARE.txt
[2025-12-19T20:18:31.190055] [INFO ] [sig       ] [593/3561] Completed CARE in 0.4s | 2.87 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-19T20:18:31.190094] [INFO ] [sig       ] [594/3561] Forecasting CARG...
[2025-12-19T20:18:31.190125] [INFO ] [sig       ] Generating forecast for: CARG
[2025-12-19T20:18:31.190156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2025-12-19T20:18:31.201262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2025-12-19T20:18:31.201659] [INFO ] [FORECASTER] Starting predict_future for CARG
[2025-12-19T20:18:31.202422] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2025-12-19T20:18:31.202474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:31.202506] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:31.202533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:31.202613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:31.261983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:31.263055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:31.263140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:31.263176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:31.392479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:31.392663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:31.392706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:31.392736] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:31.396222] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: UP (p=81.20%)
[2025-12-19T20:18:31.396506] [INFO ] [FORECASTER] Completed predict_future for CARG
[2025-12-19T20:18:31.396652] [INFO ] [sig       ] CARG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:31.536608] [INFO ] [LOCAL     ] Saved forecast: CARG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CARG.txt
[2025-12-19T20:18:31.536767] [INFO ] [sig       ] [594/3561] Completed CARG in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-19T20:18:31.536808] [INFO ] [sig       ] [595/3561] Forecasting CARS...
[2025-12-19T20:18:31.536839] [INFO ] [sig       ] Generating forecast for: CARS
[2025-12-19T20:18:31.536869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-12-19T20:18:31.549381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2025-12-19T20:18:31.549796] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-12-19T20:18:31.550642] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-12-19T20:18:31.550694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:31.550726] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:31.550765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:31.550822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:31.608157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:31.608961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:31.609047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:31.609080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:31.741595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:31.741757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:31.741797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:31.741826] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:31.745244] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=87.30%)
[2025-12-19T20:18:31.745531] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-12-19T20:18:31.745675] [INFO ] [sig       ] CARS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:31.888316] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CARS.txt
[2025-12-19T20:18:31.888466] [INFO ] [sig       ] [595/3561] Completed CARS in 0.4s | 2.87 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-19T20:18:31.888507] [INFO ] [sig       ] [596/3561] Forecasting CASH...
[2025-12-19T20:18:31.888536] [INFO ] [sig       ] Generating forecast for: CASH
[2025-12-19T20:18:31.888565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2025-12-19T20:18:31.900073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2025-12-19T20:18:31.900457] [INFO ] [FORECASTER] Starting predict_future for CASH
[2025-12-19T20:18:31.901238] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2025-12-19T20:18:31.901294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:31.901325] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:31.901353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:31.901409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:31.957201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:31.958057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:31.958139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:31.958171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:32.076141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:32.076299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:32.076336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:32.076364] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:32.080180] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: UP (p=76.12%)
[2025-12-19T20:18:32.080446] [INFO ] [FORECASTER] Completed predict_future for CASH
[2025-12-19T20:18:32.080589] [INFO ] [sig       ] CASH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:32.220495] [INFO ] [LOCAL     ] Saved forecast: CASH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CASH.txt
[2025-12-19T20:18:32.220636] [INFO ] [sig       ] [596/3561] Completed CASH in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-19T20:18:32.220677] [INFO ] [sig       ] [597/3561] Forecasting CASS...
[2025-12-19T20:18:32.220706] [INFO ] [sig       ] Generating forecast for: CASS
[2025-12-19T20:18:32.220735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2025-12-19T20:18:32.231912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2025-12-19T20:18:32.232226] [INFO ] [FORECASTER] Starting predict_future for CASS
[2025-12-19T20:18:32.233009] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2025-12-19T20:18:32.233060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:32.233091] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:32.233116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:32.233171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:32.291127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:32.291942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:32.292022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:32.292053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:32.414394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:32.414547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:32.414601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:32.414631] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:32.418088] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: DOWN (p=11.02%)
[2025-12-19T20:18:32.418352] [INFO ] [FORECASTER] Completed predict_future for CASS
[2025-12-19T20:18:32.418469] [INFO ] [sig       ] CASS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:32.556924] [INFO ] [LOCAL     ] Saved forecast: CASS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CASS.txt
[2025-12-19T20:18:32.557053] [INFO ] [sig       ] [597/3561] Completed CASS in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-19T20:18:32.557092] [INFO ] [sig       ] [598/3561] Forecasting CASY...
[2025-12-19T20:18:32.557122] [INFO ] [sig       ] Generating forecast for: CASY
[2025-12-19T20:18:32.557152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2025-12-19T20:18:32.568877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2025-12-19T20:18:32.569208] [INFO ] [FORECASTER] Starting predict_future for CASY
[2025-12-19T20:18:32.569970] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2025-12-19T20:18:32.570021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:32.570052] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:32.570080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:32.570140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:32.627796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:32.628852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:32.628963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:32.628998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:32.750511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:32.750670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:32.750708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:32.750737] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:32.754019] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: DOWN (p=48.38%)
[2025-12-19T20:18:32.754285] [INFO ] [FORECASTER] Completed predict_future for CASY
[2025-12-19T20:18:32.754406] [INFO ] [sig       ] CASY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:32.892068] [INFO ] [LOCAL     ] Saved forecast: CASY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CASY.txt
[2025-12-19T20:18:32.892186] [INFO ] [sig       ] [598/3561] Completed CASY in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-19T20:18:32.892222] [INFO ] [sig       ] [599/3561] Forecasting CATH...
[2025-12-19T20:18:32.892253] [INFO ] [sig       ] Generating forecast for: CATH
[2025-12-19T20:18:32.892288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2025-12-19T20:18:32.902903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2025-12-19T20:18:32.903211] [INFO ] [FORECASTER] Starting predict_future for CATH
[2025-12-19T20:18:32.903993] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2025-12-19T20:18:32.904044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:32.904075] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:32.904102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:32.904158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:32.960131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:32.960858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:32.960937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:32.960969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:33.083878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:33.084029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:33.084067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:33.084095] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:33.087599] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: DOWN (p=48.28%)
[2025-12-19T20:18:33.087862] [INFO ] [FORECASTER] Completed predict_future for CATH
[2025-12-19T20:18:33.087985] [INFO ] [sig       ] CATH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:33.226524] [INFO ] [LOCAL     ] Saved forecast: CATH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CATH.txt
[2025-12-19T20:18:33.226658] [INFO ] [sig       ] [599/3561] Completed CATH in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-19T20:18:33.226697] [INFO ] [sig       ] [600/3561] Forecasting CATO...
[2025-12-19T20:18:33.226727] [INFO ] [sig       ] Generating forecast for: CATO
[2025-12-19T20:18:33.226756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-12-19T20:18:33.238349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2025-12-19T20:18:33.238712] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-12-19T20:18:33.239492] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-12-19T20:18:33.239543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:33.239777] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:33.239806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:33.239860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:33.296752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:33.297411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:33.297488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:33.297726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:33.417139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:33.417285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:33.417323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:33.417351] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:33.420709] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: UP (p=58.39%)
[2025-12-19T20:18:33.420970] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-12-19T20:18:33.421086] [INFO ] [sig       ] CATO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:33.559793] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CATO.txt
[2025-12-19T20:18:33.559928] [INFO ] [sig       ] [600/3561] Completed CATO in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-19T20:18:33.559967] [INFO ] [sig       ] [601/3561] Forecasting CATY...
[2025-12-19T20:18:33.559997] [INFO ] [sig       ] Generating forecast for: CATY
[2025-12-19T20:18:33.560026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2025-12-19T20:18:33.571852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2025-12-19T20:18:33.572197] [INFO ] [FORECASTER] Starting predict_future for CATY
[2025-12-19T20:18:33.572966] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2025-12-19T20:18:33.573019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:33.573051] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:33.573077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:33.573132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:33.629917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:33.630792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:33.630876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:33.630908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:33.751153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:33.751309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:33.751346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:33.751375] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:33.755020] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-12-19T20:18:33.755285] [INFO ] [FORECASTER] Completed predict_future for CATY
[2025-12-19T20:18:33.755405] [INFO ] [sig       ] CATY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:33.894769] [INFO ] [LOCAL     ] Saved forecast: CATY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CATY.txt
[2025-12-19T20:18:33.894959] [INFO ] [sig       ] [601/3561] Completed CATY in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-19T20:18:33.895002] [INFO ] [sig       ] [602/3561] Forecasting CAVA...
[2025-12-19T20:18:33.895032] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-12-19T20:18:33.895063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-12-19T20:18:33.910000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2025-12-19T20:18:33.910443] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-12-19T20:18:33.911328] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-12-19T20:18:33.911380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:33.911412] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:33.911437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:33.911492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:33.966180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:33.966810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:33.966888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:33.966920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:34.086865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:34.087000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:34.087037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:34.087065] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:34.090303] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: UP (p=86.93%)
[2025-12-19T20:18:34.090587] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-12-19T20:18:34.090706] [INFO ] [sig       ] CAVA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:34.227979] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CAVA.txt
[2025-12-19T20:18:34.228092] [INFO ] [sig       ] [602/3561] Completed CAVA in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-19T20:18:34.228128] [INFO ] [sig       ] [603/3561] Forecasting CB...
[2025-12-19T20:18:34.228157] [INFO ] [sig       ] Generating forecast for: CB
[2025-12-19T20:18:34.228187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-12-19T20:18:34.240166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2025-12-19T20:18:34.240473] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-12-19T20:18:34.241227] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-12-19T20:18:34.241277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:34.241307] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:34.241333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:34.241388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:34.297704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:34.298278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:34.298354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:34.298386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:34.417457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:34.417623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:34.417664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:34.417693] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:34.421014] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=36.33%)
[2025-12-19T20:18:34.421278] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-12-19T20:18:34.421394] [INFO ] [sig       ] CB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:34.557422] [INFO ] [LOCAL     ] Saved forecast: CB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CB.txt
[2025-12-19T20:18:34.557530] [INFO ] [sig       ] [603/3561] Completed CB in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-19T20:18:34.557568] [INFO ] [sig       ] [604/3561] Forecasting CBAN...
[2025-12-19T20:18:34.557614] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-12-19T20:18:34.557644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-12-19T20:18:34.568883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2025-12-19T20:18:34.569197] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-12-19T20:18:34.569957] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-12-19T20:18:34.570007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:34.570039] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:34.570066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:34.570121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:34.625938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:34.626530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:34.626624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:34.626657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:34.738148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:34.738280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:34.738322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:34.738350] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:34.741602] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: UP (p=55.75%)
[2025-12-19T20:18:34.741864] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-12-19T20:18:34.741980] [INFO ] [sig       ] CBAN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:34.879311] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CBAN.txt
[2025-12-19T20:18:34.879419] [INFO ] [sig       ] [604/3561] Completed CBAN in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-19T20:18:34.879457] [INFO ] [sig       ] [605/3561] Forecasting CBL...
[2025-12-19T20:18:34.879486] [INFO ] [sig       ] Generating forecast for: CBL
[2025-12-19T20:18:34.879515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-12-19T20:18:34.890453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2025-12-19T20:18:34.890784] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-12-19T20:18:34.891510] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-12-19T20:18:34.891561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:34.891640] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:34.891669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:34.891725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:34.947393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:34.947998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:34.948072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:34.948104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:35.065456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:35.065609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:35.065648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:35.065676] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:35.068888] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=96.40%)
[2025-12-19T20:18:35.069148] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-12-19T20:18:35.069266] [INFO ] [sig       ] CBL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:35.207466] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CBL.txt
[2025-12-19T20:18:35.207601] [INFO ] [sig       ] [605/3561] Completed CBL in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-19T20:18:35.207643] [INFO ] [sig       ] [606/3561] Forecasting CBNK...
[2025-12-19T20:18:35.207684] [INFO ] [sig       ] Generating forecast for: CBNK
[2025-12-19T20:18:35.207715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2025-12-19T20:18:35.218536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2025-12-19T20:18:35.218901] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2025-12-19T20:18:35.219670] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2025-12-19T20:18:35.219721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:35.219752] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:35.219778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:35.219833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:35.275412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:35.276001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:35.276075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:35.276107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:35.390508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:35.390669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:35.390708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:35.390735] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:35.393983] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: UP (p=54.21%)
[2025-12-19T20:18:35.394247] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2025-12-19T20:18:35.394369] [INFO ] [sig       ] CBNK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:35.533749] [INFO ] [LOCAL     ] Saved forecast: CBNK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CBNK.txt
[2025-12-19T20:18:35.533870] [INFO ] [sig       ] [606/3561] Completed CBNK in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-19T20:18:35.533907] [INFO ] [sig       ] [607/3561] Forecasting CBRE...
[2025-12-19T20:18:35.533937] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-12-19T20:18:35.533966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-12-19T20:18:35.545839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2025-12-19T20:18:35.546181] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-12-19T20:18:35.546947] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-12-19T20:18:35.546998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:35.547029] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:35.547056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:35.547112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:35.603001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:35.603859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:35.603944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:35.603976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:35.719832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:35.719995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:35.720033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:35.720061] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:35.723341] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: UP (p=55.01%)
[2025-12-19T20:18:35.723625] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-12-19T20:18:35.723745] [INFO ] [sig       ] CBRE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:35.861220] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CBRE.txt
[2025-12-19T20:18:35.861349] [INFO ] [sig       ] [607/3561] Completed CBRE in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-19T20:18:35.861395] [INFO ] [sig       ] [608/3561] Forecasting CBRL...
[2025-12-19T20:18:35.861429] [INFO ] [sig       ] Generating forecast for: CBRL
[2025-12-19T20:18:35.861466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2025-12-19T20:18:35.873395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2025-12-19T20:18:35.873761] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2025-12-19T20:18:35.874491] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2025-12-19T20:18:35.874555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:35.874606] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:35.874634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:35.874691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:35.929709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:35.930285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:35.930360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:35.930392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:36.052421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:36.052561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:36.052615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:36.052674] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:36.055952] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: UP (p=74.54%)
[2025-12-19T20:18:36.056212] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2025-12-19T20:18:36.056330] [INFO ] [sig       ] CBRL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:36.192371] [INFO ] [LOCAL     ] Saved forecast: CBRL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CBRL.txt
[2025-12-19T20:18:36.192482] [INFO ] [sig       ] [608/3561] Completed CBRL in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-19T20:18:36.192519] [INFO ] [sig       ] [609/3561] Forecasting CBSH...
[2025-12-19T20:18:36.192548] [INFO ] [sig       ] Generating forecast for: CBSH
[2025-12-19T20:18:36.192595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2025-12-19T20:18:36.205065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2025-12-19T20:18:36.205398] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2025-12-19T20:18:36.206144] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2025-12-19T20:18:36.206195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:36.206226] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:36.206253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:36.206308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:36.261775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:36.262375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:36.262453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:36.262484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:36.380544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:36.380716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:36.380755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:36.380783] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:36.384046] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-19T20:18:36.384306] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2025-12-19T20:18:36.384430] [INFO ] [sig       ] CBSH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:36.521708] [INFO ] [LOCAL     ] Saved forecast: CBSH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CBSH.txt
[2025-12-19T20:18:36.521834] [INFO ] [sig       ] [609/3561] Completed CBSH in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-19T20:18:36.521873] [INFO ] [sig       ] [610/3561] Forecasting CBUS...
[2025-12-19T20:18:36.521901] [INFO ] [sig       ] Generating forecast for: CBUS
[2025-12-19T20:18:36.521930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2025-12-19T20:18:36.537942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2025-12-19T20:18:36.538482] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2025-12-19T20:18:36.539545] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2025-12-19T20:18:36.539627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:36.539669] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:36.539703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:36.539784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:36.600804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:36.601754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:36.601842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:36.601875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:36.724432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:36.724627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:36.724669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:36.724699] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:36.728296] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: DOWN (p=5.84%)
[2025-12-19T20:18:36.728614] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2025-12-19T20:18:36.728776] [INFO ] [sig       ] CBUS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:36.867131] [INFO ] [LOCAL     ] Saved forecast: CBUS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CBUS.txt
[2025-12-19T20:18:36.867277] [INFO ] [sig       ] [610/3561] Completed CBUS in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-19T20:18:36.867318] [INFO ] [sig       ] [611/3561] Forecasting CBZ...
[2025-12-19T20:18:36.867347] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-12-19T20:18:36.867378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-12-19T20:18:36.879386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2025-12-19T20:18:36.879763] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-12-19T20:18:36.880525] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-12-19T20:18:36.880595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:36.880629] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:36.880655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:36.880710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:36.935813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:36.936394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:36.936472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:36.936504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:37.053666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:37.053811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:37.053849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:37.053876] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:37.057158] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=90.70%)
[2025-12-19T20:18:37.057424] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-12-19T20:18:37.057543] [INFO ] [sig       ] CBZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:37.195596] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CBZ.txt
[2025-12-19T20:18:37.195707] [INFO ] [sig       ] [611/3561] Completed CBZ in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-19T20:18:37.195751] [INFO ] [sig       ] [612/3561] Forecasting CC...
[2025-12-19T20:18:37.195782] [INFO ] [sig       ] Generating forecast for: CC
[2025-12-19T20:18:37.195811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-12-19T20:18:37.208787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2025-12-19T20:18:37.209121] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-12-19T20:18:37.209878] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-12-19T20:18:37.209928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:37.209960] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:37.209986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:37.210041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:37.265927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:37.266494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:37.266570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:37.266620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:37.390842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:37.391009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:37.391047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:37.391080] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:37.394414] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: UP (p=64.57%)
[2025-12-19T20:18:37.394697] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-12-19T20:18:37.394819] [INFO ] [sig       ] CC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:37.530191] [INFO ] [LOCAL     ] Saved forecast: CC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CC.txt
[2025-12-19T20:18:37.530319] [INFO ] [sig       ] [612/3561] Completed CC in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-19T20:18:37.530359] [INFO ] [sig       ] [613/3561] Forecasting CCAP...
[2025-12-19T20:18:37.530388] [INFO ] [sig       ] Generating forecast for: CCAP
[2025-12-19T20:18:37.530418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2025-12-19T20:18:37.542169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2025-12-19T20:18:37.542546] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2025-12-19T20:18:37.543311] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2025-12-19T20:18:37.543361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:37.543392] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:37.543419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:37.543474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:37.598375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:37.599012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:37.599089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:37.599120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:37.717720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:37.717860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:37.717897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:37.717924] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:37.721156] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: DOWN (p=21.02%)
[2025-12-19T20:18:37.721421] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2025-12-19T20:18:37.721555] [INFO ] [sig       ] CCAP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:37.858407] [INFO ] [LOCAL     ] Saved forecast: CCAP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CCAP.txt
[2025-12-19T20:18:37.858528] [INFO ] [sig       ] [613/3561] Completed CCAP in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-19T20:18:37.858566] [INFO ] [sig       ] [614/3561] Forecasting CCB...
[2025-12-19T20:18:37.858613] [INFO ] [sig       ] Generating forecast for: CCB
[2025-12-19T20:18:37.858644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2025-12-19T20:18:37.871435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2025-12-19T20:18:37.871774] [INFO ] [FORECASTER] Starting predict_future for CCB
[2025-12-19T20:18:37.872504] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2025-12-19T20:18:37.872555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:37.872608] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:37.872636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:37.872692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:37.929080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:37.929692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:37.929767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:37.929799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:38.050587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:38.050914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:38.050951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:38.050979] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:38.054365] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: UP (p=66.05%)
[2025-12-19T20:18:38.054831] [INFO ] [FORECASTER] Completed predict_future for CCB
[2025-12-19T20:18:38.054956] [INFO ] [sig       ] CCB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:38.192613] [INFO ] [LOCAL     ] Saved forecast: CCB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CCB.txt
[2025-12-19T20:18:38.192770] [INFO ] [sig       ] [614/3561] Completed CCB in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-19T20:18:38.192809] [INFO ] [sig       ] [615/3561] Forecasting CCBG...
[2025-12-19T20:18:38.192839] [INFO ] [sig       ] Generating forecast for: CCBG
[2025-12-19T20:18:38.192869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2025-12-19T20:18:38.204260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2025-12-19T20:18:38.204696] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2025-12-19T20:18:38.205452] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2025-12-19T20:18:38.205503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:38.205533] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:38.205559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:38.205644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:38.260527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:38.261451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:38.261597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:38.261633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:38.377222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:38.377377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:38.377432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:38.377464] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:38.380803] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: DOWN (p=31.60%)
[2025-12-19T20:18:38.381064] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2025-12-19T20:18:38.381183] [INFO ] [sig       ] CCBG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:38.519279] [INFO ] [LOCAL     ] Saved forecast: CCBG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CCBG.txt
[2025-12-19T20:18:38.519430] [INFO ] [sig       ] [615/3561] Completed CCBG in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-19T20:18:38.519469] [INFO ] [sig       ] [616/3561] Forecasting CCCC...
[2025-12-19T20:18:38.519501] [INFO ] [sig       ] Generating forecast for: CCCC
[2025-12-19T20:18:38.519532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2025-12-19T20:18:38.531245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2025-12-19T20:18:38.531601] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2025-12-19T20:18:38.532340] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2025-12-19T20:18:38.532391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:38.532424] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:38.532452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:38.532509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:38.588395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:38.589010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:38.589091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:38.589123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:38.714401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:38.714553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:38.714610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:38.714641] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:38.717920] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: UP (p=82.83%)
[2025-12-19T20:18:38.718185] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2025-12-19T20:18:38.718305] [INFO ] [sig       ] CCCC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:38.858283] [INFO ] [LOCAL     ] Saved forecast: CCCC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CCCC.txt
[2025-12-19T20:18:38.858430] [INFO ] [sig       ] [616/3561] Completed CCCC in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-19T20:18:38.858472] [INFO ] [sig       ] [617/3561] Forecasting CCD...
[2025-12-19T20:18:38.858502] [INFO ] [sig       ] Generating forecast for: CCD
[2025-12-19T20:18:38.858533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2025-12-19T20:18:38.869968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2025-12-19T20:18:38.870342] [INFO ] [FORECASTER] Starting predict_future for CCD
[2025-12-19T20:18:38.871130] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2025-12-19T20:18:38.871185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:38.871220] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:38.871248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:38.871305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:38.927100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:38.927887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:38.928015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:38.928050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:39.043276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:39.043429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:39.043469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:39.043497] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:39.046808] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: DOWN (p=3.85%)
[2025-12-19T20:18:39.047068] [INFO ] [FORECASTER] Completed predict_future for CCD
[2025-12-19T20:18:39.047186] [INFO ] [sig       ] CCD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:39.185003] [INFO ] [LOCAL     ] Saved forecast: CCD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CCD.txt
[2025-12-19T20:18:39.185145] [INFO ] [sig       ] [617/3561] Completed CCD in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-19T20:18:39.185185] [INFO ] [sig       ] [618/3561] Forecasting CCEP...
[2025-12-19T20:18:39.185230] [INFO ] [sig       ] Generating forecast for: CCEP
[2025-12-19T20:18:39.185261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2025-12-19T20:18:39.197616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2025-12-19T20:18:39.198002] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2025-12-19T20:18:39.198837] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2025-12-19T20:18:39.198901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:39.198934] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:39.198961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:39.199019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:39.256253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:39.257092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:39.257176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:39.257218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:39.389887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:39.390048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:39.390087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:39.390116] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:39.393447] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-12-19T20:18:39.393734] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2025-12-19T20:18:39.393857] [INFO ] [sig       ] CCEP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:39.547970] [INFO ] [LOCAL     ] Saved forecast: CCEP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CCEP.txt
[2025-12-19T20:18:39.548226] [INFO ] [sig       ] [618/3561] Completed CCEP in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-19T20:18:39.548298] [INFO ] [sig       ] [619/3561] Forecasting CCI...
[2025-12-19T20:18:39.548352] [INFO ] [sig       ] Generating forecast for: CCI
[2025-12-19T20:18:39.548405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-12-19T20:18:39.560846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2025-12-19T20:18:39.561252] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-12-19T20:18:39.562084] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-12-19T20:18:39.562139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:39.562216] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:39.562248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:39.562307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:39.621731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:39.622636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:39.622740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:39.622776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:39.746932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:39.747095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:39.747136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:39.747167] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:39.750562] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: DOWN (p=17.59%)
[2025-12-19T20:18:39.750856] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-12-19T20:18:39.750981] [INFO ] [sig       ] CCI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:39.890073] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CCI.txt
[2025-12-19T20:18:39.890230] [INFO ] [sig       ] [619/3561] Completed CCI in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-19T20:18:39.890270] [INFO ] [sig       ] [620/3561] Forecasting CCIF...
[2025-12-19T20:18:39.890300] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-12-19T20:18:39.890331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-12-19T20:18:39.902890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2025-12-19T20:18:39.903358] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-12-19T20:18:39.904243] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-12-19T20:18:39.904298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:39.904332] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:39.904360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:39.904418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:39.963778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:39.964742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:39.964834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:39.964868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:40.088197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:40.088368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:40.088407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:40.088437] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:40.092101] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: UP (p=61.15%)
[2025-12-19T20:18:40.092460] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-12-19T20:18:40.092625] [INFO ] [sig       ] CCIF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:40.241335] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CCIF.txt
[2025-12-19T20:18:40.241493] [INFO ] [sig       ] [620/3561] Completed CCIF in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-19T20:18:40.241534] [INFO ] [sig       ] [621/3561] Forecasting CCJ...
[2025-12-19T20:18:40.241564] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-12-19T20:18:40.241617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-12-19T20:18:40.254386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2025-12-19T20:18:40.254885] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-12-19T20:18:40.255753] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-12-19T20:18:40.255807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:40.255842] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:40.255870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:40.255928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:40.313674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:40.314563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:40.314669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:40.314703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:40.437475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:40.437670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:40.437711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:40.437741] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:40.441287] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-12-19T20:18:40.441616] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-12-19T20:18:40.441753] [INFO ] [sig       ] CCJ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:40.587857] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CCJ.txt
[2025-12-19T20:18:40.588032] [INFO ] [sig       ] [621/3561] Completed CCJ in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-19T20:18:40.588076] [INFO ] [sig       ] [622/3561] Forecasting CCK...
[2025-12-19T20:18:40.588108] [INFO ] [sig       ] Generating forecast for: CCK
[2025-12-19T20:18:40.588142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-12-19T20:18:40.601023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2025-12-19T20:18:40.601358] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-12-19T20:18:40.602130] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-12-19T20:18:40.602181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:40.602239] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:40.602266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:40.602322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:40.658104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:40.658751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:40.658827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:40.658860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:40.780725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:40.780887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:40.780926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:40.780955] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:40.784436] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-12-19T20:18:40.784914] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-12-19T20:18:40.785042] [INFO ] [sig       ] CCK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:40.927198] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CCK.txt
[2025-12-19T20:18:40.927314] [INFO ] [sig       ] [622/3561] Completed CCK in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-19T20:18:40.927352] [INFO ] [sig       ] [623/3561] Forecasting CCL...
[2025-12-19T20:18:40.927381] [INFO ] [sig       ] Generating forecast for: CCL
[2025-12-19T20:18:40.927419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-12-19T20:18:40.940512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2025-12-19T20:18:40.941072] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-12-19T20:18:40.942055] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-12-19T20:18:40.942105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:40.942135] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:40.942161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:40.942215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:41.004683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:41.005338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:41.005441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:41.005480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:41.128483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:41.128639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:41.128691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:41.128721] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:41.131981] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=18.89%)
[2025-12-19T20:18:41.132242] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-12-19T20:18:41.132360] [INFO ] [sig       ] CCL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:41.270842] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CCL.txt
[2025-12-19T20:18:41.270969] [INFO ] [sig       ] [623/3561] Completed CCL in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-19T20:18:41.271006] [INFO ] [sig       ] [624/3561] Forecasting CCLD...
[2025-12-19T20:18:41.271035] [INFO ] [sig       ] Generating forecast for: CCLD
[2025-12-19T20:18:41.271065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2025-12-19T20:18:41.282908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2025-12-19T20:18:41.283224] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2025-12-19T20:18:41.283978] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2025-12-19T20:18:41.284028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:41.284060] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:41.284086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:41.284142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:41.341627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:41.342445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:41.342522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:41.342758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:41.462481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:41.462649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:41.462688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:41.462716] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:41.465987] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: DOWN (p=29.38%)
[2025-12-19T20:18:41.466246] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2025-12-19T20:18:41.466365] [INFO ] [sig       ] CCLD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:41.602464] [INFO ] [LOCAL     ] Saved forecast: CCLD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CCLD.txt
[2025-12-19T20:18:41.602780] [INFO ] [sig       ] [624/3561] Completed CCLD in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-19T20:18:41.602820] [INFO ] [sig       ] [625/3561] Forecasting CCNE...
[2025-12-19T20:18:41.602848] [INFO ] [sig       ] Generating forecast for: CCNE
[2025-12-19T20:18:41.602877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-12-19T20:18:41.614208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-12-19T20:18:41.614523] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2025-12-19T20:18:41.615288] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2025-12-19T20:18:41.615339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:41.615369] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:41.615394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:41.615448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:41.670963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:41.671562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:41.671655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:41.671686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:41.790351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:41.790493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:41.790529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:41.790603] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:41.794243] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: UP (p=77.11%)
[2025-12-19T20:18:41.794511] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2025-12-19T20:18:41.794828] [INFO ] [sig       ] CCNE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:41.932339] [INFO ] [LOCAL     ] Saved forecast: CCNE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CCNE.txt
[2025-12-19T20:18:41.932450] [INFO ] [sig       ] [625/3561] Completed CCNE in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-19T20:18:41.932505] [INFO ] [sig       ] [626/3561] Forecasting CCO...
[2025-12-19T20:18:41.932536] [INFO ] [sig       ] Generating forecast for: CCO
[2025-12-19T20:18:41.932565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-12-19T20:18:41.945912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2025-12-19T20:18:41.946254] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-12-19T20:18:41.947023] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-12-19T20:18:41.947075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:41.947106] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:41.947133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:41.947188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:42.003162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:42.003778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:42.003853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:42.003884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:42.125255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:42.125387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:42.125424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:42.125452] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:42.128760] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: UP (p=87.36%)
[2025-12-19T20:18:42.129027] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-12-19T20:18:42.129147] [INFO ] [sig       ] CCO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:42.266791] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CCO.txt
[2025-12-19T20:18:42.266904] [INFO ] [sig       ] [626/3561] Completed CCO in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-19T20:18:42.266940] [INFO ] [sig       ] [627/3561] Forecasting CCOI...
[2025-12-19T20:18:42.266970] [INFO ] [sig       ] Generating forecast for: CCOI
[2025-12-19T20:18:42.266999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2025-12-19T20:18:42.278017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2025-12-19T20:18:42.278339] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2025-12-19T20:18:42.279119] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2025-12-19T20:18:42.279170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:42.279200] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:42.279226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:42.279281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:42.335207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:42.336004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:42.336078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:42.336109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:42.455545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:42.455705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:42.455742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:42.455771] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:42.459058] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: UP (p=80.43%)
[2025-12-19T20:18:42.459331] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2025-12-19T20:18:42.459464] [INFO ] [sig       ] CCOI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:42.594342] [INFO ] [LOCAL     ] Saved forecast: CCOI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CCOI.txt
[2025-12-19T20:18:42.594467] [INFO ] [sig       ] [627/3561] Completed CCOI in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-19T20:18:42.594508] [INFO ] [sig       ] [628/3561] Forecasting CCRN...
[2025-12-19T20:18:42.594540] [INFO ] [sig       ] Generating forecast for: CCRN
[2025-12-19T20:18:42.594568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2025-12-19T20:18:42.606920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2025-12-19T20:18:42.607234] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2025-12-19T20:18:42.608188] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2025-12-19T20:18:42.608239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:42.608270] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:42.608295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:42.608350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:42.664506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:42.665102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:42.665178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:42.665209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:42.784304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:42.784447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:42.784484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:42.784511] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:42.787765] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: DOWN (p=24.50%)
[2025-12-19T20:18:42.788025] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2025-12-19T20:18:42.788141] [INFO ] [sig       ] CCRN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:42.927367] [INFO ] [LOCAL     ] Saved forecast: CCRN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CCRN.txt
[2025-12-19T20:18:42.927484] [INFO ] [sig       ] [628/3561] Completed CCRN in 0.3s | 2.88 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-19T20:18:42.927522] [INFO ] [sig       ] [629/3561] Forecasting CCS...
[2025-12-19T20:18:42.927552] [INFO ] [sig       ] Generating forecast for: CCS
[2025-12-19T20:18:42.927599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-12-19T20:18:42.939330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2025-12-19T20:18:42.939664] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-12-19T20:18:42.940402] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-12-19T20:18:42.940453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:42.940485] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:42.940512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:42.940590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:42.998069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:42.998680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:42.998758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:42.998789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:43.116987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:43.117125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:43.117163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:43.117190] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:43.120660] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: DOWN (p=16.57%)
[2025-12-19T20:18:43.121094] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-12-19T20:18:43.121212] [INFO ] [sig       ] CCS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:43.261758] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CCS.txt
[2025-12-19T20:18:43.261866] [INFO ] [sig       ] [629/3561] Completed CCS in 0.3s | 2.88 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-19T20:18:43.261904] [INFO ] [sig       ] [630/3561] Forecasting CCSI...
[2025-12-19T20:18:43.261932] [INFO ] [sig       ] Generating forecast for: CCSI
[2025-12-19T20:18:43.261961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2025-12-19T20:18:43.273052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2025-12-19T20:18:43.273372] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2025-12-19T20:18:43.274132] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2025-12-19T20:18:43.274183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:43.274215] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:43.274241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:43.274308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:43.331002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:43.331606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:43.331683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:43.331714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:43.446686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:43.446826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:43.446863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:43.446890] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:43.450711] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: UP (p=94.17%)
[2025-12-19T20:18:43.450973] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2025-12-19T20:18:43.451093] [INFO ] [sig       ] CCSI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:43.593844] [INFO ] [LOCAL     ] Saved forecast: CCSI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CCSI.txt
[2025-12-19T20:18:43.593998] [INFO ] [sig       ] [630/3561] Completed CCSI in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-19T20:18:43.594037] [INFO ] [sig       ] [631/3561] Forecasting CDC...
[2025-12-19T20:18:43.594067] [INFO ] [sig       ] Generating forecast for: CDC
[2025-12-19T20:18:43.594097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2025-12-19T20:18:43.606279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2025-12-19T20:18:43.606681] [INFO ] [FORECASTER] Starting predict_future for CDC
[2025-12-19T20:18:43.607486] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2025-12-19T20:18:43.607549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:43.607628] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:43.607659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:43.607716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:43.667948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:43.668971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:43.669058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:43.669089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:43.793046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:43.793197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:43.793234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:43.793261] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:43.796537] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: DOWN (p=4.78%)
[2025-12-19T20:18:43.796817] [INFO ] [FORECASTER] Completed predict_future for CDC
[2025-12-19T20:18:43.796939] [INFO ] [sig       ] CDC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:43.936663] [INFO ] [LOCAL     ] Saved forecast: CDC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CDC.txt
[2025-12-19T20:18:43.936777] [INFO ] [sig       ] [631/3561] Completed CDC in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-19T20:18:43.936814] [INFO ] [sig       ] [632/3561] Forecasting CDE...
[2025-12-19T20:18:43.936843] [INFO ] [sig       ] Generating forecast for: CDE
[2025-12-19T20:18:43.936873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-12-19T20:18:43.948038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2025-12-19T20:18:43.948365] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-12-19T20:18:43.952906] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-12-19T20:18:43.952974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:43.953007] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:43.953035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:43.953091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:44.011053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:44.011688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:44.011815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:44.011851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:44.137214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:44.137355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:44.137395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:44.137425] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:44.141297] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: UP (p=66.60%)
[2025-12-19T20:18:44.141590] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-12-19T20:18:44.141717] [INFO ] [sig       ] CDE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:44.282349] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CDE.txt
[2025-12-19T20:18:44.282471] [INFO ] [sig       ] [632/3561] Completed CDE in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-19T20:18:44.282512] [INFO ] [sig       ] [633/3561] Forecasting CDIO...
[2025-12-19T20:18:44.282548] [INFO ] [sig       ] Generating forecast for: CDIO
[2025-12-19T20:18:44.282597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2025-12-19T20:18:44.293673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2025-12-19T20:18:44.293980] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2025-12-19T20:18:44.294776] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2025-12-19T20:18:44.294828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:44.294861] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:44.294890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:44.294948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:44.352265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:44.352863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:44.352939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:44.352969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:44.477249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:44.477384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:44.477420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:44.477448] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:44.480749] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: UP (p=58.32%)
[2025-12-19T20:18:44.481009] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2025-12-19T20:18:44.481125] [INFO ] [sig       ] CDIO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:44.618924] [INFO ] [LOCAL     ] Saved forecast: CDIO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CDIO.txt
[2025-12-19T20:18:44.619052] [INFO ] [sig       ] [633/3561] Completed CDIO in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-19T20:18:44.619096] [INFO ] [sig       ] [634/3561] Forecasting CDL...
[2025-12-19T20:18:44.619134] [INFO ] [sig       ] Generating forecast for: CDL
[2025-12-19T20:18:44.619169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2025-12-19T20:18:44.630492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2025-12-19T20:18:44.630827] [INFO ] [FORECASTER] Starting predict_future for CDL
[2025-12-19T20:18:44.631588] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2025-12-19T20:18:44.631640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:44.631672] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:44.631700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:44.631755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:44.689186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:44.690118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:44.690201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:44.690234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:44.800809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:44.800963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:44.801000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:44.801029] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:44.804315] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: DOWN (p=20.01%)
[2025-12-19T20:18:44.804600] [INFO ] [FORECASTER] Completed predict_future for CDL
[2025-12-19T20:18:44.804723] [INFO ] [sig       ] CDL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:44.944224] [INFO ] [LOCAL     ] Saved forecast: CDL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CDL.txt
[2025-12-19T20:18:44.944364] [INFO ] [sig       ] [634/3561] Completed CDL in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-19T20:18:44.944403] [INFO ] [sig       ] [635/3561] Forecasting CDNA...
[2025-12-19T20:18:44.944432] [INFO ] [sig       ] Generating forecast for: CDNA
[2025-12-19T20:18:44.944462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2025-12-19T20:18:44.955496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2025-12-19T20:18:44.955838] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2025-12-19T20:18:44.956608] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2025-12-19T20:18:44.956663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:44.956694] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:44.956720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:44.956776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:45.012499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:45.013119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:45.013195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:45.013227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:45.142873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:45.143041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:45.143083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:45.143112] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:45.146684] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: UP (p=99.80%)
[2025-12-19T20:18:45.147036] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2025-12-19T20:18:45.147174] [INFO ] [sig       ] CDNA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:45.292232] [INFO ] [LOCAL     ] Saved forecast: CDNA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CDNA.txt
[2025-12-19T20:18:45.292388] [INFO ] [sig       ] [635/3561] Completed CDNA in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-19T20:18:45.292433] [INFO ] [sig       ] [636/3561] Forecasting CDNS...
[2025-12-19T20:18:45.292463] [INFO ] [sig       ] Generating forecast for: CDNS
[2025-12-19T20:18:45.292493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2025-12-19T20:18:45.303436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2025-12-19T20:18:45.303788] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2025-12-19T20:18:45.304691] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2025-12-19T20:18:45.304744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:45.304777] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:45.304803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:45.304864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:45.361263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:45.361867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:45.361943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:45.361974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:45.484707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:45.484871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:45.484910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:45.484937] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:45.488801] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: UP (p=84.24%)
[2025-12-19T20:18:45.489083] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2025-12-19T20:18:45.489208] [INFO ] [sig       ] CDNS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:45.632063] [INFO ] [LOCAL     ] Saved forecast: CDNS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CDNS.txt
[2025-12-19T20:18:45.632215] [INFO ] [sig       ] [636/3561] Completed CDNS in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-19T20:18:45.632256] [INFO ] [sig       ] [637/3561] Forecasting CDP...
[2025-12-19T20:18:45.632285] [INFO ] [sig       ] Generating forecast for: CDP
[2025-12-19T20:18:45.632316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-12-19T20:18:45.643414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2025-12-19T20:18:45.643784] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-12-19T20:18:45.644543] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-12-19T20:18:45.644616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:45.644653] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:45.644681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:45.644737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:45.703650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:45.704423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:45.704519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:45.704553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:45.822988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:45.823118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:45.823154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:45.823182] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:45.826775] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: DOWN (p=18.36%)
[2025-12-19T20:18:45.827035] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-12-19T20:18:45.827168] [INFO ] [sig       ] CDP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:45.967133] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CDP.txt
[2025-12-19T20:18:45.967284] [INFO ] [sig       ] [637/3561] Completed CDP in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-19T20:18:45.967324] [INFO ] [sig       ] [638/3561] Forecasting CDRE...
[2025-12-19T20:18:45.967353] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-12-19T20:18:45.967382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-12-19T20:18:45.978447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2025-12-19T20:18:45.978818] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-12-19T20:18:45.979555] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-12-19T20:18:45.979623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:45.979656] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:45.979682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:45.979738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:46.036099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:46.036724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:46.036799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:46.036830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:46.156219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:46.156368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:46.156405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:46.156434] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:46.160389] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: UP (p=71.58%)
[2025-12-19T20:18:46.160674] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-12-19T20:18:46.160989] [INFO ] [sig       ] CDRE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:46.298475] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CDRE.txt
[2025-12-19T20:18:46.298611] [INFO ] [sig       ] [638/3561] Completed CDRE in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-19T20:18:46.298661] [INFO ] [sig       ] [639/3561] Forecasting CDRO...
[2025-12-19T20:18:46.298700] [INFO ] [sig       ] Generating forecast for: CDRO
[2025-12-19T20:18:46.298734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2025-12-19T20:18:46.308921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2025-12-19T20:18:46.309253] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2025-12-19T20:18:46.310020] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2025-12-19T20:18:46.310070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:46.310138] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:46.310167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:46.310223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:46.367626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:46.368253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:46.368329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:46.368361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:46.478703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:46.478856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:46.478916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:46.478945] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:46.482979] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-19T20:18:46.483242] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2025-12-19T20:18:46.483359] [INFO ] [sig       ] CDRO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:46.624251] [INFO ] [LOCAL     ] Saved forecast: CDRO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CDRO.txt
[2025-12-19T20:18:46.624387] [INFO ] [sig       ] [639/3561] Completed CDRO in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-19T20:18:46.624426] [INFO ] [sig       ] [640/3561] Forecasting CDTX...
[2025-12-19T20:18:46.624455] [INFO ] [sig       ] Generating forecast for: CDTX
[2025-12-19T20:18:46.624485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'.
[2025-12-19T20:18:46.637148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDTX'.
[2025-12-19T20:18:46.637465] [INFO ] [FORECASTER] Starting predict_future for CDTX
[2025-12-19T20:18:46.638380] [DEBUG] [LOCAL     ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt
[2025-12-19T20:18:46.638431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:46.638461] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:46.638487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:46.638541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:46.695281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:46.696027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:46.696106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:46.696138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:46.813658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:46.813817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:46.813857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:46.813885] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:46.817400] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: DOWN (p=38.54%)
[2025-12-19T20:18:46.817693] [INFO ] [FORECASTER] Completed predict_future for CDTX
[2025-12-19T20:18:46.817820] [INFO ] [sig       ] CDTX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:46.969032] [INFO ] [LOCAL     ] Saved forecast: CDTX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CDTX.txt
[2025-12-19T20:18:46.969189] [INFO ] [sig       ] [640/3561] Completed CDTX in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-19T20:18:46.969230] [INFO ] [sig       ] [641/3561] Forecasting CDXS...
[2025-12-19T20:18:46.969259] [INFO ] [sig       ] Generating forecast for: CDXS
[2025-12-19T20:18:46.969289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2025-12-19T20:18:46.981477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2025-12-19T20:18:46.981884] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2025-12-19T20:18:46.982662] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2025-12-19T20:18:46.982712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:46.982744] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:46.982770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:46.982826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:47.041964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:47.043043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:47.043130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:47.043164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:47.163134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:47.163291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:47.163329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:47.163359] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:47.166697] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: UP (p=64.58%)
[2025-12-19T20:18:47.166969] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2025-12-19T20:18:47.167088] [INFO ] [sig       ] CDXS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:47.307180] [INFO ] [LOCAL     ] Saved forecast: CDXS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CDXS.txt
[2025-12-19T20:18:47.307341] [INFO ] [sig       ] [641/3561] Completed CDXS in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-19T20:18:47.307381] [INFO ] [sig       ] [642/3561] Forecasting CDZI...
[2025-12-19T20:18:47.307410] [INFO ] [sig       ] Generating forecast for: CDZI
[2025-12-19T20:18:47.307442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2025-12-19T20:18:47.319298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2025-12-19T20:18:47.319708] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2025-12-19T20:18:47.320475] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2025-12-19T20:18:47.320528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:47.320559] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:47.320610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:47.320668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:47.378295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:47.379167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:47.379250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:47.379282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:47.501891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:47.502052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:47.502090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:47.502149] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:47.505449] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-12-19T20:18:47.505743] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2025-12-19T20:18:47.505863] [INFO ] [sig       ] CDZI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:47.646801] [INFO ] [LOCAL     ] Saved forecast: CDZI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CDZI.txt
[2025-12-19T20:18:47.647129] [INFO ] [sig       ] [642/3561] Completed CDZI in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-19T20:18:47.647171] [INFO ] [sig       ] [643/3561] Forecasting CE...
[2025-12-19T20:18:47.647200] [INFO ] [sig       ] Generating forecast for: CE
[2025-12-19T20:18:47.647230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-12-19T20:18:47.657997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2025-12-19T20:18:47.658301] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-12-19T20:18:47.659080] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-12-19T20:18:47.659137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:47.659196] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:47.659226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:47.659282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:47.716946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:47.717666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:47.717772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:47.717806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:47.842234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:47.842392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:47.842429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:47.842458] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:47.845785] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: DOWN (p=40.15%)
[2025-12-19T20:18:47.846046] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-12-19T20:18:47.846164] [INFO ] [sig       ] CE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:47.986928] [INFO ] [LOCAL     ] Saved forecast: CE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CE.txt
[2025-12-19T20:18:47.987081] [INFO ] [sig       ] [643/3561] Completed CE in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-19T20:18:47.987121] [INFO ] [sig       ] [644/3561] Forecasting CECO...
[2025-12-19T20:18:47.987150] [INFO ] [sig       ] Generating forecast for: CECO
[2025-12-19T20:18:47.987180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2025-12-19T20:18:47.998312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2025-12-19T20:18:47.998697] [INFO ] [FORECASTER] Starting predict_future for CECO
[2025-12-19T20:18:47.999431] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2025-12-19T20:18:47.999481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:47.999512] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:47.999538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:47.999612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:48.055315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:48.056124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:48.056204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:48.056237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:48.169143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:48.169300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:48.169338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:48.169367] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:48.173074] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: DOWN (p=15.98%)
[2025-12-19T20:18:48.173349] [INFO ] [FORECASTER] Completed predict_future for CECO
[2025-12-19T20:18:48.173471] [INFO ] [sig       ] CECO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:48.310699] [INFO ] [LOCAL     ] Saved forecast: CECO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CECO.txt
[2025-12-19T20:18:48.310828] [INFO ] [sig       ] [644/3561] Completed CECO in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-19T20:18:48.310865] [INFO ] [sig       ] [645/3561] Forecasting CEG...
[2025-12-19T20:18:48.310894] [INFO ] [sig       ] Generating forecast for: CEG
[2025-12-19T20:18:48.310925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2025-12-19T20:18:48.322072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2025-12-19T20:18:48.322393] [INFO ] [FORECASTER] Starting predict_future for CEG
[2025-12-19T20:18:48.323154] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2025-12-19T20:18:48.323204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:48.323236] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:48.323263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:48.323318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:48.378926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:48.379685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:48.379765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:48.379797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:48.498592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:48.498767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:48.498805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:48.498832] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:48.502118] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: DOWN (p=9.12%)
[2025-12-19T20:18:48.502378] [INFO ] [FORECASTER] Completed predict_future for CEG
[2025-12-19T20:18:48.502498] [INFO ] [sig       ] CEG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:48.639131] [INFO ] [LOCAL     ] Saved forecast: CEG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CEG.txt
[2025-12-19T20:18:48.639266] [INFO ] [sig       ] [645/3561] Completed CEG in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-19T20:18:48.639305] [INFO ] [sig       ] [646/3561] Forecasting CELC...
[2025-12-19T20:18:48.639334] [INFO ] [sig       ] Generating forecast for: CELC
[2025-12-19T20:18:48.639363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2025-12-19T20:18:48.650783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2025-12-19T20:18:48.651150] [INFO ] [FORECASTER] Starting predict_future for CELC
[2025-12-19T20:18:48.651915] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2025-12-19T20:18:48.651966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:48.651997] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:48.652024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:48.652080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:48.707731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:48.708562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:48.708678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:48.708711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:48.823425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:48.823600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:48.823640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:48.823669] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:48.826981] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: UP (p=92.07%)
[2025-12-19T20:18:48.827252] [INFO ] [FORECASTER] Completed predict_future for CELC
[2025-12-19T20:18:48.827372] [INFO ] [sig       ] CELC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:48.968507] [INFO ] [LOCAL     ] Saved forecast: CELC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CELC.txt
[2025-12-19T20:18:48.968685] [INFO ] [sig       ] [646/3561] Completed CELC in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-19T20:18:48.968728] [INFO ] [sig       ] [647/3561] Forecasting CELH...
[2025-12-19T20:18:48.968764] [INFO ] [sig       ] Generating forecast for: CELH
[2025-12-19T20:18:48.968795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2025-12-19T20:18:48.980447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2025-12-19T20:18:48.980776] [INFO ] [FORECASTER] Starting predict_future for CELH
[2025-12-19T20:18:48.981510] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2025-12-19T20:18:48.981560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:48.981611] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:48.981638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:48.981694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:49.038421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:49.039214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:49.039291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:49.039323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:49.158724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:49.158898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:49.158945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:49.158976] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:49.162281] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: UP (p=88.39%)
[2025-12-19T20:18:49.162545] [INFO ] [FORECASTER] Completed predict_future for CELH
[2025-12-19T20:18:49.162682] [INFO ] [sig       ] CELH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:49.300354] [INFO ] [LOCAL     ] Saved forecast: CELH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CELH.txt
[2025-12-19T20:18:49.300476] [INFO ] [sig       ] [647/3561] Completed CELH in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-19T20:18:49.300515] [INFO ] [sig       ] [648/3561] Forecasting CELZ...
[2025-12-19T20:18:49.300543] [INFO ] [sig       ] Generating forecast for: CELZ
[2025-12-19T20:18:49.300588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2025-12-19T20:18:49.312109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2025-12-19T20:18:49.312450] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2025-12-19T20:18:49.313265] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2025-12-19T20:18:49.313318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:49.313351] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:49.313379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:49.313436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:49.373391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:49.374263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:49.374346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:49.374379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:49.493131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:49.493289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:49.493327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:49.493356] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:49.496690] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: DOWN (p=15.33%)
[2025-12-19T20:18:49.496967] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2025-12-19T20:18:49.497087] [INFO ] [sig       ] CELZ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:49.637921] [INFO ] [LOCAL     ] Saved forecast: CELZ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CELZ.txt
[2025-12-19T20:18:49.638049] [INFO ] [sig       ] [648/3561] Completed CELZ in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.9m
[2025-12-19T20:18:49.638087] [INFO ] [sig       ] [649/3561] Forecasting CENTA...
[2025-12-19T20:18:49.638116] [INFO ] [sig       ] Generating forecast for: CENTA
[2025-12-19T20:18:49.638146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2025-12-19T20:18:49.649478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2025-12-19T20:18:49.649880] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2025-12-19T20:18:49.650678] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2025-12-19T20:18:49.650731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:49.650764] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:49.650793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:49.650851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:49.709767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:49.710603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:49.710733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:49.710767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:49.827139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:49.827292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:49.827331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:49.827359] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:49.830672] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: DOWN (p=36.99%)
[2025-12-19T20:18:49.830936] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2025-12-19T20:18:49.831055] [INFO ] [sig       ] CENTA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:49.969937] [INFO ] [LOCAL     ] Saved forecast: CENTA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CENTA.txt
[2025-12-19T20:18:49.970067] [INFO ] [sig       ] [649/3561] Completed CENTA in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.9m
[2025-12-19T20:18:49.970105] [INFO ] [sig       ] [650/3561] Forecasting CENX...
[2025-12-19T20:18:49.970134] [INFO ] [sig       ] Generating forecast for: CENX
[2025-12-19T20:18:49.970163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2025-12-19T20:18:49.982193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2025-12-19T20:18:49.982601] [INFO ] [FORECASTER] Starting predict_future for CENX
[2025-12-19T20:18:49.983657] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2025-12-19T20:18:49.983710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:49.983743] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:49.983770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:49.983828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:50.045226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:50.046285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:50.046368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:50.046401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:50.171391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:50.171553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:50.171612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:50.171660] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:50.175058] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: UP (p=60.33%)
[2025-12-19T20:18:50.175372] [INFO ] [FORECASTER] Completed predict_future for CENX
[2025-12-19T20:18:50.175506] [INFO ] [sig       ] CENX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:50.323223] [INFO ] [LOCAL     ] Saved forecast: CENX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CENX.txt
[2025-12-19T20:18:50.323372] [INFO ] [sig       ] [650/3561] Completed CENX in 0.4s | 2.88 sym/s | Total: 3.8m | ETA: 16.9m
[2025-12-19T20:18:50.323413] [INFO ] [sig       ] [651/3561] Forecasting CERS...
[2025-12-19T20:18:50.323442] [INFO ] [sig       ] Generating forecast for: CERS
[2025-12-19T20:18:50.323471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2025-12-19T20:18:50.335492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2025-12-19T20:18:50.335875] [INFO ] [FORECASTER] Starting predict_future for CERS
[2025-12-19T20:18:50.336722] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2025-12-19T20:18:50.336777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:50.336808] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:50.336837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:50.336893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:50.395701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:50.396332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:50.396411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:50.396445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:50.510632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:50.510788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:50.510829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:50.510859] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:50.514255] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: DOWN (p=47.99%)
[2025-12-19T20:18:50.514515] [INFO ] [FORECASTER] Completed predict_future for CERS
[2025-12-19T20:18:50.514651] [INFO ] [sig       ] CERS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:50.661161] [INFO ] [LOCAL     ] Saved forecast: CERS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CERS.txt
[2025-12-19T20:18:50.661322] [INFO ] [sig       ] [651/3561] Completed CERS in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-19T20:18:50.661362] [INFO ] [sig       ] [652/3561] Forecasting CETX...
[2025-12-19T20:18:50.661390] [INFO ] [sig       ] Generating forecast for: CETX
[2025-12-19T20:18:50.661419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2025-12-19T20:18:50.673393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2025-12-19T20:18:50.673788] [INFO ] [FORECASTER] Starting predict_future for CETX
[2025-12-19T20:18:50.674604] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2025-12-19T20:18:50.674658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:50.674692] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:50.674720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:50.674777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:50.733239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:50.734123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:50.734234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:50.734287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:50.845295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:50.845455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:50.845493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:50.845521] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:50.848872] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: DOWN (p=17.61%)
[2025-12-19T20:18:50.849150] [INFO ] [FORECASTER] Completed predict_future for CETX
[2025-12-19T20:18:50.849275] [INFO ] [sig       ] CETX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:50.986806] [INFO ] [LOCAL     ] Saved forecast: CETX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CETX.txt
[2025-12-19T20:18:50.986970] [INFO ] [sig       ] [652/3561] Completed CETX in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-19T20:18:50.987010] [INFO ] [sig       ] [653/3561] Forecasting CEVA...
[2025-12-19T20:18:50.987039] [INFO ] [sig       ] Generating forecast for: CEVA
[2025-12-19T20:18:50.987069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'.
[2025-12-19T20:18:50.997947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEVA'.
[2025-12-19T20:18:50.998281] [INFO ] [FORECASTER] Starting predict_future for CEVA
[2025-12-19T20:18:50.999062] [DEBUG] [LOCAL     ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt
[2025-12-19T20:18:50.999112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:50.999144] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:50.999171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:50.999227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:51.054585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:51.055354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:51.055432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:51.055464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:51.177308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:51.177465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:51.177504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:51.177532] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:51.180862] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: DOWN (p=45.98%)
[2025-12-19T20:18:51.181132] [INFO ] [FORECASTER] Completed predict_future for CEVA
[2025-12-19T20:18:51.181253] [INFO ] [sig       ] CEVA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:51.319356] [INFO ] [LOCAL     ] Saved forecast: CEVA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CEVA.txt
[2025-12-19T20:18:51.319512] [INFO ] [sig       ] [653/3561] Completed CEVA in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-19T20:18:51.319552] [INFO ] [sig       ] [654/3561] Forecasting CF...
[2025-12-19T20:18:51.319603] [INFO ] [sig       ] Generating forecast for: CF
[2025-12-19T20:18:51.319636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-12-19T20:18:51.330586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2025-12-19T20:18:51.330902] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-12-19T20:18:51.331665] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-12-19T20:18:51.331721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:51.331752] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:51.331791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:51.331848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:51.387858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:51.388481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:51.388557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:51.388607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:51.504379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:51.504528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:51.504566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:51.504614] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:51.507865] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: DOWN (p=10.65%)
[2025-12-19T20:18:51.508126] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-12-19T20:18:51.508244] [INFO ] [sig       ] CF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:51.693239] [INFO ] [LOCAL     ] Saved forecast: CF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CF.txt
[2025-12-19T20:18:51.693387] [INFO ] [sig       ] [654/3561] Completed CF in 0.4s | 2.88 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-19T20:18:51.693427] [INFO ] [sig       ] [655/3561] Forecasting CFFN...
[2025-12-19T20:18:51.693456] [INFO ] [sig       ] Generating forecast for: CFFN
[2025-12-19T20:18:51.693486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2025-12-19T20:18:51.704516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2025-12-19T20:18:51.704897] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2025-12-19T20:18:51.705691] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2025-12-19T20:18:51.705742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:51.705774] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:51.705800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:51.705856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:51.761297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:51.762059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:51.762139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:51.762170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:51.879429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:51.879598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:51.879639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:51.879668] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:51.882997] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: UP (p=71.11%)
[2025-12-19T20:18:51.883267] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2025-12-19T20:18:51.883396] [INFO ] [sig       ] CFFN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:52.053155] [INFO ] [LOCAL     ] Saved forecast: CFFN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CFFN.txt
[2025-12-19T20:18:52.053366] [INFO ] [sig       ] [655/3561] Completed CFFN in 0.4s | 2.88 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-19T20:18:52.053410] [INFO ] [sig       ] [656/3561] Forecasting CFG...
[2025-12-19T20:18:52.053442] [INFO ] [sig       ] Generating forecast for: CFG
[2025-12-19T20:18:52.053480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-12-19T20:18:52.067773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2025-12-19T20:18:52.068161] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-12-19T20:18:52.069298] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-12-19T20:18:52.069355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:52.069432] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:52.069464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:52.069522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:52.131191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:52.132059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:52.132145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:52.132179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:52.263677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:52.263846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:52.263887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:52.263917] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:52.267627] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: DOWN (p=8.45%)
[2025-12-19T20:18:52.267910] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-12-19T20:18:52.268230] [INFO ] [sig       ] CFG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:52.417775] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CFG.txt
[2025-12-19T20:18:52.418086] [INFO ] [sig       ] [656/3561] Completed CFG in 0.4s | 2.88 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-19T20:18:52.418126] [INFO ] [sig       ] [657/3561] Forecasting CFO...
[2025-12-19T20:18:52.418159] [INFO ] [sig       ] Generating forecast for: CFO
[2025-12-19T20:18:52.418191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2025-12-19T20:18:52.430335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2025-12-19T20:18:52.430744] [INFO ] [FORECASTER] Starting predict_future for CFO
[2025-12-19T20:18:52.431612] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2025-12-19T20:18:52.431673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:52.431716] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:52.431752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:52.431813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:52.492037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:52.492869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:52.492953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:52.492986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:52.609667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:52.609836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:52.609898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:52.609938] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:52.613405] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=7.60%)
[2025-12-19T20:18:52.613702] [INFO ] [FORECASTER] Completed predict_future for CFO
[2025-12-19T20:18:52.613828] [INFO ] [sig       ] CFO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:52.762025] [INFO ] [LOCAL     ] Saved forecast: CFO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CFO.txt
[2025-12-19T20:18:52.762165] [INFO ] [sig       ] [657/3561] Completed CFO in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-19T20:18:52.762205] [INFO ] [sig       ] [658/3561] Forecasting CG...
[2025-12-19T20:18:52.762235] [INFO ] [sig       ] Generating forecast for: CG
[2025-12-19T20:18:52.762281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2025-12-19T20:18:52.774249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CG'.
[2025-12-19T20:18:52.774694] [INFO ] [FORECASTER] Starting predict_future for CG
[2025-12-19T20:18:52.775653] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2025-12-19T20:18:52.775708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:52.775750] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:52.775791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:52.775873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:52.836228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:52.837003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:52.837086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:52.837120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:52.963400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:52.963554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:52.963624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:52.963664] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:52.968282] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: DOWN (p=49.51%)
[2025-12-19T20:18:52.968756] [INFO ] [FORECASTER] Completed predict_future for CG
[2025-12-19T20:18:52.969062] [INFO ] [sig       ] CG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:53.122298] [INFO ] [LOCAL     ] Saved forecast: CG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CG.txt
[2025-12-19T20:18:53.122465] [INFO ] [sig       ] [658/3561] Completed CG in 0.4s | 2.88 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-19T20:18:53.122523] [INFO ] [sig       ] [659/3561] Forecasting CGABL...
[2025-12-19T20:18:53.122590] [INFO ] [sig       ] Generating forecast for: CGABL
[2025-12-19T20:18:53.122636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2025-12-19T20:18:53.135419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2025-12-19T20:18:53.135799] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2025-12-19T20:18:53.136675] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2025-12-19T20:18:53.136732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:53.136768] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:53.136795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:53.136851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:53.199143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:53.199875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:53.199975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:53.200008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:53.323924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:53.324076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:53.324117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:53.324145] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:53.327724] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: UP (p=68.45%)
[2025-12-19T20:18:53.328004] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2025-12-19T20:18:53.328131] [INFO ] [sig       ] CGABL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:53.476078] [INFO ] [LOCAL     ] Saved forecast: CGABL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CGABL.txt
[2025-12-19T20:18:53.476253] [INFO ] [sig       ] [659/3561] Completed CGABL in 0.4s | 2.88 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-19T20:18:53.476297] [INFO ] [sig       ] [660/3561] Forecasting CGBD...
[2025-12-19T20:18:53.476358] [INFO ] [sig       ] Generating forecast for: CGBD
[2025-12-19T20:18:53.476406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2025-12-19T20:18:53.489537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2025-12-19T20:18:53.489925] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2025-12-19T20:18:53.491268] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2025-12-19T20:18:53.491333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:53.491381] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:53.491416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:53.491499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:53.558031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:53.559212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:53.559302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:53.559346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:53.688323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:53.688478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:53.688519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:53.688548] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:53.692530] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: DOWN (p=28.88%)
[2025-12-19T20:18:53.692832] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2025-12-19T20:18:53.692957] [INFO ] [sig       ] CGBD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:53.843541] [INFO ] [LOCAL     ] Saved forecast: CGBD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CGBD.txt
[2025-12-19T20:18:53.843738] [INFO ] [sig       ] [660/3561] Completed CGBD in 0.4s | 2.88 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-19T20:18:53.843794] [INFO ] [sig       ] [661/3561] Forecasting CGC...
[2025-12-19T20:18:53.843826] [INFO ] [sig       ] Generating forecast for: CGC
[2025-12-19T20:18:53.843871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2025-12-19T20:18:53.857738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2025-12-19T20:18:53.858356] [INFO ] [FORECASTER] Starting predict_future for CGC
[2025-12-19T20:18:53.859243] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2025-12-19T20:18:53.859296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:53.859329] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:53.859358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:53.859419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:53.921651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:53.922590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:53.922678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:53.922711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:54.054727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:54.055085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:54.055124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:54.055154] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:54.058946] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-19T20:18:54.059232] [INFO ] [FORECASTER] Completed predict_future for CGC
[2025-12-19T20:18:54.059361] [INFO ] [sig       ] CGC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:54.213045] [INFO ] [LOCAL     ] Saved forecast: CGC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CGC.txt
[2025-12-19T20:18:54.213223] [INFO ] [sig       ] [661/3561] Completed CGC in 0.4s | 2.88 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-19T20:18:54.213268] [INFO ] [sig       ] [662/3561] Forecasting CGEM...
[2025-12-19T20:18:54.213297] [INFO ] [sig       ] Generating forecast for: CGEM
[2025-12-19T20:18:54.213328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2025-12-19T20:18:54.225393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2025-12-19T20:18:54.225806] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2025-12-19T20:18:54.226597] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2025-12-19T20:18:54.226649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:54.226682] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:54.226708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:54.226765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:54.283160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:54.283964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:54.284044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:54.284076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:54.401256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:54.401409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:54.401448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:54.401483] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:54.404773] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: UP (p=62.77%)
[2025-12-19T20:18:54.405040] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2025-12-19T20:18:54.405159] [INFO ] [sig       ] CGEM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:54.541551] [INFO ] [LOCAL     ] Saved forecast: CGEM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CGEM.txt
[2025-12-19T20:18:54.541698] [INFO ] [sig       ] [662/3561] Completed CGEM in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-19T20:18:54.541739] [INFO ] [sig       ] [663/3561] Forecasting CGEN...
[2025-12-19T20:18:54.541767] [INFO ] [sig       ] Generating forecast for: CGEN
[2025-12-19T20:18:54.541796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2025-12-19T20:18:54.553230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2025-12-19T20:18:54.553618] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2025-12-19T20:18:54.554411] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2025-12-19T20:18:54.554463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:54.554495] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:54.554523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:54.554603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:54.609860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:54.610531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:54.610625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:54.610659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:54.728376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:54.728543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:54.728598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:54.728628] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:54.731946] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: UP (p=71.90%)
[2025-12-19T20:18:54.732209] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2025-12-19T20:18:54.732328] [INFO ] [sig       ] CGEN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:54.871346] [INFO ] [LOCAL     ] Saved forecast: CGEN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CGEN.txt
[2025-12-19T20:18:54.871488] [INFO ] [sig       ] [663/3561] Completed CGEN in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-19T20:18:54.871528] [INFO ] [sig       ] [664/3561] Forecasting CGNX...
[2025-12-19T20:18:54.871557] [INFO ] [sig       ] Generating forecast for: CGNX
[2025-12-19T20:18:54.871606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2025-12-19T20:18:54.883221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2025-12-19T20:18:54.883619] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2025-12-19T20:18:54.884606] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2025-12-19T20:18:54.884660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:54.884693] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:54.884720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:54.884780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:54.942058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:54.942792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:54.942881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:54.942915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:55.064226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:55.064379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:55.064417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:55.064445] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:55.067842] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: UP (p=63.48%)
[2025-12-19T20:18:55.068108] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2025-12-19T20:18:55.068227] [INFO ] [sig       ] CGNX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:55.208734] [INFO ] [LOCAL     ] Saved forecast: CGNX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CGNX.txt
[2025-12-19T20:18:55.208875] [INFO ] [sig       ] [664/3561] Completed CGNX in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-19T20:18:55.208916] [INFO ] [sig       ] [665/3561] Forecasting CGO...
[2025-12-19T20:18:55.208946] [INFO ] [sig       ] Generating forecast for: CGO
[2025-12-19T20:18:55.209131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2025-12-19T20:18:55.221545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2025-12-19T20:18:55.221925] [INFO ] [FORECASTER] Starting predict_future for CGO
[2025-12-19T20:18:55.222973] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2025-12-19T20:18:55.223025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:55.223058] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:55.223084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:55.223139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:55.281453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:55.282344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:55.282425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:55.282459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:55.401785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:55.401951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:55.401991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:55.402019] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:55.405612] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-12-19T20:18:55.405915] [INFO ] [FORECASTER] Completed predict_future for CGO
[2025-12-19T20:18:55.406038] [INFO ] [sig       ] CGO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:55.550339] [INFO ] [LOCAL     ] Saved forecast: CGO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CGO.txt
[2025-12-19T20:18:55.550479] [INFO ] [sig       ] [665/3561] Completed CGO in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-19T20:18:55.550519] [INFO ] [sig       ] [666/3561] Forecasting CGON...
[2025-12-19T20:18:55.550546] [INFO ] [sig       ] Generating forecast for: CGON
[2025-12-19T20:18:55.550592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2025-12-19T20:18:55.562524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2025-12-19T20:18:55.562865] [INFO ] [FORECASTER] Starting predict_future for CGON
[2025-12-19T20:18:55.563860] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2025-12-19T20:18:55.563912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:55.563945] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:55.563973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:55.564030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:55.623072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:55.623850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:55.623961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:55.623996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:55.750525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:55.750703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:55.750746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:55.750781] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:55.754220] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: UP (p=83.50%)
[2025-12-19T20:18:55.754522] [INFO ] [FORECASTER] Completed predict_future for CGON
[2025-12-19T20:18:55.754673] [INFO ] [sig       ] CGON: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:55.894868] [INFO ] [LOCAL     ] Saved forecast: CGON	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CGON.txt
[2025-12-19T20:18:55.895006] [INFO ] [sig       ] [666/3561] Completed CGON in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-19T20:18:55.895243] [INFO ] [sig       ] [667/3561] Forecasting CGTX...
[2025-12-19T20:18:55.895276] [INFO ] [sig       ] Generating forecast for: CGTX
[2025-12-19T20:18:55.895307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'.
[2025-12-19T20:18:55.906835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGTX'.
[2025-12-19T20:18:55.907176] [INFO ] [FORECASTER] Starting predict_future for CGTX
[2025-12-19T20:18:55.907959] [DEBUG] [LOCAL     ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt
[2025-12-19T20:18:55.908043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:55.908078] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:55.908106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:55.908162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:55.965453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:55.966222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:55.966308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:55.966343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:56.093086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:56.093237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:56.093286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:56.093317] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:56.096957] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: UP (p=97.88%)
[2025-12-19T20:18:56.097224] [INFO ] [FORECASTER] Completed predict_future for CGTX
[2025-12-19T20:18:56.097345] [INFO ] [sig       ] CGTX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:56.238082] [INFO ] [LOCAL     ] Saved forecast: CGTX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CGTX.txt
[2025-12-19T20:18:56.238216] [INFO ] [sig       ] [667/3561] Completed CGTX in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-19T20:18:56.238257] [INFO ] [sig       ] [668/3561] Forecasting CHCI...
[2025-12-19T20:18:56.238288] [INFO ] [sig       ] Generating forecast for: CHCI
[2025-12-19T20:18:56.238319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2025-12-19T20:18:56.248877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2025-12-19T20:18:56.249232] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2025-12-19T20:18:56.250098] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2025-12-19T20:18:56.250151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:56.250184] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:56.250212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:56.250270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:56.309685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:56.310513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:56.310612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:56.310649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:56.427405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:56.427561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:56.427617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:56.427646] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:56.431016] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: UP (p=86.61%)
[2025-12-19T20:18:56.431303] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2025-12-19T20:18:56.431432] [INFO ] [sig       ] CHCI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:56.573471] [INFO ] [LOCAL     ] Saved forecast: CHCI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CHCI.txt
[2025-12-19T20:18:56.573618] [INFO ] [sig       ] [668/3561] Completed CHCI in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-19T20:18:56.573659] [INFO ] [sig       ] [669/3561] Forecasting CHCO...
[2025-12-19T20:18:56.573688] [INFO ] [sig       ] Generating forecast for: CHCO
[2025-12-19T20:18:56.573719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2025-12-19T20:18:56.584822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2025-12-19T20:18:56.585157] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2025-12-19T20:18:56.585932] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2025-12-19T20:18:56.585984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:56.586017] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:56.586043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:56.586099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:56.641806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:56.642443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:56.642519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:56.642550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:56.765871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:56.766033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:56.766080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:56.766110] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:56.769726] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: DOWN (p=38.40%)
[2025-12-19T20:18:56.770037] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2025-12-19T20:18:56.770163] [INFO ] [sig       ] CHCO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:56.910822] [INFO ] [LOCAL     ] Saved forecast: CHCO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CHCO.txt
[2025-12-19T20:18:56.910987] [INFO ] [sig       ] [669/3561] Completed CHCO in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-19T20:18:56.911030] [INFO ] [sig       ] [670/3561] Forecasting CHD...
[2025-12-19T20:18:56.911060] [INFO ] [sig       ] Generating forecast for: CHD
[2025-12-19T20:18:56.911090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-12-19T20:18:56.922199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2025-12-19T20:18:56.922586] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-12-19T20:18:56.923353] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-12-19T20:18:56.923404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:56.923436] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:56.923463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:56.923519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:56.979026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:56.980384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:56.980476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:56.980509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:57.103856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:57.103977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:57.104013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:57.104041] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:57.107210] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: UP (p=67.89%)
[2025-12-19T20:18:57.107475] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-12-19T20:18:57.107613] [INFO ] [sig       ] CHD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:57.242502] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CHD.txt
[2025-12-19T20:18:57.242624] [INFO ] [sig       ] [670/3561] Completed CHD in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-19T20:18:57.242689] [INFO ] [sig       ] [671/3561] Forecasting CHDN...
[2025-12-19T20:18:57.242720] [INFO ] [sig       ] Generating forecast for: CHDN
[2025-12-19T20:18:57.242749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2025-12-19T20:18:57.254238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2025-12-19T20:18:57.254564] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2025-12-19T20:18:57.255334] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2025-12-19T20:18:57.255384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:57.255415] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:57.255441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:57.255496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:57.310149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:57.310736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:57.310815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:57.310853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:57.435812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:57.435959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:57.436001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:57.436030] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:57.439587] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: DOWN (p=24.99%)
[2025-12-19T20:18:57.439870] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2025-12-19T20:18:57.439995] [INFO ] [sig       ] CHDN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:57.575211] [INFO ] [LOCAL     ] Saved forecast: CHDN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CHDN.txt
[2025-12-19T20:18:57.575322] [INFO ] [sig       ] [671/3561] Completed CHDN in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-19T20:18:57.575358] [INFO ] [sig       ] [672/3561] Forecasting CHE...
[2025-12-19T20:18:57.575387] [INFO ] [sig       ] Generating forecast for: CHE
[2025-12-19T20:18:57.575416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-12-19T20:18:57.586737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2025-12-19T20:18:57.587067] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-12-19T20:18:57.587847] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-12-19T20:18:57.587900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:57.587931] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:57.587957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:57.588012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:57.643994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:57.644610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:57.644690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:57.644720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:57.761796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:57.761931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:57.761968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:57.761996] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:57.765204] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2025-12-19T20:18:57.765465] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-12-19T20:18:57.765617] [INFO ] [sig       ] CHE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:57.901690] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CHE.txt
[2025-12-19T20:18:57.901794] [INFO ] [sig       ] [672/3561] Completed CHE in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-19T20:18:57.901831] [INFO ] [sig       ] [673/3561] Forecasting CHEF...
[2025-12-19T20:18:57.901859] [INFO ] [sig       ] Generating forecast for: CHEF
[2025-12-19T20:18:57.901888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2025-12-19T20:18:57.914091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2025-12-19T20:18:57.914403] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2025-12-19T20:18:57.915160] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2025-12-19T20:18:57.915211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:57.915268] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:57.915296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:57.915351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:57.972505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:57.973178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:57.973254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:57.973286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:58.094133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:58.094312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:58.094351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:58.094379] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:58.097793] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: DOWN (p=1.85%)
[2025-12-19T20:18:58.098060] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2025-12-19T20:18:58.098188] [INFO ] [sig       ] CHEF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:58.237891] [INFO ] [LOCAL     ] Saved forecast: CHEF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CHEF.txt
[2025-12-19T20:18:58.238052] [INFO ] [sig       ] [673/3561] Completed CHEF in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-19T20:18:58.238094] [INFO ] [sig       ] [674/3561] Forecasting CHH...
[2025-12-19T20:18:58.238122] [INFO ] [sig       ] Generating forecast for: CHH
[2025-12-19T20:18:58.238151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-12-19T20:18:58.249852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2025-12-19T20:18:58.250233] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-12-19T20:18:58.251039] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-12-19T20:18:58.251090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:58.251121] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:58.251146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:58.251201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:58.307792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:58.308467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:58.308544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:58.308593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:58.430695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:58.430852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:58.430907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:58.430936] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:58.434782] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: UP (p=89.71%)
[2025-12-19T20:18:58.435052] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-12-19T20:18:58.435169] [INFO ] [sig       ] CHH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:58.575126] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CHH.txt
[2025-12-19T20:18:58.575286] [INFO ] [sig       ] [674/3561] Completed CHH in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-19T20:18:58.575327] [INFO ] [sig       ] [675/3561] Forecasting CHI...
[2025-12-19T20:18:58.575355] [INFO ] [sig       ] Generating forecast for: CHI
[2025-12-19T20:18:58.575384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2025-12-19T20:18:58.587241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2025-12-19T20:18:58.587601] [INFO ] [FORECASTER] Starting predict_future for CHI
[2025-12-19T20:18:58.588546] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2025-12-19T20:18:58.588617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:58.588671] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:58.588698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:58.588757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:58.644746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:58.645824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:58.645912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:58.645943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:58.769311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:58.769510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:58.769560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:58.769605] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:58.773168] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: UP (p=99.26%)
[2025-12-19T20:18:58.773440] [INFO ] [FORECASTER] Completed predict_future for CHI
[2025-12-19T20:18:58.773585] [INFO ] [sig       ] CHI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:58.926074] [INFO ] [LOCAL     ] Saved forecast: CHI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CHI.txt
[2025-12-19T20:18:58.926427] [INFO ] [sig       ] [675/3561] Completed CHI in 0.4s | 2.88 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-19T20:18:58.926467] [INFO ] [sig       ] [676/3561] Forecasting CHKP...
[2025-12-19T20:18:58.926496] [INFO ] [sig       ] Generating forecast for: CHKP
[2025-12-19T20:18:58.926527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2025-12-19T20:18:58.937947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2025-12-19T20:18:58.938335] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2025-12-19T20:18:58.939163] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2025-12-19T20:18:58.939214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:58.939245] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:58.939271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:58.939326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:58.995334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:58.996188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:58.996289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:58.996322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:59.122555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:59.122732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:59.122772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:59.122841] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:59.126716] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: UP (p=76.20%)
[2025-12-19T20:18:59.127048] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2025-12-19T20:18:59.127379] [INFO ] [sig       ] CHKP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:59.266225] [INFO ] [LOCAL     ] Saved forecast: CHKP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CHKP.txt
[2025-12-19T20:18:59.266380] [INFO ] [sig       ] [676/3561] Completed CHKP in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-19T20:18:59.266421] [INFO ] [sig       ] [677/3561] Forecasting CHMI...
[2025-12-19T20:18:59.266450] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-12-19T20:18:59.266480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-12-19T20:18:59.278320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2025-12-19T20:18:59.278780] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-12-19T20:18:59.279788] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-12-19T20:18:59.279839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:59.279870] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:59.279896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:59.279951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:59.339259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:59.340136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:59.340221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:59.340255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:59.467975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:59.468378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:59.468434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:59.468473] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:59.472614] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: UP (p=80.55%)
[2025-12-19T20:18:59.472948] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-12-19T20:18:59.473084] [INFO ] [sig       ] CHMI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:18:59.615478] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CHMI.txt
[2025-12-19T20:18:59.615656] [INFO ] [sig       ] [677/3561] Completed CHMI in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-19T20:18:59.615699] [INFO ] [sig       ] [678/3561] Forecasting CHRD...
[2025-12-19T20:18:59.615728] [INFO ] [sig       ] Generating forecast for: CHRD
[2025-12-19T20:18:59.615758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2025-12-19T20:18:59.627139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2025-12-19T20:18:59.627458] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2025-12-19T20:18:59.628225] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2025-12-19T20:18:59.628275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:59.628317] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:59.628346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:59.628404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:18:59.686118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:18:59.686856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:18:59.686935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:18:59.686968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:18:59.822418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:18:59.822612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:18:59.822661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:18:59.822699] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:18:59.827413] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: DOWN (p=16.74%)
[2025-12-19T20:18:59.827820] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2025-12-19T20:18:59.827992] [INFO ] [sig       ] CHRD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:18:59.972918] [INFO ] [LOCAL     ] Saved forecast: CHRD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CHRD.txt
[2025-12-19T20:18:59.973074] [INFO ] [sig       ] [678/3561] Completed CHRD in 0.4s | 2.88 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-19T20:18:59.973115] [INFO ] [sig       ] [679/3561] Forecasting CHRS...
[2025-12-19T20:18:59.973145] [INFO ] [sig       ] Generating forecast for: CHRS
[2025-12-19T20:18:59.973177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2025-12-19T20:18:59.985184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2025-12-19T20:18:59.985610] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2025-12-19T20:18:59.986411] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2025-12-19T20:18:59.986464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:18:59.986498] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:18:59.986526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:18:59.986609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:00.053958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:00.055025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:00.055112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:00.055146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:00.181434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:00.181550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:00.181608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:00.181638] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:00.185035] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: DOWN (p=30.59%)
[2025-12-19T20:19:00.185356] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2025-12-19T20:19:00.185488] [INFO ] [sig       ] CHRS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:00.344768] [INFO ] [LOCAL     ] Saved forecast: CHRS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CHRS.txt
[2025-12-19T20:19:00.344981] [INFO ] [sig       ] [679/3561] Completed CHRS in 0.4s | 2.88 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-19T20:19:00.345026] [INFO ] [sig       ] [680/3561] Forecasting CHSCL...
[2025-12-19T20:19:00.345062] [INFO ] [sig       ] Generating forecast for: CHSCL
[2025-12-19T20:19:00.345096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2025-12-19T20:19:00.360969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2025-12-19T20:19:00.361354] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2025-12-19T20:19:00.362163] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2025-12-19T20:19:00.362215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:00.362247] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:00.362273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:00.362329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:00.426199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:00.427071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:00.427155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:00.427188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:00.543778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:00.543947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:00.543987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:00.544015] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:00.547478] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: UP (p=86.46%)
[2025-12-19T20:19:00.547839] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2025-12-19T20:19:00.547975] [INFO ] [sig       ] CHSCL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:00.690349] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CHSCL.txt
[2025-12-19T20:19:00.690495] [INFO ] [sig       ] [680/3561] Completed CHSCL in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-19T20:19:00.690545] [INFO ] [sig       ] [681/3561] Forecasting CHSCM...
[2025-12-19T20:19:00.690593] [INFO ] [sig       ] Generating forecast for: CHSCM
[2025-12-19T20:19:00.690626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2025-12-19T20:19:00.702296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2025-12-19T20:19:00.702701] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2025-12-19T20:19:00.703475] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2025-12-19T20:19:00.703526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:00.703557] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:00.703614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:00.703672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:00.762274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:00.763048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:00.763149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:00.763182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:00.880705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:00.880870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:00.880909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:00.880937] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:00.884596] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: DOWN (p=32.06%)
[2025-12-19T20:19:00.884904] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2025-12-19T20:19:00.885031] [INFO ] [sig       ] CHSCM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:01.023917] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CHSCM.txt
[2025-12-19T20:19:01.024073] [INFO ] [sig       ] [681/3561] Completed CHSCM in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-19T20:19:01.024112] [INFO ] [sig       ] [682/3561] Forecasting CHSCN...
[2025-12-19T20:19:01.024148] [INFO ] [sig       ] Generating forecast for: CHSCN
[2025-12-19T20:19:01.024178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2025-12-19T20:19:01.035450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2025-12-19T20:19:01.035860] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2025-12-19T20:19:01.036640] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2025-12-19T20:19:01.036692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:01.036723] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:01.036749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:01.036805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:01.092618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:01.093430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:01.093511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:01.093543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:01.211469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:01.211644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:01.211683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:01.211711] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:01.215128] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: UP (p=92.95%)
[2025-12-19T20:19:01.215388] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2025-12-19T20:19:01.215505] [INFO ] [sig       ] CHSCN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:01.360308] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CHSCN.txt
[2025-12-19T20:19:01.360474] [INFO ] [sig       ] [682/3561] Completed CHSCN in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-19T20:19:01.360516] [INFO ] [sig       ] [683/3561] Forecasting CHSCO...
[2025-12-19T20:19:01.360545] [INFO ] [sig       ] Generating forecast for: CHSCO
[2025-12-19T20:19:01.360592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2025-12-19T20:19:01.371982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2025-12-19T20:19:01.372365] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2025-12-19T20:19:01.373156] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2025-12-19T20:19:01.373208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:01.373239] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:01.373266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:01.373327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:01.428910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:01.430066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:01.430154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:01.430186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:01.544757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:01.544914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:01.544955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:01.544985] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:01.548794] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: UP (p=87.88%)
[2025-12-19T20:19:01.549093] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2025-12-19T20:19:01.549222] [INFO ] [sig       ] CHSCO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:01.693219] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CHSCO.txt
[2025-12-19T20:19:01.693382] [INFO ] [sig       ] [683/3561] Completed CHSCO in 0.3s | 2.88 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-19T20:19:01.693424] [INFO ] [sig       ] [684/3561] Forecasting CHSCP...
[2025-12-19T20:19:01.693454] [INFO ] [sig       ] Generating forecast for: CHSCP
[2025-12-19T20:19:01.693484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2025-12-19T20:19:01.704300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2025-12-19T20:19:01.704694] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2025-12-19T20:19:01.705459] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2025-12-19T20:19:01.705509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:01.705541] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:01.705591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:01.705652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:01.762964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:01.763817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:01.763902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:01.763938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:01.868348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:01.868508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:01.868546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:01.868607] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:01.871990] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: UP (p=82.10%)
[2025-12-19T20:19:01.872278] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2025-12-19T20:19:01.872406] [INFO ] [sig       ] CHSCP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:02.014824] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CHSCP.txt
[2025-12-19T20:19:02.014994] [INFO ] [sig       ] [684/3561] Completed CHSCP in 0.3s | 2.88 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-19T20:19:02.015037] [INFO ] [sig       ] [685/3561] Forecasting CHWY...
[2025-12-19T20:19:02.015066] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-12-19T20:19:02.015097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-12-19T20:19:02.026692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2025-12-19T20:19:02.027090] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-12-19T20:19:02.027868] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-12-19T20:19:02.027922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:02.027955] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:02.027982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:02.028037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:02.084520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:02.085378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:02.085464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:02.085496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:02.209912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:02.210082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:02.210309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:02.210353] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:02.213956] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: UP (p=80.28%)
[2025-12-19T20:19:02.214262] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-12-19T20:19:02.214390] [INFO ] [sig       ] CHWY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:02.349845] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CHWY.txt
[2025-12-19T20:19:02.349976] [INFO ] [sig       ] [685/3561] Completed CHWY in 0.3s | 2.88 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-19T20:19:02.350013] [INFO ] [sig       ] [686/3561] Forecasting CHY...
[2025-12-19T20:19:02.350043] [INFO ] [sig       ] Generating forecast for: CHY
[2025-12-19T20:19:02.350073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2025-12-19T20:19:02.362282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2025-12-19T20:19:02.362629] [INFO ] [FORECASTER] Starting predict_future for CHY
[2025-12-19T20:19:02.363377] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2025-12-19T20:19:02.363429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:02.363461] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:02.363488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:02.363544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:02.419802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:02.420674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:02.420759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:02.420791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:02.540551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:02.540726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:02.540767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:02.540795] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:02.544185] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-12-19T20:19:02.544488] [INFO ] [FORECASTER] Completed predict_future for CHY
[2025-12-19T20:19:02.544634] [INFO ] [sig       ] CHY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:02.685095] [INFO ] [LOCAL     ] Saved forecast: CHY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CHY.txt
[2025-12-19T20:19:02.685252] [INFO ] [sig       ] [686/3561] Completed CHY in 0.3s | 2.88 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-19T20:19:02.685291] [INFO ] [sig       ] [687/3561] Forecasting CI...
[2025-12-19T20:19:02.685321] [INFO ] [sig       ] Generating forecast for: CI
[2025-12-19T20:19:02.685351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-12-19T20:19:02.696659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2025-12-19T20:19:02.696975] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-12-19T20:19:02.697762] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-12-19T20:19:02.697812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:02.697844] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:02.697870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:02.697925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:02.753789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:02.754469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:02.754546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:02.754611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:02.871093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:02.871246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:02.871284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:02.871312] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:02.874911] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=99.44%)
[2025-12-19T20:19:02.875177] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-12-19T20:19:02.875297] [INFO ] [sig       ] CI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:03.013201] [INFO ] [LOCAL     ] Saved forecast: CI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CI.txt
[2025-12-19T20:19:03.013342] [INFO ] [sig       ] [687/3561] Completed CI in 0.3s | 2.88 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-19T20:19:03.013381] [INFO ] [sig       ] [688/3561] Forecasting CIA...
[2025-12-19T20:19:03.013412] [INFO ] [sig       ] Generating forecast for: CIA
[2025-12-19T20:19:03.013443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-12-19T20:19:03.024563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2025-12-19T20:19:03.024978] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-12-19T20:19:03.025774] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-12-19T20:19:03.025826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:03.025858] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:03.025885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:03.025941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:03.085946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:03.086848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:03.086932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:03.086967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:03.202987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:03.203138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:03.203176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:03.203203] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:03.206483] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=10.23%)
[2025-12-19T20:19:03.206765] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-12-19T20:19:03.206882] [INFO ] [sig       ] CIA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:03.354423] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CIA.txt
[2025-12-19T20:19:03.354613] [INFO ] [sig       ] [688/3561] Completed CIA in 0.3s | 2.88 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-19T20:19:03.354656] [INFO ] [sig       ] [689/3561] Forecasting CIB...
[2025-12-19T20:19:03.354685] [INFO ] [sig       ] Generating forecast for: CIB
[2025-12-19T20:19:03.354715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-12-19T20:19:03.366587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2025-12-19T20:19:03.366943] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-12-19T20:19:03.367926] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-12-19T20:19:03.367979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:03.368012] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:03.368055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:03.368113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:03.427516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:03.428276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:03.428362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:03.428395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:03.556506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:03.556676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:03.556717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:03.556745] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:03.560224] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: DOWN (p=18.66%)
[2025-12-19T20:19:03.560704] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-12-19T20:19:03.560822] [INFO ] [sig       ] CIB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:03.705325] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CIB.txt
[2025-12-19T20:19:03.705478] [INFO ] [sig       ] [689/3561] Completed CIB in 0.4s | 2.88 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-19T20:19:03.705519] [INFO ] [sig       ] [690/3561] Forecasting CIEN...
[2025-12-19T20:19:03.705548] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-12-19T20:19:03.705599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-12-19T20:19:03.717161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2025-12-19T20:19:03.717609] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-12-19T20:19:03.718395] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-12-19T20:19:03.718482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:03.718532] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:03.718605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:03.718703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:03.778351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:03.779220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:03.779302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:03.779334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:03.902885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:03.903043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:03.903081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:03.903304] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:03.906627] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=66.49%)
[2025-12-19T20:19:03.906893] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-12-19T20:19:03.907014] [INFO ] [sig       ] CIEN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:04.050703] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CIEN.txt
[2025-12-19T20:19:04.050837] [INFO ] [sig       ] [690/3561] Completed CIEN in 0.3s | 2.88 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-19T20:19:04.050878] [INFO ] [sig       ] [691/3561] Forecasting CIF...
[2025-12-19T20:19:04.050907] [INFO ] [sig       ] Generating forecast for: CIF
[2025-12-19T20:19:04.050936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-12-19T20:19:04.062753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2025-12-19T20:19:04.063071] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-12-19T20:19:04.064080] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-12-19T20:19:04.064132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:04.064165] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:04.064191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:04.064248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:04.126492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:04.127377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:04.127462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:04.127494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:04.235890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:04.236050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:04.236089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:04.236118] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:04.239616] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=87.71%)
[2025-12-19T20:19:04.239897] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-12-19T20:19:04.240023] [INFO ] [sig       ] CIF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:04.394165] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CIF.txt
[2025-12-19T20:19:04.394324] [INFO ] [sig       ] [691/3561] Completed CIF in 0.3s | 2.88 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-19T20:19:04.394363] [INFO ] [sig       ] [692/3561] Forecasting CIG...
[2025-12-19T20:19:04.394393] [INFO ] [sig       ] Generating forecast for: CIG
[2025-12-19T20:19:04.394423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-12-19T20:19:04.406855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2025-12-19T20:19:04.407232] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-12-19T20:19:04.408052] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-12-19T20:19:04.408104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:04.408138] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:04.408167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:04.408419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:04.472630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:04.473456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:04.473541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:04.473592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:04.598370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:04.598530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:04.598588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:04.598621] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:04.602477] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: UP (p=73.74%)
[2025-12-19T20:19:04.602768] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-12-19T20:19:04.602896] [INFO ] [sig       ] CIG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:04.746397] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CIG.txt
[2025-12-19T20:19:04.746523] [INFO ] [sig       ] [692/3561] Completed CIG in 0.4s | 2.88 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-19T20:19:04.746561] [INFO ] [sig       ] [693/3561] Forecasting CIGI...
[2025-12-19T20:19:04.746610] [INFO ] [sig       ] Generating forecast for: CIGI
[2025-12-19T20:19:04.746640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2025-12-19T20:19:04.758900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2025-12-19T20:19:04.759240] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2025-12-19T20:19:04.760051] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2025-12-19T20:19:04.760104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:04.760137] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:04.760166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:04.760224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:04.822628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:04.823420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:04.823501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:04.823534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:04.944154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:04.944309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:04.944391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:04.944434] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:04.947837] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: UP (p=96.06%)
[2025-12-19T20:19:04.948099] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2025-12-19T20:19:04.948219] [INFO ] [sig       ] CIGI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:05.094647] [INFO ] [LOCAL     ] Saved forecast: CIGI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CIGI.txt
[2025-12-19T20:19:05.094806] [INFO ] [sig       ] [693/3561] Completed CIGI in 0.3s | 2.88 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-19T20:19:05.094845] [INFO ] [sig       ] [694/3561] Forecasting CII...
[2025-12-19T20:19:05.094876] [INFO ] [sig       ] Generating forecast for: CII
[2025-12-19T20:19:05.094907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-12-19T20:19:05.106980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2025-12-19T20:19:05.107551] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-12-19T20:19:05.108325] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-12-19T20:19:05.108376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:05.108409] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:05.108436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:05.108492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:05.168475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:05.169366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:05.169451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:05.169485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:05.294006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:05.294182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:05.294222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:05.294251] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:05.297708] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: DOWN (p=30.80%)
[2025-12-19T20:19:05.297985] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-12-19T20:19:05.298120] [INFO ] [sig       ] CII: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:05.446191] [INFO ] [LOCAL     ] Saved forecast: CII	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CII.txt
[2025-12-19T20:19:05.446345] [INFO ] [sig       ] [694/3561] Completed CII in 0.4s | 2.88 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-19T20:19:05.446384] [INFO ] [sig       ] [695/3561] Forecasting CIM...
[2025-12-19T20:19:05.446414] [INFO ] [sig       ] Generating forecast for: CIM
[2025-12-19T20:19:05.446444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-12-19T20:19:05.458820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2025-12-19T20:19:05.459181] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-12-19T20:19:05.459955] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-12-19T20:19:05.460009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:05.460040] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:05.460070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:05.460129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:05.515944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:05.516544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:05.516638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:05.516670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:05.634054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:05.634203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:05.634242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:05.634270] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:05.637536] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: DOWN (p=11.00%)
[2025-12-19T20:19:05.637816] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-12-19T20:19:05.637936] [INFO ] [sig       ] CIM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:05.774018] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CIM.txt
[2025-12-19T20:19:05.774130] [INFO ] [sig       ] [695/3561] Completed CIM in 0.3s | 2.88 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-19T20:19:05.774167] [INFO ] [sig       ] [696/3561] Forecasting CINF...
[2025-12-19T20:19:05.774196] [INFO ] [sig       ] Generating forecast for: CINF
[2025-12-19T20:19:05.774226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2025-12-19T20:19:05.789445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2025-12-19T20:19:05.789881] [INFO ] [FORECASTER] Starting predict_future for CINF
[2025-12-19T20:19:05.790727] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2025-12-19T20:19:05.790780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:05.790813] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:05.790839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:05.790896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:05.850516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:05.851394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:05.851478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:05.851510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:05.975932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:05.976091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:05.976130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:05.976157] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:05.979931] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: UP (p=71.66%)
[2025-12-19T20:19:05.980229] [INFO ] [FORECASTER] Completed predict_future for CINF
[2025-12-19T20:19:05.980357] [INFO ] [sig       ] CINF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:06.121057] [INFO ] [LOCAL     ] Saved forecast: CINF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CINF.txt
[2025-12-19T20:19:06.121193] [INFO ] [sig       ] [696/3561] Completed CINF in 0.3s | 2.88 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-19T20:19:06.121233] [INFO ] [sig       ] [697/3561] Forecasting CING...
[2025-12-19T20:19:06.121261] [INFO ] [sig       ] Generating forecast for: CING
[2025-12-19T20:19:06.121316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2025-12-19T20:19:06.134516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2025-12-19T20:19:06.134943] [INFO ] [FORECASTER] Starting predict_future for CING
[2025-12-19T20:19:06.135748] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2025-12-19T20:19:06.135799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:06.135830] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:06.135857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:06.135913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:06.192311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:06.193537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:06.193638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:06.193671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:06.313807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:06.313964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:06.314001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:06.314029] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:06.317420] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: DOWN (p=30.24%)
[2025-12-19T20:19:06.317705] [INFO ] [FORECASTER] Completed predict_future for CING
[2025-12-19T20:19:06.317826] [INFO ] [sig       ] CING: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:06.458112] [INFO ] [LOCAL     ] Saved forecast: CING	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CING.txt
[2025-12-19T20:19:06.458464] [INFO ] [sig       ] [697/3561] Completed CING in 0.3s | 2.88 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-19T20:19:06.458503] [INFO ] [sig       ] [698/3561] Forecasting CIO...
[2025-12-19T20:19:06.458534] [INFO ] [sig       ] Generating forecast for: CIO
[2025-12-19T20:19:06.458564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-12-19T20:19:06.470611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIO'.
[2025-12-19T20:19:06.470920] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-12-19T20:19:06.471694] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-12-19T20:19:06.471745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:06.471777] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:06.471805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:06.471861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:06.529530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:06.530402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:06.530484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:06.530515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:06.652128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:06.652495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:06.652533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:06.652562] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:06.656034] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: UP (p=81.98%)
[2025-12-19T20:19:06.656493] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-12-19T20:19:06.656635] [INFO ] [sig       ] CIO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:06.801869] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CIO.txt
[2025-12-19T20:19:06.802029] [INFO ] [sig       ] [698/3561] Completed CIO in 0.3s | 2.88 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-19T20:19:06.802074] [INFO ] [sig       ] [699/3561] Forecasting CION...
[2025-12-19T20:19:06.802109] [INFO ] [sig       ] Generating forecast for: CION
[2025-12-19T20:19:06.802139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-12-19T20:19:06.815614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2025-12-19T20:19:06.815982] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-12-19T20:19:06.816832] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-12-19T20:19:06.816888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:06.816919] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:06.816947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:06.817004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:06.876015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:06.876688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:06.876767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:06.876800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:07.004818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:07.004975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:07.005014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:07.005042] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:07.008603] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: DOWN (p=48.87%)
[2025-12-19T20:19:07.008900] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-12-19T20:19:07.009026] [INFO ] [sig       ] CION: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:07.153210] [INFO ] [LOCAL     ] Saved forecast: CION	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CION.txt
[2025-12-19T20:19:07.153362] [INFO ] [sig       ] [699/3561] Completed CION in 0.4s | 2.88 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-19T20:19:07.153401] [INFO ] [sig       ] [700/3561] Forecasting CIVB...
[2025-12-19T20:19:07.153430] [INFO ] [sig       ] Generating forecast for: CIVB
[2025-12-19T20:19:07.153460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2025-12-19T20:19:07.165396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2025-12-19T20:19:07.165756] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2025-12-19T20:19:07.166566] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2025-12-19T20:19:07.166654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:07.166687] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:07.166716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:07.166780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:07.227730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:07.228570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:07.228682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:07.228719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:07.350431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:07.350608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:07.350648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:07.350676] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:07.354174] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: DOWN (p=39.09%)
[2025-12-19T20:19:07.354656] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2025-12-19T20:19:07.354783] [INFO ] [sig       ] CIVB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:07.500527] [INFO ] [LOCAL     ] Saved forecast: CIVB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CIVB.txt
[2025-12-19T20:19:07.500672] [INFO ] [sig       ] [700/3561] Completed CIVB in 0.3s | 2.88 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-19T20:19:07.500712] [INFO ] [sig       ] [701/3561] Forecasting CIVI...
[2025-12-19T20:19:07.500742] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-12-19T20:19:07.500772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-12-19T20:19:07.512840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVI'.
[2025-12-19T20:19:07.513169] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-12-19T20:19:07.514223] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-12-19T20:19:07.514277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:07.514309] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:07.514338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:07.514396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:07.579082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:07.580180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:07.580261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:07.580296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:07.698693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:07.698842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:07.698880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:07.698909] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:07.702462] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: UP (p=98.97%)
[2025-12-19T20:19:07.702756] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-12-19T20:19:07.702883] [INFO ] [sig       ] CIVI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:07.850355] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CIVI.txt
[2025-12-19T20:19:07.850515] [INFO ] [sig       ] [701/3561] Completed CIVI in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-19T20:19:07.850554] [INFO ] [sig       ] [702/3561] Forecasting CLB...
[2025-12-19T20:19:07.850606] [INFO ] [sig       ] Generating forecast for: CLB
[2025-12-19T20:19:07.850640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-12-19T20:19:07.863265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2025-12-19T20:19:07.863719] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-12-19T20:19:07.864542] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-12-19T20:19:07.864616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:07.864665] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:07.864695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:07.864753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:07.926911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:07.927994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:07.928078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:07.928111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:08.046235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:08.046391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:08.046428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:08.046456] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:08.050196] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2025-12-19T20:19:08.050459] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-12-19T20:19:08.050594] [INFO ] [sig       ] CLB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:08.190018] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CLB.txt
[2025-12-19T20:19:08.190136] [INFO ] [sig       ] [702/3561] Completed CLB in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-19T20:19:08.190174] [INFO ] [sig       ] [703/3561] Forecasting CLBK...
[2025-12-19T20:19:08.190203] [INFO ] [sig       ] Generating forecast for: CLBK
[2025-12-19T20:19:08.190232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2025-12-19T20:19:08.202446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2025-12-19T20:19:08.202816] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2025-12-19T20:19:08.203715] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2025-12-19T20:19:08.203771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:08.203803] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:08.203831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:08.203887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:08.262961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:08.263618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:08.263701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:08.263735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:08.377519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:08.377696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:08.377734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:08.377762] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:08.381075] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: UP (p=77.79%)
[2025-12-19T20:19:08.381536] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2025-12-19T20:19:08.381703] [INFO ] [sig       ] CLBK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:08.522041] [INFO ] [LOCAL     ] Saved forecast: CLBK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CLBK.txt
[2025-12-19T20:19:08.522200] [INFO ] [sig       ] [703/3561] Completed CLBK in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-19T20:19:08.522241] [INFO ] [sig       ] [704/3561] Forecasting CLCO...
[2025-12-19T20:19:08.522272] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-12-19T20:19:08.522303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-12-19T20:19:08.533733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLCO'.
[2025-12-19T20:19:08.534080] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-12-19T20:19:08.534921] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-12-19T20:19:08.534973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:08.535006] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:08.535034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:08.535091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:08.594409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:08.595280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:08.595363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:08.595397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:08.717745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:08.717894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:08.717935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:08.717965] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:08.721379] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: DOWN (p=0.18%)
[2025-12-19T20:19:08.721671] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-12-19T20:19:08.721794] [INFO ] [sig       ] CLCO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:08.862349] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CLCO.txt
[2025-12-19T20:19:08.862498] [INFO ] [sig       ] [704/3561] Completed CLCO in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-19T20:19:08.862537] [INFO ] [sig       ] [705/3561] Forecasting CLDX...
[2025-12-19T20:19:08.862567] [INFO ] [sig       ] Generating forecast for: CLDX
[2025-12-19T20:19:08.862620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2025-12-19T20:19:08.874352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2025-12-19T20:19:08.874778] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2025-12-19T20:19:08.875564] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2025-12-19T20:19:08.875649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:08.875685] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:08.875713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:08.875771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:08.938207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:08.939188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:08.939273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:08.939307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:09.063846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:09.064001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:09.064040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:09.064068] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:09.067863] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: UP (p=88.33%)
[2025-12-19T20:19:09.068171] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2025-12-19T20:19:09.068309] [INFO ] [sig       ] CLDX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:09.210344] [INFO ] [LOCAL     ] Saved forecast: CLDX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CLDX.txt
[2025-12-19T20:19:09.210502] [INFO ] [sig       ] [705/3561] Completed CLDX in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-19T20:19:09.210549] [INFO ] [sig       ] [706/3561] Forecasting CLF...
[2025-12-19T20:19:09.210603] [INFO ] [sig       ] Generating forecast for: CLF
[2025-12-19T20:19:09.210637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-12-19T20:19:09.222877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2025-12-19T20:19:09.223261] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-12-19T20:19:09.224044] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-12-19T20:19:09.224095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:09.224126] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:09.224153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:09.224207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:09.282381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:09.283251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:09.283342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:09.283377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:09.410621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:09.410784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:09.410822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:09.410850] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:09.414761] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: DOWN (p=17.09%)
[2025-12-19T20:19:09.415111] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-12-19T20:19:09.415255] [INFO ] [sig       ] CLF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:09.558468] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CLF.txt
[2025-12-19T20:19:09.558621] [INFO ] [sig       ] [706/3561] Completed CLF in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-19T20:19:09.561655] [INFO ] [sig       ] [707/3561] Forecasting CLFD...
[2025-12-19T20:19:09.561728] [INFO ] [sig       ] Generating forecast for: CLFD
[2025-12-19T20:19:09.561761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2025-12-19T20:19:09.574605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2025-12-19T20:19:09.575059] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2025-12-19T20:19:09.576062] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2025-12-19T20:19:09.576130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:09.576180] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:09.576222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:09.576306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:09.632974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:09.633783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:09.633867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:09.633900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:09.757783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:09.757940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:09.757979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:09.758007] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:09.761526] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: UP (p=64.63%)
[2025-12-19T20:19:09.761830] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2025-12-19T20:19:09.761974] [INFO ] [sig       ] CLFD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:09.905182] [INFO ] [LOCAL     ] Saved forecast: CLFD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CLFD.txt
[2025-12-19T20:19:09.905539] [INFO ] [sig       ] [707/3561] Completed CLFD in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-19T20:19:09.905599] [INFO ] [sig       ] [708/3561] Forecasting CLH...
[2025-12-19T20:19:09.905631] [INFO ] [sig       ] Generating forecast for: CLH
[2025-12-19T20:19:09.905661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-12-19T20:19:09.918947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2025-12-19T20:19:09.919364] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-12-19T20:19:09.920214] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-12-19T20:19:09.920267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:09.920299] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:09.920326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:09.920594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:09.982136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:09.983194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:09.983277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:09.983310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:10.109023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:10.109179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:10.109217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:10.109247] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:10.113239] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: UP (p=88.49%)
[2025-12-19T20:19:10.113554] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-12-19T20:19:10.113713] [INFO ] [sig       ] CLH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:10.257729] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CLH.txt
[2025-12-19T20:19:10.257881] [INFO ] [sig       ] [708/3561] Completed CLH in 0.4s | 2.88 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-19T20:19:10.257919] [INFO ] [sig       ] [709/3561] Forecasting CLLS...
[2025-12-19T20:19:10.257950] [INFO ] [sig       ] Generating forecast for: CLLS
[2025-12-19T20:19:10.257981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2025-12-19T20:19:10.269671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2025-12-19T20:19:10.270029] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2025-12-19T20:19:10.270840] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2025-12-19T20:19:10.270892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:10.270924] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:10.270951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:10.271007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:10.333426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:10.334299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:10.334382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:10.334416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:10.459444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:10.459615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:10.459655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:10.459702] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:10.463068] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: UP (p=94.18%)
[2025-12-19T20:19:10.463337] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2025-12-19T20:19:10.463459] [INFO ] [sig       ] CLLS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:10.602702] [INFO ] [LOCAL     ] Saved forecast: CLLS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CLLS.txt
[2025-12-19T20:19:10.602830] [INFO ] [sig       ] [709/3561] Completed CLLS in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-19T20:19:10.602870] [INFO ] [sig       ] [710/3561] Forecasting CLMB...
[2025-12-19T20:19:10.602898] [INFO ] [sig       ] Generating forecast for: CLMB
[2025-12-19T20:19:10.602927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2025-12-19T20:19:10.614617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2025-12-19T20:19:10.614968] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2025-12-19T20:19:10.615757] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2025-12-19T20:19:10.615807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:10.615839] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:10.615867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:10.615938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:10.675132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:10.675998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:10.676082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:10.676115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:10.798464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:10.798679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:10.798721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:10.798749] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:10.802563] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: DOWN (p=46.85%)
[2025-12-19T20:19:10.802857] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2025-12-19T20:19:10.802980] [INFO ] [sig       ] CLMB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:10.940605] [INFO ] [LOCAL     ] Saved forecast: CLMB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CLMB.txt
[2025-12-19T20:19:10.940731] [INFO ] [sig       ] [710/3561] Completed CLMB in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-19T20:19:10.940769] [INFO ] [sig       ] [711/3561] Forecasting CLNE...
[2025-12-19T20:19:10.940798] [INFO ] [sig       ] Generating forecast for: CLNE
[2025-12-19T20:19:10.940828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2025-12-19T20:19:10.951920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2025-12-19T20:19:10.952259] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2025-12-19T20:19:10.953033] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2025-12-19T20:19:10.953087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:10.953119] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:10.953145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:10.953201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:11.009349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:11.010048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:11.010139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:11.010173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:11.128708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:11.128874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:11.128914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:11.128941] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:11.132236] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: DOWN (p=12.05%)
[2025-12-19T20:19:11.132496] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2025-12-19T20:19:11.132637] [INFO ] [sig       ] CLNE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:11.271432] [INFO ] [LOCAL     ] Saved forecast: CLNE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CLNE.txt
[2025-12-19T20:19:11.271558] [INFO ] [sig       ] [711/3561] Completed CLNE in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-19T20:19:11.271614] [INFO ] [sig       ] [712/3561] Forecasting CLNN...
[2025-12-19T20:19:11.271645] [INFO ] [sig       ] Generating forecast for: CLNN
[2025-12-19T20:19:11.271675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2025-12-19T20:19:11.283557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2025-12-19T20:19:11.283975] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2025-12-19T20:19:11.284768] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2025-12-19T20:19:11.284820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:11.284853] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:11.284880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:11.284936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:11.341942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:11.342909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:11.342990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:11.343022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:11.469242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:11.469437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:11.469477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:11.469505] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:11.473155] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: UP (p=83.64%)
[2025-12-19T20:19:11.473666] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2025-12-19T20:19:11.473806] [INFO ] [sig       ] CLNN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:11.616349] [INFO ] [LOCAL     ] Saved forecast: CLNN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CLNN.txt
[2025-12-19T20:19:11.616487] [INFO ] [sig       ] [712/3561] Completed CLNN in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-19T20:19:11.616527] [INFO ] [sig       ] [713/3561] Forecasting CLOA...
[2025-12-19T20:19:11.616556] [INFO ] [sig       ] Generating forecast for: CLOA
[2025-12-19T20:19:11.616606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2025-12-19T20:19:11.627620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2025-12-19T20:19:11.627955] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2025-12-19T20:19:11.628843] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2025-12-19T20:19:11.628897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:11.628940] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:11.628969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:11.629026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:11.688015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:11.688787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:11.688868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:11.688900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:11.790832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:11.790986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:11.791024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:11.791053] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:11.794924] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=96.26%)
[2025-12-19T20:19:11.795257] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2025-12-19T20:19:11.795407] [INFO ] [sig       ] CLOA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:11.938425] [INFO ] [LOCAL     ] Saved forecast: CLOA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CLOA.txt
[2025-12-19T20:19:11.938559] [INFO ] [sig       ] [713/3561] Completed CLOA in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-19T20:19:11.938642] [INFO ] [sig       ] [714/3561] Forecasting CLRB...
[2025-12-19T20:19:11.938701] [INFO ] [sig       ] Generating forecast for: CLRB
[2025-12-19T20:19:11.938732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2025-12-19T20:19:11.949310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2025-12-19T20:19:11.949671] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2025-12-19T20:19:11.950450] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2025-12-19T20:19:11.950501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:11.950533] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:11.950560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:11.950644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:12.007996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:12.008781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:12.008864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:12.008897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:12.129356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:12.129511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:12.129550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:12.129603] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:12.132988] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: DOWN (p=49.80%)
[2025-12-19T20:19:12.133289] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2025-12-19T20:19:12.133420] [INFO ] [sig       ] CLRB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:12.277925] [INFO ] [LOCAL     ] Saved forecast: CLRB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CLRB.txt
[2025-12-19T20:19:12.278084] [INFO ] [sig       ] [714/3561] Completed CLRB in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-19T20:19:12.278125] [INFO ] [sig       ] [715/3561] Forecasting CLRO...
[2025-12-19T20:19:12.278154] [INFO ] [sig       ] Generating forecast for: CLRO
[2025-12-19T20:19:12.278184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2025-12-19T20:19:12.288902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2025-12-19T20:19:12.289293] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2025-12-19T20:19:12.290133] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2025-12-19T20:19:12.290186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:12.290217] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:12.290243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:12.290299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:12.349886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:12.350940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:12.351024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:12.351056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:12.469606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:12.469766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:12.469805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:12.469834] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:12.473252] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: UP (p=95.68%)
[2025-12-19T20:19:12.473535] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2025-12-19T20:19:12.473689] [INFO ] [sig       ] CLRO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:12.614962] [INFO ] [LOCAL     ] Saved forecast: CLRO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CLRO.txt
[2025-12-19T20:19:12.615094] [INFO ] [sig       ] [715/3561] Completed CLRO in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-19T20:19:12.615133] [INFO ] [sig       ] [716/3561] Forecasting CLS...
[2025-12-19T20:19:12.615163] [INFO ] [sig       ] Generating forecast for: CLS
[2025-12-19T20:19:12.615193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-12-19T20:19:12.626428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2025-12-19T20:19:12.626800] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-12-19T20:19:12.627558] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-12-19T20:19:12.627629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:12.627661] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:12.627689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:12.627745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:12.685127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:12.685883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:12.685963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:12.685997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:12.813944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:12.814099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:12.814137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:12.814167] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:12.817610] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=81.42%)
[2025-12-19T20:19:12.817882] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-12-19T20:19:12.818004] [INFO ] [sig       ] CLS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:12.964071] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CLS.txt
[2025-12-19T20:19:12.964257] [INFO ] [sig       ] [716/3561] Completed CLS in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-19T20:19:12.964302] [INFO ] [sig       ] [717/3561] Forecasting CLX...
[2025-12-19T20:19:12.964331] [INFO ] [sig       ] Generating forecast for: CLX
[2025-12-19T20:19:12.964367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-12-19T20:19:12.977251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-12-19T20:19:12.977650] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-12-19T20:19:12.978458] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-12-19T20:19:12.978510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:12.978543] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:12.978632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:12.978720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:13.038880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:13.039916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:13.039999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:13.040033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:13.164768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:13.164924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:13.164964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:13.164994] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:13.168396] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: UP (p=86.73%)
[2025-12-19T20:19:13.168701] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-12-19T20:19:13.168829] [INFO ] [sig       ] CLX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:13.309798] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CLX.txt
[2025-12-19T20:19:13.309943] [INFO ] [sig       ] [717/3561] Completed CLX in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-19T20:19:13.309984] [INFO ] [sig       ] [718/3561] Forecasting CM...
[2025-12-19T20:19:13.310014] [INFO ] [sig       ] Generating forecast for: CM
[2025-12-19T20:19:13.310044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-12-19T20:19:13.321605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2025-12-19T20:19:13.321972] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-12-19T20:19:13.323013] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-12-19T20:19:13.323066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:13.323099] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:13.323126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:13.323182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:13.380928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:13.381648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:13.381726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:13.381758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:13.503610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:13.503766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:13.503805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:13.503835] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:13.507236] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: DOWN (p=30.10%)
[2025-12-19T20:19:13.507511] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-12-19T20:19:13.507655] [INFO ] [sig       ] CM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:13.651436] [INFO ] [LOCAL     ] Saved forecast: CM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CM.txt
[2025-12-19T20:19:13.651590] [INFO ] [sig       ] [718/3561] Completed CM in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-19T20:19:13.651633] [INFO ] [sig       ] [719/3561] Forecasting CMA...
[2025-12-19T20:19:13.651662] [INFO ] [sig       ] Generating forecast for: CMA
[2025-12-19T20:19:13.651692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-12-19T20:19:13.664218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMA'.
[2025-12-19T20:19:13.664636] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-12-19T20:19:13.665657] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-12-19T20:19:13.665710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:13.665742] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:13.665769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:13.665824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:13.725250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:13.726110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:13.726194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:13.726227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:13.853952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:13.854111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:13.854152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:13.854181] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:13.857692] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: DOWN (p=41.03%)
[2025-12-19T20:19:13.857966] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-12-19T20:19:13.858100] [INFO ] [sig       ] CMA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:14.002128] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CMA.txt
[2025-12-19T20:19:14.002311] [INFO ] [sig       ] [719/3561] Completed CMA in 0.4s | 2.88 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-19T20:19:14.002370] [INFO ] [sig       ] [720/3561] Forecasting CMC...
[2025-12-19T20:19:14.002404] [INFO ] [sig       ] Generating forecast for: CMC
[2025-12-19T20:19:14.002437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-12-19T20:19:14.013930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2025-12-19T20:19:14.014312] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-12-19T20:19:14.015132] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-12-19T20:19:14.015185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:14.015217] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:14.015244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:14.015301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:14.075818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:14.076663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:14.076756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:14.076796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:14.202964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:14.203118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:14.203156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:14.203184] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:14.206555] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-19T20:19:14.206877] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-12-19T20:19:14.207000] [INFO ] [sig       ] CMC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:14.347886] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CMC.txt
[2025-12-19T20:19:14.348018] [INFO ] [sig       ] [720/3561] Completed CMC in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-19T20:19:14.348057] [INFO ] [sig       ] [721/3561] Forecasting CMCM...
[2025-12-19T20:19:14.348087] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-12-19T20:19:14.348116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-12-19T20:19:14.359145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2025-12-19T20:19:14.359474] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-12-19T20:19:14.360248] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-12-19T20:19:14.360301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:14.360333] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:14.360359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:14.360415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:14.417366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:14.418235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:14.418313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:14.418346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:14.536523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:14.536707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:14.536748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:14.536778] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:14.540375] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=54.88%)
[2025-12-19T20:19:14.540892] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-12-19T20:19:14.541027] [INFO ] [sig       ] CMCM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:14.692127] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CMCM.txt
[2025-12-19T20:19:14.692257] [INFO ] [sig       ] [721/3561] Completed CMCM in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-19T20:19:14.692295] [INFO ] [sig       ] [722/3561] Forecasting CMCO...
[2025-12-19T20:19:14.692324] [INFO ] [sig       ] Generating forecast for: CMCO
[2025-12-19T20:19:14.692354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2025-12-19T20:19:14.704221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2025-12-19T20:19:14.704559] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2025-12-19T20:19:14.705325] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2025-12-19T20:19:14.705376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:14.705407] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:14.705433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:14.705501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:14.763741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:14.764563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:14.764663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:14.764696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:14.887764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:14.887921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:14.887974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:14.888005] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:14.891396] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: DOWN (p=18.36%)
[2025-12-19T20:19:14.891690] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2025-12-19T20:19:14.891813] [INFO ] [sig       ] CMCO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:15.034286] [INFO ] [LOCAL     ] Saved forecast: CMCO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CMCO.txt
[2025-12-19T20:19:15.034421] [INFO ] [sig       ] [722/3561] Completed CMCO in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-19T20:19:15.034458] [INFO ] [sig       ] [723/3561] Forecasting CMCSA...
[2025-12-19T20:19:15.034488] [INFO ] [sig       ] Generating forecast for: CMCSA
[2025-12-19T20:19:15.034518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2025-12-19T20:19:15.046435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2025-12-19T20:19:15.046811] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2025-12-19T20:19:15.047594] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2025-12-19T20:19:15.047647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:15.047680] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:15.047707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:15.047764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:15.105434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:15.106108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:15.106188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:15.106221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:15.230792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:15.230947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:15.230987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:15.231017] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:15.234474] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: DOWN (p=4.70%)
[2025-12-19T20:19:15.234765] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2025-12-19T20:19:15.234887] [INFO ] [sig       ] CMCSA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:15.374196] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CMCSA.txt
[2025-12-19T20:19:15.374327] [INFO ] [sig       ] [723/3561] Completed CMCSA in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-19T20:19:15.374367] [INFO ] [sig       ] [724/3561] Forecasting CME...
[2025-12-19T20:19:15.374396] [INFO ] [sig       ] Generating forecast for: CME
[2025-12-19T20:19:15.374427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2025-12-19T20:19:15.385386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2025-12-19T20:19:15.385770] [INFO ] [FORECASTER] Starting predict_future for CME
[2025-12-19T20:19:15.386519] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2025-12-19T20:19:15.386591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:15.386626] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:15.386653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:15.386709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:15.442366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:15.443189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:15.443265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:15.443297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:15.562233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:15.562379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:15.562419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:15.562448] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:15.565821] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: UP (p=76.54%)
[2025-12-19T20:19:15.566094] [INFO ] [FORECASTER] Completed predict_future for CME
[2025-12-19T20:19:15.566221] [INFO ] [sig       ] CME: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:15.703023] [INFO ] [LOCAL     ] Saved forecast: CME	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CME.txt
[2025-12-19T20:19:15.703154] [INFO ] [sig       ] [724/3561] Completed CME in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-19T20:19:15.703193] [INFO ] [sig       ] [725/3561] Forecasting CMG...
[2025-12-19T20:19:15.703222] [INFO ] [sig       ] Generating forecast for: CMG
[2025-12-19T20:19:15.703252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-12-19T20:19:15.714357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2025-12-19T20:19:15.714737] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-12-19T20:19:15.715505] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-12-19T20:19:15.715557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:15.715614] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:15.715644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:15.715700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:15.773336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:15.774241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:15.774329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:15.774364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:15.896687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:15.896842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:15.896879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:15.896907] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:15.900200] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=94.43%)
[2025-12-19T20:19:15.900463] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-12-19T20:19:15.900604] [INFO ] [sig       ] CMG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:16.041030] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CMG.txt
[2025-12-19T20:19:16.041167] [INFO ] [sig       ] [725/3561] Completed CMG in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-19T20:19:16.041205] [INFO ] [sig       ] [726/3561] Forecasting CMI...
[2025-12-19T20:19:16.041235] [INFO ] [sig       ] Generating forecast for: CMI
[2025-12-19T20:19:16.041264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-12-19T20:19:16.053056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2025-12-19T20:19:16.053418] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-12-19T20:19:16.054186] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-12-19T20:19:16.054252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:16.054293] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:16.054325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:16.054393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:16.111374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:16.112019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:16.112094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:16.112126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:16.237441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:16.237608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:16.237646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:16.237674] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:16.241017] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: UP (p=87.12%)
[2025-12-19T20:19:16.241280] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-12-19T20:19:16.241404] [INFO ] [sig       ] CMI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:16.381965] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CMI.txt
[2025-12-19T20:19:16.382125] [INFO ] [sig       ] [726/3561] Completed CMI in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-19T20:19:16.382168] [INFO ] [sig       ] [727/3561] Forecasting CMMB...
[2025-12-19T20:19:16.382198] [INFO ] [sig       ] Generating forecast for: CMMB
[2025-12-19T20:19:16.382227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2025-12-19T20:19:16.393517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2025-12-19T20:19:16.393893] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2025-12-19T20:19:16.394725] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2025-12-19T20:19:16.394777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:16.394808] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:16.394835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:16.394893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:16.458987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:16.459823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:16.459905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:16.459938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:16.578624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:16.578796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:16.578836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:16.578864] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:16.582360] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: DOWN (p=36.66%)
[2025-12-19T20:19:16.582688] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2025-12-19T20:19:16.582815] [INFO ] [sig       ] CMMB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:16.726149] [INFO ] [LOCAL     ] Saved forecast: CMMB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CMMB.txt
[2025-12-19T20:19:16.726296] [INFO ] [sig       ] [727/3561] Completed CMMB in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-19T20:19:16.726342] [INFO ] [sig       ] [728/3561] Forecasting CMP...
[2025-12-19T20:19:16.726378] [INFO ] [sig       ] Generating forecast for: CMP
[2025-12-19T20:19:16.726415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-12-19T20:19:16.738725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2025-12-19T20:19:16.739150] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-12-19T20:19:16.739955] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-12-19T20:19:16.740007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:16.740039] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:16.740067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:16.740123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:16.805916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:16.806804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:16.806893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:16.806926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:16.929042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:16.929194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:16.929240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:16.929276] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:16.932637] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: DOWN (p=1.54%)
[2025-12-19T20:19:16.932904] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-12-19T20:19:16.933028] [INFO ] [sig       ] CMP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:17.071176] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CMP.txt
[2025-12-19T20:19:17.071309] [INFO ] [sig       ] [728/3561] Completed CMP in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-19T20:19:17.071347] [INFO ] [sig       ] [729/3561] Forecasting CMPO...
[2025-12-19T20:19:17.071376] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-12-19T20:19:17.071407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-12-19T20:19:17.083978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPO'.
[2025-12-19T20:19:17.084340] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-12-19T20:19:17.085115] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-12-19T20:19:17.085168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:17.085200] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:17.085227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:17.085282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:17.143684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:17.144358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:17.144436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:17.144468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:17.267026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:17.267181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:17.267218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:17.267246] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:17.270603] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-12-19T20:19:17.270869] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-12-19T20:19:17.270988] [INFO ] [sig       ] CMPO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:17.410794] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CMPO.txt
[2025-12-19T20:19:17.410918] [INFO ] [sig       ] [729/3561] Completed CMPO in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-19T20:19:17.410962] [INFO ] [sig       ] [730/3561] Forecasting CMPS...
[2025-12-19T20:19:17.410991] [INFO ] [sig       ] Generating forecast for: CMPS
[2025-12-19T20:19:17.411020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2025-12-19T20:19:17.422311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2025-12-19T20:19:17.422676] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2025-12-19T20:19:17.423423] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2025-12-19T20:19:17.423474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:17.423506] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:17.423533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:17.423629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:17.483158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:17.483905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:17.483988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:17.484021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:17.609653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:17.609802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:17.609840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:17.609867] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:17.613137] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: DOWN (p=11.82%)
[2025-12-19T20:19:17.613457] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2025-12-19T20:19:17.613596] [INFO ] [sig       ] CMPS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:17.756194] [INFO ] [LOCAL     ] Saved forecast: CMPS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CMPS.txt
[2025-12-19T20:19:17.756347] [INFO ] [sig       ] [730/3561] Completed CMPS in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-19T20:19:17.756414] [INFO ] [sig       ] [731/3561] Forecasting CMPX...
[2025-12-19T20:19:17.756444] [INFO ] [sig       ] Generating forecast for: CMPX
[2025-12-19T20:19:17.756474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2025-12-19T20:19:17.767796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2025-12-19T20:19:17.768189] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2025-12-19T20:19:17.769227] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2025-12-19T20:19:17.769287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:17.769326] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:17.769363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:17.769439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:17.832138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:17.832979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:17.833059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:17.833092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:17.948627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:17.948791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:17.948829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:17.948857] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:17.952183] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: DOWN (p=40.86%)
[2025-12-19T20:19:17.952446] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2025-12-19T20:19:17.952600] [INFO ] [sig       ] CMPX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:18.090073] [INFO ] [LOCAL     ] Saved forecast: CMPX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CMPX.txt
[2025-12-19T20:19:18.090202] [INFO ] [sig       ] [731/3561] Completed CMPX in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-19T20:19:18.090241] [INFO ] [sig       ] [732/3561] Forecasting CMRE...
[2025-12-19T20:19:18.090270] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-12-19T20:19:18.090300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-12-19T20:19:18.101378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2025-12-19T20:19:18.101743] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-12-19T20:19:18.102481] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-12-19T20:19:18.102531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:18.102563] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:18.102612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:18.102669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:18.158918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:18.159694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:18.159793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:18.159828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:18.283709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:18.283925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:18.283986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:18.284025] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:18.287619] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=76.67%)
[2025-12-19T20:19:18.287932] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-12-19T20:19:18.288064] [INFO ] [sig       ] CMRE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:18.448350] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CMRE.txt
[2025-12-19T20:19:18.448552] [INFO ] [sig       ] [732/3561] Completed CMRE in 0.4s | 2.88 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-19T20:19:18.448638] [INFO ] [sig       ] [733/3561] Forecasting CMS...
[2025-12-19T20:19:18.448712] [INFO ] [sig       ] Generating forecast for: CMS
[2025-12-19T20:19:18.448763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-12-19T20:19:18.464891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-12-19T20:19:18.465411] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-12-19T20:19:18.466654] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-12-19T20:19:18.466724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:18.466776] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:18.466825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:18.466918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:18.554145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:18.555295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:18.555417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:18.555459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:18.730370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:18.730543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:18.730627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:18.730660] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:18.734926] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: DOWN (p=27.55%)
[2025-12-19T20:19:18.735341] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-12-19T20:19:18.735554] [INFO ] [sig       ] CMS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:18.956173] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CMS.txt
[2025-12-19T20:19:18.956353] [INFO ] [sig       ] [733/3561] Completed CMS in 0.5s | 2.88 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-19T20:19:18.956398] [INFO ] [sig       ] [734/3561] Forecasting CMSA...
[2025-12-19T20:19:18.956429] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-12-19T20:19:18.956461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-12-19T20:19:18.981559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2025-12-19T20:19:18.982039] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-12-19T20:19:18.983064] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-12-19T20:19:18.983120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:18.983153] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:18.983221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:18.983301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:19.062842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:19.064117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:19.064282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:19.064345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:19.228714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:19.228886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:19.228927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:19.228956] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:19.232648] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-12-19T20:19:19.233034] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-12-19T20:19:19.233188] [INFO ] [sig       ] CMSA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:19.450689] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CMSA.txt
[2025-12-19T20:19:19.450978] [INFO ] [sig       ] [734/3561] Completed CMSA in 0.5s | 2.88 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-19T20:19:19.451037] [INFO ] [sig       ] [735/3561] Forecasting CMSC...
[2025-12-19T20:19:19.451068] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-12-19T20:19:19.451100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-12-19T20:19:19.465564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2025-12-19T20:19:19.466057] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-12-19T20:19:19.467099] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-12-19T20:19:19.467167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:19.467207] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:19.467236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:19.467294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:19.529424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:19.530514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:19.530741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:19.530785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:19.667947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:19.668110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:19.668151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:19.668180] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:19.672030] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: DOWN (p=44.06%)
[2025-12-19T20:19:19.672426] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-12-19T20:19:19.672602] [INFO ] [sig       ] CMSC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:19.816028] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CMSC.txt
[2025-12-19T20:19:19.816201] [INFO ] [sig       ] [735/3561] Completed CMSC in 0.4s | 2.88 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-19T20:19:19.816243] [INFO ] [sig       ] [736/3561] Forecasting CMSD...
[2025-12-19T20:19:19.816273] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-12-19T20:19:19.816304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-12-19T20:19:19.827904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2025-12-19T20:19:19.828291] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-12-19T20:19:19.829133] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-12-19T20:19:19.829186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:19.829218] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:19.829246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:19.829302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:19.886830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:19.887710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:19.887807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:19.887839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:20.010893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:20.011053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:20.011092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:20.011120] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:20.014627] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: DOWN (p=4.24%)
[2025-12-19T20:19:20.014971] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-12-19T20:19:20.015107] [INFO ] [sig       ] CMSD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:20.155265] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CMSD.txt
[2025-12-19T20:19:20.155431] [INFO ] [sig       ] [736/3561] Completed CMSD in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-19T20:19:20.155471] [INFO ] [sig       ] [737/3561] Forecasting CMTG...
[2025-12-19T20:19:20.155502] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-12-19T20:19:20.155532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-12-19T20:19:20.167303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2025-12-19T20:19:20.167758] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-12-19T20:19:20.168569] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-12-19T20:19:20.168642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:20.168722] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:20.168752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:20.168809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:20.229353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:20.230246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:20.230330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:20.230364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:20.350069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:20.350219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:20.350258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:20.350287] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:20.353674] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=6.34%)
[2025-12-19T20:19:20.353942] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-12-19T20:19:20.354063] [INFO ] [sig       ] CMTG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:20.490370] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CMTG.txt
[2025-12-19T20:19:20.490505] [INFO ] [sig       ] [737/3561] Completed CMTG in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-19T20:19:20.490746] [INFO ] [sig       ] [738/3561] Forecasting CMTL...
[2025-12-19T20:19:20.490777] [INFO ] [sig       ] Generating forecast for: CMTL
[2025-12-19T20:19:20.490806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2025-12-19T20:19:20.502546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2025-12-19T20:19:20.502936] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2025-12-19T20:19:20.503725] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2025-12-19T20:19:20.503776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:20.503808] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:20.503834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:20.503890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:20.559313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:20.559995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:20.560074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:20.560105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:20.680634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:20.680766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:20.680804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:20.680832] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:20.684071] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: DOWN (p=12.68%)
[2025-12-19T20:19:20.684338] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2025-12-19T20:19:20.684456] [INFO ] [sig       ] CMTL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:20.829726] [INFO ] [LOCAL     ] Saved forecast: CMTL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CMTL.txt
[2025-12-19T20:19:20.829919] [INFO ] [sig       ] [738/3561] Completed CMTL in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-19T20:19:20.829971] [INFO ] [sig       ] [739/3561] Forecasting CNA...
[2025-12-19T20:19:20.830012] [INFO ] [sig       ] Generating forecast for: CNA
[2025-12-19T20:19:20.830053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-12-19T20:19:20.842908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2025-12-19T20:19:20.843295] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-12-19T20:19:20.844100] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-12-19T20:19:20.844152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:20.844185] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:20.844212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:20.844266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:20.904308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:20.905208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:20.905295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:20.905329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:21.030145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:21.030306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:21.030346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:21.030376] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:21.033885] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: UP (p=96.03%)
[2025-12-19T20:19:21.034193] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-12-19T20:19:21.034333] [INFO ] [sig       ] CNA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:21.180292] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CNA.txt
[2025-12-19T20:19:21.180480] [INFO ] [sig       ] [739/3561] Completed CNA in 0.4s | 2.88 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-19T20:19:21.180523] [INFO ] [sig       ] [740/3561] Forecasting CNC...
[2025-12-19T20:19:21.180553] [INFO ] [sig       ] Generating forecast for: CNC
[2025-12-19T20:19:21.180603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-12-19T20:19:21.191750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2025-12-19T20:19:21.192129] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-12-19T20:19:21.192936] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-12-19T20:19:21.192988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:21.193020] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:21.193046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:21.193102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:21.248694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:21.249532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:21.249671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:21.249708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:21.369235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:21.369394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:21.369433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:21.369461] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:21.373171] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: UP (p=95.13%)
[2025-12-19T20:19:21.373441] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-12-19T20:19:21.373561] [INFO ] [sig       ] CNC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:21.517855] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CNC.txt
[2025-12-19T20:19:21.518013] [INFO ] [sig       ] [740/3561] Completed CNC in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-19T20:19:21.518055] [INFO ] [sig       ] [741/3561] Forecasting CNF...
[2025-12-19T20:19:21.518091] [INFO ] [sig       ] Generating forecast for: CNF
[2025-12-19T20:19:21.518123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-12-19T20:19:21.530145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2025-12-19T20:19:21.530564] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-12-19T20:19:21.531374] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-12-19T20:19:21.531432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:21.531465] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:21.531493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:21.531551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:21.589718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:21.590525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:21.590622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:21.590656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:21.701835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:21.701985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:21.702028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:21.702057] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:21.705408] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: DOWN (p=25.92%)
[2025-12-19T20:19:21.705753] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-12-19T20:19:21.705904] [INFO ] [sig       ] CNF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:21.849435] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CNF.txt
[2025-12-19T20:19:21.849800] [INFO ] [sig       ] [741/3561] Completed CNF in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-19T20:19:21.849846] [INFO ] [sig       ] [742/3561] Forecasting CNI...
[2025-12-19T20:19:21.849878] [INFO ] [sig       ] Generating forecast for: CNI
[2025-12-19T20:19:21.849909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-12-19T20:19:21.861658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2025-12-19T20:19:21.862037] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-12-19T20:19:21.863040] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-12-19T20:19:21.863093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:21.863126] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:21.863153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:21.863212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:21.920974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:21.921820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:21.921903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:21.921937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:22.042697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:22.042859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:22.042900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:22.042929] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:22.046695] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: UP (p=69.18%)
[2025-12-19T20:19:22.046985] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-12-19T20:19:22.047116] [INFO ] [sig       ] CNI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:22.194304] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CNI.txt
[2025-12-19T20:19:22.194457] [INFO ] [sig       ] [742/3561] Completed CNI in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-19T20:19:22.194496] [INFO ] [sig       ] [743/3561] Forecasting CNK...
[2025-12-19T20:19:22.194525] [INFO ] [sig       ] Generating forecast for: CNK
[2025-12-19T20:19:22.194555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-12-19T20:19:22.206788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2025-12-19T20:19:22.207172] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-12-19T20:19:22.208026] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-12-19T20:19:22.208080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:22.208114] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:22.208141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:22.208199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:22.267650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:22.268478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:22.268561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:22.268637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:22.397059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:22.397232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:22.397275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:22.397305] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:22.400955] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: UP (p=70.31%)
[2025-12-19T20:19:22.401306] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-12-19T20:19:22.401451] [INFO ] [sig       ] CNK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:22.552460] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CNK.txt
[2025-12-19T20:19:22.552659] [INFO ] [sig       ] [743/3561] Completed CNK in 0.4s | 2.88 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-19T20:19:22.552701] [INFO ] [sig       ] [744/3561] Forecasting CNM...
[2025-12-19T20:19:22.552733] [INFO ] [sig       ] Generating forecast for: CNM
[2025-12-19T20:19:22.552763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-12-19T20:19:22.565170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2025-12-19T20:19:22.565627] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-12-19T20:19:22.566420] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-12-19T20:19:22.566470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:22.566502] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:22.566529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:22.566616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:22.625113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:22.625959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:22.626072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:22.626137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:22.753959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:22.754114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:22.754153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:22.754200] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:22.757949] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: UP (p=90.04%)
[2025-12-19T20:19:22.758221] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-12-19T20:19:22.758344] [INFO ] [sig       ] CNM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:22.901480] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CNM.txt
[2025-12-19T20:19:22.901631] [INFO ] [sig       ] [744/3561] Completed CNM in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-19T20:19:22.901672] [INFO ] [sig       ] [745/3561] Forecasting CNMD...
[2025-12-19T20:19:22.901701] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-12-19T20:19:22.901730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-12-19T20:19:22.914607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2025-12-19T20:19:22.914971] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-12-19T20:19:22.915827] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-12-19T20:19:22.915880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:22.915914] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:22.915943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:22.916001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:22.977012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:22.978090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:22.978175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:22.978208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:23.104993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:23.105149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:23.105190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:23.105219] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:23.109027] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: UP (p=82.11%)
[2025-12-19T20:19:23.109303] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-12-19T20:19:23.109431] [INFO ] [sig       ] CNMD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:23.256102] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CNMD.txt
[2025-12-19T20:19:23.256233] [INFO ] [sig       ] [745/3561] Completed CNMD in 0.4s | 2.88 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-19T20:19:23.256272] [INFO ] [sig       ] [746/3561] Forecasting CNNE...
[2025-12-19T20:19:23.256301] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-12-19T20:19:23.256330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-12-19T20:19:23.268709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2025-12-19T20:19:23.269096] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-12-19T20:19:23.269955] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-12-19T20:19:23.270009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:23.270043] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:23.270072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:23.270131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:23.329652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:23.330484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:23.330567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:23.330620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:23.455158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:23.455308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:23.455346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:23.455374] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:23.458849] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=50.58%)
[2025-12-19T20:19:23.459132] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-12-19T20:19:23.459260] [INFO ] [sig       ] CNNE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:23.599474] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CNNE.txt
[2025-12-19T20:19:23.599660] [INFO ] [sig       ] [746/3561] Completed CNNE in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-19T20:19:23.599700] [INFO ] [sig       ] [747/3561] Forecasting CNO...
[2025-12-19T20:19:23.599730] [INFO ] [sig       ] Generating forecast for: CNO
[2025-12-19T20:19:23.599759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-12-19T20:19:23.611279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2025-12-19T20:19:23.611626] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-12-19T20:19:23.612377] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-12-19T20:19:23.612427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:23.612459] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:23.612487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:23.612542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:23.672661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:23.673310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:23.673389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:23.673420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:23.800449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:23.800812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:23.800851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:23.800878] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:23.804284] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: DOWN (p=28.19%)
[2025-12-19T20:19:23.804546] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-12-19T20:19:23.804696] [INFO ] [sig       ] CNO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:23.946845] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CNO.txt
[2025-12-19T20:19:23.947192] [INFO ] [sig       ] [747/3561] Completed CNO in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-19T20:19:23.947233] [INFO ] [sig       ] [748/3561] Forecasting CNOB...
[2025-12-19T20:19:23.947261] [INFO ] [sig       ] Generating forecast for: CNOB
[2025-12-19T20:19:23.947291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2025-12-19T20:19:23.959096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2025-12-19T20:19:23.959430] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2025-12-19T20:19:23.960190] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2025-12-19T20:19:23.960240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:23.960272] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:23.960299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:23.960366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:24.019545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:24.020233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:24.020310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:24.020342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:24.142463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:24.142639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:24.142678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:24.142706] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:24.146284] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: UP (p=88.01%)
[2025-12-19T20:19:24.146546] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2025-12-19T20:19:24.146872] [INFO ] [sig       ] CNOB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:24.283449] [INFO ] [LOCAL     ] Saved forecast: CNOB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CNOB.txt
[2025-12-19T20:19:24.283595] [INFO ] [sig       ] [748/3561] Completed CNOB in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-19T20:19:24.283637] [INFO ] [sig       ] [749/3561] Forecasting CNP...
[2025-12-19T20:19:24.283666] [INFO ] [sig       ] Generating forecast for: CNP
[2025-12-19T20:19:24.283697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-12-19T20:19:24.294971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2025-12-19T20:19:24.295285] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-12-19T20:19:24.296275] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-12-19T20:19:24.296326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:24.296357] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:24.296384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:24.296439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:24.354523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:24.355225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:24.355302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:24.355335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:24.474740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:24.474895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:24.474936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:24.474963] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:24.478295] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2025-12-19T20:19:24.478560] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-12-19T20:19:24.478719] [INFO ] [sig       ] CNP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:24.614561] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CNP.txt
[2025-12-19T20:19:24.614706] [INFO ] [sig       ] [749/3561] Completed CNP in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-19T20:19:24.614743] [INFO ] [sig       ] [750/3561] Forecasting CNQ...
[2025-12-19T20:19:24.614772] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-12-19T20:19:24.614801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-12-19T20:19:24.626247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2025-12-19T20:19:24.626565] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-12-19T20:19:24.627334] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-12-19T20:19:24.627395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:24.627428] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:24.627455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:24.627510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:24.683759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:24.684383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:24.684459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:24.684494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:24.809801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:24.809965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:24.810004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:24.810034] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:24.813518] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: UP (p=54.92%)
[2025-12-19T20:19:24.813818] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-12-19T20:19:24.813943] [INFO ] [sig       ] CNQ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:24.960349] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CNQ.txt
[2025-12-19T20:19:24.960514] [INFO ] [sig       ] [750/3561] Completed CNQ in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-19T20:19:24.960555] [INFO ] [sig       ] [751/3561] Forecasting CNS...
[2025-12-19T20:19:24.960602] [INFO ] [sig       ] Generating forecast for: CNS
[2025-12-19T20:19:24.960634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-12-19T20:19:24.973496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2025-12-19T20:19:24.974126] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-12-19T20:19:24.974958] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-12-19T20:19:24.975013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:24.975073] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:24.975103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:24.975161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:25.038893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:25.040012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:25.040096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:25.040129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:25.165527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:25.165692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:25.165732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:25.165762] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:25.169260] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=54.64%)
[2025-12-19T20:19:25.169536] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-12-19T20:19:25.169677] [INFO ] [sig       ] CNS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:25.310959] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CNS.txt
[2025-12-19T20:19:25.311104] [INFO ] [sig       ] [751/3561] Completed CNS in 0.4s | 2.88 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-19T20:19:25.311147] [INFO ] [sig       ] [752/3561] Forecasting CNSP...
[2025-12-19T20:19:25.311180] [INFO ] [sig       ] Generating forecast for: CNSP
[2025-12-19T20:19:25.311211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2025-12-19T20:19:25.322227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2025-12-19T20:19:25.322544] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2025-12-19T20:19:25.323339] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2025-12-19T20:19:25.323391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:25.323424] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:25.323452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:25.323514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:25.381655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:25.382349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:25.382455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:25.382489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:25.504168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:25.504321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:25.504361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:25.504389] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:25.507789] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: UP (p=84.20%)
[2025-12-19T20:19:25.508062] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2025-12-19T20:19:25.508185] [INFO ] [sig       ] CNSP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:25.645377] [INFO ] [LOCAL     ] Saved forecast: CNSP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CNSP.txt
[2025-12-19T20:19:25.645505] [INFO ] [sig       ] [752/3561] Completed CNSP in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-19T20:19:25.645548] [INFO ] [sig       ] [753/3561] Forecasting CNTA...
[2025-12-19T20:19:25.645595] [INFO ] [sig       ] Generating forecast for: CNTA
[2025-12-19T20:19:25.645628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2025-12-19T20:19:25.658141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2025-12-19T20:19:25.658527] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2025-12-19T20:19:25.659353] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2025-12-19T20:19:25.659404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:25.659436] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:25.659462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:25.659516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:25.714517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:25.715429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:25.715518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:25.715549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:25.832325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:25.832495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:25.832536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:25.832564] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:25.835894] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: DOWN (p=10.06%)
[2025-12-19T20:19:25.836160] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2025-12-19T20:19:25.836278] [INFO ] [sig       ] CNTA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:25.974010] [INFO ] [LOCAL     ] Saved forecast: CNTA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CNTA.txt
[2025-12-19T20:19:25.974165] [INFO ] [sig       ] [753/3561] Completed CNTA in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-19T20:19:25.974213] [INFO ] [sig       ] [754/3561] Forecasting CNTY...
[2025-12-19T20:19:25.974243] [INFO ] [sig       ] Generating forecast for: CNTY
[2025-12-19T20:19:25.974274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2025-12-19T20:19:25.987084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2025-12-19T20:19:25.987500] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2025-12-19T20:19:25.988321] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2025-12-19T20:19:25.988374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:25.988407] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:25.988433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:25.988490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:26.044756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:26.045626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:26.045712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:26.045744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:26.165622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:26.165974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:26.166013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:26.166076] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:26.169570] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: DOWN (p=1.64%)
[2025-12-19T20:19:26.169902] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2025-12-19T20:19:26.170031] [INFO ] [sig       ] CNTY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:26.315444] [INFO ] [LOCAL     ] Saved forecast: CNTY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CNTY.txt
[2025-12-19T20:19:26.315616] [INFO ] [sig       ] [754/3561] Completed CNTY in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-19T20:19:26.315660] [INFO ] [sig       ] [755/3561] Forecasting CNVS...
[2025-12-19T20:19:26.315690] [INFO ] [sig       ] Generating forecast for: CNVS
[2025-12-19T20:19:26.315721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2025-12-19T20:19:26.328214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2025-12-19T20:19:26.328530] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2025-12-19T20:19:26.329347] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2025-12-19T20:19:26.329398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:26.329429] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:26.329455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:26.329510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:26.388039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:26.388681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:26.388764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:26.388795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:26.517330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:26.517485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:26.517523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:26.517552] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:26.521160] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: UP (p=85.44%)
[2025-12-19T20:19:26.521444] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2025-12-19T20:19:26.521600] [INFO ] [sig       ] CNVS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:26.662148] [INFO ] [LOCAL     ] Saved forecast: CNVS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CNVS.txt
[2025-12-19T20:19:26.662348] [INFO ] [sig       ] [755/3561] Completed CNVS in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-19T20:19:26.662398] [INFO ] [sig       ] [756/3561] Forecasting CNX...
[2025-12-19T20:19:26.662436] [INFO ] [sig       ] Generating forecast for: CNX
[2025-12-19T20:19:26.662475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-12-19T20:19:26.674275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2025-12-19T20:19:26.674624] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-12-19T20:19:26.675450] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-12-19T20:19:26.675508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:26.675550] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:26.675603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:26.675674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:26.736159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:26.737114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:26.737261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:26.737302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:26.865159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:26.865320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:26.865356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:26.865386] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:26.868967] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: DOWN (p=27.27%)
[2025-12-19T20:19:26.869253] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-12-19T20:19:26.869379] [INFO ] [sig       ] CNX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:27.013736] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CNX.txt
[2025-12-19T20:19:27.013904] [INFO ] [sig       ] [756/3561] Completed CNX in 0.4s | 2.88 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-19T20:19:27.013948] [INFO ] [sig       ] [757/3561] Forecasting CNXC...
[2025-12-19T20:19:27.013988] [INFO ] [sig       ] Generating forecast for: CNXC
[2025-12-19T20:19:27.014031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'.
[2025-12-19T20:19:27.029069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXC'.
[2025-12-19T20:19:27.029539] [INFO ] [FORECASTER] Starting predict_future for CNXC
[2025-12-19T20:19:27.030607] [DEBUG] [LOCAL     ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt
[2025-12-19T20:19:27.030672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:27.030716] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:27.030760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:27.031034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:27.093152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:27.094017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:27.094100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:27.094132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:27.216554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:27.216721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:27.216778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:27.216807] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:27.220500] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: UP (p=77.49%)
[2025-12-19T20:19:27.220993] [INFO ] [FORECASTER] Completed predict_future for CNXC
[2025-12-19T20:19:27.221119] [INFO ] [sig       ] CNXC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:27.362745] [INFO ] [LOCAL     ] Saved forecast: CNXC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CNXC.txt
[2025-12-19T20:19:27.362879] [INFO ] [sig       ] [757/3561] Completed CNXC in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-19T20:19:27.362920] [INFO ] [sig       ] [758/3561] Forecasting CNXN...
[2025-12-19T20:19:27.362948] [INFO ] [sig       ] Generating forecast for: CNXN
[2025-12-19T20:19:27.362978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2025-12-19T20:19:27.374905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2025-12-19T20:19:27.375260] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2025-12-19T20:19:27.376226] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2025-12-19T20:19:27.376277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:27.376309] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:27.376335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:27.376392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:27.433871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:27.434537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:27.434633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:27.434666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:27.556353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:27.556499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:27.556538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:27.556586] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:27.559887] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: UP (p=77.45%)
[2025-12-19T20:19:27.560151] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2025-12-19T20:19:27.560271] [INFO ] [sig       ] CNXN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:27.698883] [INFO ] [LOCAL     ] Saved forecast: CNXN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CNXN.txt
[2025-12-19T20:19:27.699016] [INFO ] [sig       ] [758/3561] Completed CNXN in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-19T20:19:27.699056] [INFO ] [sig       ] [759/3561] Forecasting COCO...
[2025-12-19T20:19:27.699085] [INFO ] [sig       ] Generating forecast for: COCO
[2025-12-19T20:19:27.699115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2025-12-19T20:19:27.710111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2025-12-19T20:19:27.710434] [INFO ] [FORECASTER] Starting predict_future for COCO
[2025-12-19T20:19:27.711208] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2025-12-19T20:19:27.711259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:27.711291] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:27.711318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:27.711373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:27.768339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:27.769089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:27.769167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:27.769200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:27.890625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:27.890780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:27.890818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:27.890845] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:27.894116] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: DOWN (p=28.04%)
[2025-12-19T20:19:27.894380] [INFO ] [FORECASTER] Completed predict_future for COCO
[2025-12-19T20:19:27.894505] [INFO ] [sig       ] COCO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:28.035881] [INFO ] [LOCAL     ] Saved forecast: COCO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/COCO.txt
[2025-12-19T20:19:28.036042] [INFO ] [sig       ] [759/3561] Completed COCO in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-19T20:19:28.036086] [INFO ] [sig       ] [760/3561] Forecasting CODA...
[2025-12-19T20:19:28.036119] [INFO ] [sig       ] Generating forecast for: CODA
[2025-12-19T20:19:28.036152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2025-12-19T20:19:28.046865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2025-12-19T20:19:28.047219] [INFO ] [FORECASTER] Starting predict_future for CODA
[2025-12-19T20:19:28.048078] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2025-12-19T20:19:28.048130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:28.048164] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:28.048193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:28.048251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:28.105185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:28.106009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:28.106091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:28.106124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:28.217662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:28.217817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:28.217856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:28.217886] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:28.221273] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=3.96%)
[2025-12-19T20:19:28.221552] [INFO ] [FORECASTER] Completed predict_future for CODA
[2025-12-19T20:19:28.221696] [INFO ] [sig       ] CODA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:28.362736] [INFO ] [LOCAL     ] Saved forecast: CODA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CODA.txt
[2025-12-19T20:19:28.362879] [INFO ] [sig       ] [760/3561] Completed CODA in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-19T20:19:28.362919] [INFO ] [sig       ] [761/3561] Forecasting CODI...
[2025-12-19T20:19:28.362949] [INFO ] [sig       ] Generating forecast for: CODI
[2025-12-19T20:19:28.362979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-12-19T20:19:28.374107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2025-12-19T20:19:28.374484] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-12-19T20:19:28.375285] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-12-19T20:19:28.375338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:28.375383] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:28.375415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:28.375475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:28.430516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:28.431265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:28.431376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:28.431412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:28.552413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:28.552589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:28.552632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:28.552663] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:28.556104] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: DOWN (p=28.02%)
[2025-12-19T20:19:28.556382] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-12-19T20:19:28.556506] [INFO ] [sig       ] CODI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:28.699780] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CODI.txt
[2025-12-19T20:19:28.699934] [INFO ] [sig       ] [761/3561] Completed CODI in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-19T20:19:28.699974] [INFO ] [sig       ] [762/3561] Forecasting COEP...
[2025-12-19T20:19:28.700004] [INFO ] [sig       ] Generating forecast for: COEP
[2025-12-19T20:19:28.700034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2025-12-19T20:19:28.711231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2025-12-19T20:19:28.711600] [INFO ] [FORECASTER] Starting predict_future for COEP
[2025-12-19T20:19:28.712364] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2025-12-19T20:19:28.712415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:28.712447] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:28.712473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:28.712529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:28.772313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:28.773177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:28.773279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:28.773313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:28.900089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:28.900247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:28.900284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:28.900313] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:28.904183] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=97.89%)
[2025-12-19T20:19:28.904446] [INFO ] [FORECASTER] Completed predict_future for COEP
[2025-12-19T20:19:28.904570] [INFO ] [sig       ] COEP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:29.044673] [INFO ] [LOCAL     ] Saved forecast: COEP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/COEP.txt
[2025-12-19T20:19:29.044990] [INFO ] [sig       ] [762/3561] Completed COEP in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-19T20:19:29.045030] [INFO ] [sig       ] [763/3561] Forecasting COF...
[2025-12-19T20:19:29.045060] [INFO ] [sig       ] Generating forecast for: COF
[2025-12-19T20:19:29.045090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-12-19T20:19:29.056600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2025-12-19T20:19:29.056990] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-12-19T20:19:29.057760] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-12-19T20:19:29.057810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:29.057841] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:29.057868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:29.057924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:29.119233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:29.120142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:29.120222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:29.120271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:29.245127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:29.245279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:29.245316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:29.245344] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:29.248691] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: UP (p=84.79%)
[2025-12-19T20:19:29.248964] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-12-19T20:19:29.249084] [INFO ] [sig       ] COF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:29.389180] [INFO ] [LOCAL     ] Saved forecast: COF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/COF.txt
[2025-12-19T20:19:29.389322] [INFO ] [sig       ] [763/3561] Completed COF in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-19T20:19:29.389362] [INFO ] [sig       ] [764/3561] Forecasting COFS...
[2025-12-19T20:19:29.389392] [INFO ] [sig       ] Generating forecast for: COFS
[2025-12-19T20:19:29.389423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2025-12-19T20:19:29.400347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2025-12-19T20:19:29.400695] [INFO ] [FORECASTER] Starting predict_future for COFS
[2025-12-19T20:19:29.401432] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2025-12-19T20:19:29.401482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:29.401515] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:29.401541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:29.401616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:29.457872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:29.458512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:29.458606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:29.458641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:29.572075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:29.572233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:29.572270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:29.572298] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:29.575686] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: UP (p=52.36%)
[2025-12-19T20:19:29.575985] [INFO ] [FORECASTER] Completed predict_future for COFS
[2025-12-19T20:19:29.576112] [INFO ] [sig       ] COFS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:29.717608] [INFO ] [LOCAL     ] Saved forecast: COFS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/COFS.txt
[2025-12-19T20:19:29.717830] [INFO ] [sig       ] [764/3561] Completed COFS in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-19T20:19:29.717881] [INFO ] [sig       ] [765/3561] Forecasting COIN...
[2025-12-19T20:19:29.717914] [INFO ] [sig       ] Generating forecast for: COIN
[2025-12-19T20:19:29.717944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'.
[2025-12-19T20:19:29.729524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COIN'.
[2025-12-19T20:19:29.729946] [INFO ] [FORECASTER] Starting predict_future for COIN
[2025-12-19T20:19:29.730808] [DEBUG] [LOCAL     ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt
[2025-12-19T20:19:29.730861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:29.730894] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:29.730922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:29.730979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:29.787185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:29.787968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:29.788048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:29.788082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:29.913112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:29.913272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:29.913312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:29.913341] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:29.916919] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: UP (p=52.13%)
[2025-12-19T20:19:29.917232] [INFO ] [FORECASTER] Completed predict_future for COIN
[2025-12-19T20:19:29.917365] [INFO ] [sig       ] COIN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:30.059062] [INFO ] [LOCAL     ] Saved forecast: COIN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/COIN.txt
[2025-12-19T20:19:30.059225] [INFO ] [sig       ] [765/3561] Completed COIN in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-19T20:19:30.059266] [INFO ] [sig       ] [766/3561] Forecasting COKE...
[2025-12-19T20:19:30.059296] [INFO ] [sig       ] Generating forecast for: COKE
[2025-12-19T20:19:30.059327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2025-12-19T20:19:30.070992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2025-12-19T20:19:30.071342] [INFO ] [FORECASTER] Starting predict_future for COKE
[2025-12-19T20:19:30.072135] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2025-12-19T20:19:30.072187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:30.072219] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:30.072247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:30.072303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:30.127852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:30.128744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:30.128827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:30.128861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:30.245706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:30.245856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:30.245895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:30.245924] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:30.249238] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: DOWN (p=44.37%)
[2025-12-19T20:19:30.249503] [INFO ] [FORECASTER] Completed predict_future for COKE
[2025-12-19T20:19:30.249659] [INFO ] [sig       ] COKE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:30.389753] [INFO ] [LOCAL     ] Saved forecast: COKE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/COKE.txt
[2025-12-19T20:19:30.389899] [INFO ] [sig       ] [766/3561] Completed COKE in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-19T20:19:30.389938] [INFO ] [sig       ] [767/3561] Forecasting COLB...
[2025-12-19T20:19:30.389967] [INFO ] [sig       ] Generating forecast for: COLB
[2025-12-19T20:19:30.389997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2025-12-19T20:19:30.401532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2025-12-19T20:19:30.401931] [INFO ] [FORECASTER] Starting predict_future for COLB
[2025-12-19T20:19:30.402743] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2025-12-19T20:19:30.402794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:30.402828] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:30.402855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:30.402911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:30.458047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:30.458868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:30.458953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:30.458984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:30.574982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:30.575137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:30.575175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:30.575205] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:30.578522] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: UP (p=98.65%)
[2025-12-19T20:19:30.578834] [INFO ] [FORECASTER] Completed predict_future for COLB
[2025-12-19T20:19:30.578958] [INFO ] [sig       ] COLB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:30.714509] [INFO ] [LOCAL     ] Saved forecast: COLB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/COLB.txt
[2025-12-19T20:19:30.714664] [INFO ] [sig       ] [767/3561] Completed COLB in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-19T20:19:30.714705] [INFO ] [sig       ] [768/3561] Forecasting COLD...
[2025-12-19T20:19:30.714733] [INFO ] [sig       ] Generating forecast for: COLD
[2025-12-19T20:19:30.714763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-12-19T20:19:30.726850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2025-12-19T20:19:30.727203] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-12-19T20:19:30.727984] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-12-19T20:19:30.728034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:30.728098] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:30.728127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:30.728183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:30.783126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:30.784010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:30.784095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:30.784127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:30.904605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:30.904765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:30.904803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:30.904849] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:30.908164] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=9.47%)
[2025-12-19T20:19:30.908433] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-12-19T20:19:30.908555] [INFO ] [sig       ] COLD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:31.046546] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/COLD.txt
[2025-12-19T20:19:31.046699] [INFO ] [sig       ] [768/3561] Completed COLD in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-19T20:19:31.046739] [INFO ] [sig       ] [769/3561] Forecasting COLL...
[2025-12-19T20:19:31.046768] [INFO ] [sig       ] Generating forecast for: COLL
[2025-12-19T20:19:31.046798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2025-12-19T20:19:31.061925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2025-12-19T20:19:31.062288] [INFO ] [FORECASTER] Starting predict_future for COLL
[2025-12-19T20:19:31.063098] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2025-12-19T20:19:31.063149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:31.063181] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:31.063208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:31.063264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:31.120363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:31.121171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:31.121259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:31.121293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:31.248596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:31.248761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:31.248805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:31.248833] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:31.252114] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: DOWN (p=26.08%)
[2025-12-19T20:19:31.252377] [INFO ] [FORECASTER] Completed predict_future for COLL
[2025-12-19T20:19:31.252496] [INFO ] [sig       ] COLL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:31.390884] [INFO ] [LOCAL     ] Saved forecast: COLL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/COLL.txt
[2025-12-19T20:19:31.391050] [INFO ] [sig       ] [769/3561] Completed COLL in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-19T20:19:31.391103] [INFO ] [sig       ] [770/3561] Forecasting COLM...
[2025-12-19T20:19:31.391138] [INFO ] [sig       ] Generating forecast for: COLM
[2025-12-19T20:19:31.391174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2025-12-19T20:19:31.402748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2025-12-19T20:19:31.403121] [INFO ] [FORECASTER] Starting predict_future for COLM
[2025-12-19T20:19:31.403904] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2025-12-19T20:19:31.403955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:31.403986] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:31.404013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:31.404069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:31.463592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:31.464342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:31.464441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:31.464475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:31.586972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:31.587124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:31.587164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:31.587193] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:31.590962] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: UP (p=73.39%)
[2025-12-19T20:19:31.591235] [INFO ] [FORECASTER] Completed predict_future for COLM
[2025-12-19T20:19:31.591357] [INFO ] [sig       ] COLM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:31.754026] [INFO ] [LOCAL     ] Saved forecast: COLM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/COLM.txt
[2025-12-19T20:19:31.754183] [INFO ] [sig       ] [770/3561] Completed COLM in 0.4s | 2.88 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-19T20:19:31.754223] [INFO ] [sig       ] [771/3561] Forecasting COMM...
[2025-12-19T20:19:31.754252] [INFO ] [sig       ] Generating forecast for: COMM
[2025-12-19T20:19:31.754283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'.
[2025-12-19T20:19:31.766633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMM'.
[2025-12-19T20:19:31.767214] [INFO ] [FORECASTER] Starting predict_future for COMM
[2025-12-19T20:19:31.768185] [DEBUG] [LOCAL     ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt
[2025-12-19T20:19:31.768235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:31.768267] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:31.768294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:31.768349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:31.824388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:31.825110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:31.825193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:31.825226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:31.948136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:31.948300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:31.948338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:31.948403] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:31.951870] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: UP (p=73.33%)
[2025-12-19T20:19:31.952165] [INFO ] [FORECASTER] Completed predict_future for COMM
[2025-12-19T20:19:31.952294] [INFO ] [sig       ] COMM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:32.117201] [INFO ] [LOCAL     ] Saved forecast: COMM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/COMM.txt
[2025-12-19T20:19:32.117392] [INFO ] [sig       ] [771/3561] Completed COMM in 0.4s | 2.88 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-19T20:19:32.117449] [INFO ] [sig       ] [772/3561] Forecasting COMP...
[2025-12-19T20:19:32.117492] [INFO ] [sig       ] Generating forecast for: COMP
[2025-12-19T20:19:32.117538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-12-19T20:19:32.129397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2025-12-19T20:19:32.129784] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-12-19T20:19:32.130554] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-12-19T20:19:32.130623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:32.130669] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:32.130698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:32.130755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:32.188857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:32.189624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:32.189707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:32.189741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:32.313284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:32.313423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:32.313465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:32.313494] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:32.317168] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=34.53%)
[2025-12-19T20:19:32.317436] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-12-19T20:19:32.317555] [INFO ] [sig       ] COMP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:32.455088] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/COMP.txt
[2025-12-19T20:19:32.455216] [INFO ] [sig       ] [772/3561] Completed COMP in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-19T20:19:32.455255] [INFO ] [sig       ] [773/3561] Forecasting CONL...
[2025-12-19T20:19:32.455284] [INFO ] [sig       ] Generating forecast for: CONL
[2025-12-19T20:19:32.455314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2025-12-19T20:19:32.467351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2025-12-19T20:19:32.467694] [INFO ] [FORECASTER] Starting predict_future for CONL
[2025-12-19T20:19:32.468722] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2025-12-19T20:19:32.468775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:32.468810] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:32.468847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:32.468912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:32.525661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:32.526549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:32.526645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:32.526682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:32.651908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:32.652070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:32.652109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:32.652139] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:32.655698] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: UP (p=84.87%)
[2025-12-19T20:19:32.655986] [INFO ] [FORECASTER] Completed predict_future for CONL
[2025-12-19T20:19:32.656119] [INFO ] [sig       ] CONL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:32.792593] [INFO ] [LOCAL     ] Saved forecast: CONL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CONL.txt
[2025-12-19T20:19:32.792730] [INFO ] [sig       ] [773/3561] Completed CONL in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-19T20:19:32.792769] [INFO ] [sig       ] [774/3561] Forecasting COO...
[2025-12-19T20:19:32.792797] [INFO ] [sig       ] Generating forecast for: COO
[2025-12-19T20:19:32.792827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2025-12-19T20:19:32.803812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2025-12-19T20:19:32.804172] [INFO ] [FORECASTER] Starting predict_future for COO
[2025-12-19T20:19:32.804944] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2025-12-19T20:19:32.804994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:32.805025] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:32.805051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:32.805106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:32.864634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:32.865295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:32.865377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:32.865409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:32.988875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:32.989032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:32.989069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:32.989098] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:32.992377] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: UP (p=84.76%)
[2025-12-19T20:19:32.992662] [INFO ] [FORECASTER] Completed predict_future for COO
[2025-12-19T20:19:32.992783] [INFO ] [sig       ] COO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:33.131320] [INFO ] [LOCAL     ] Saved forecast: COO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/COO.txt
[2025-12-19T20:19:33.131456] [INFO ] [sig       ] [774/3561] Completed COO in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-19T20:19:33.131494] [INFO ] [sig       ] [775/3561] Forecasting COP...
[2025-12-19T20:19:33.131523] [INFO ] [sig       ] Generating forecast for: COP
[2025-12-19T20:19:33.131554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-12-19T20:19:33.143831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2025-12-19T20:19:33.144166] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-12-19T20:19:33.144932] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-12-19T20:19:33.144982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:33.145013] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:33.145039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:33.145095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:33.204551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:33.205440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:33.205520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:33.205551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:33.319231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:33.319389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:33.319459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:33.319496] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:33.323162] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: UP (p=53.17%)
[2025-12-19T20:19:33.323464] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-12-19T20:19:33.323609] [INFO ] [sig       ] COP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:33.459457] [INFO ] [LOCAL     ] Saved forecast: COP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/COP.txt
[2025-12-19T20:19:33.459616] [INFO ] [sig       ] [775/3561] Completed COP in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-19T20:19:33.459657] [INFO ] [sig       ] [776/3561] Forecasting COPP...
[2025-12-19T20:19:33.459688] [INFO ] [sig       ] Generating forecast for: COPP
[2025-12-19T20:19:33.459724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2025-12-19T20:19:33.471409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2025-12-19T20:19:33.471830] [INFO ] [FORECASTER] Starting predict_future for COPP
[2025-12-19T20:19:33.472616] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2025-12-19T20:19:33.472667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:33.472698] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:33.472723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:33.472778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:33.528348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:33.529041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:33.529120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:33.529150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:33.645591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:33.645756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:33.645794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:33.645821] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:33.649130] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: UP (p=53.77%)
[2025-12-19T20:19:33.649401] [INFO ] [FORECASTER] Completed predict_future for COPP
[2025-12-19T20:19:33.649521] [INFO ] [sig       ] COPP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:33.787029] [INFO ] [LOCAL     ] Saved forecast: COPP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/COPP.txt
[2025-12-19T20:19:33.787156] [INFO ] [sig       ] [776/3561] Completed COPP in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-19T20:19:33.787195] [INFO ] [sig       ] [777/3561] Forecasting CORZ...
[2025-12-19T20:19:33.787224] [INFO ] [sig       ] Generating forecast for: CORZ
[2025-12-19T20:19:33.787253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2025-12-19T20:19:33.799991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2025-12-19T20:19:33.800289] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2025-12-19T20:19:33.801046] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2025-12-19T20:19:33.801097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:33.801128] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:33.801155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:33.801210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:33.857160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:33.857759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:33.857834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:33.857865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:33.983985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:33.984140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:33.984179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:33.984207] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:33.987646] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: DOWN (p=23.21%)
[2025-12-19T20:19:33.987908] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2025-12-19T20:19:33.988028] [INFO ] [sig       ] CORZ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:34.127242] [INFO ] [LOCAL     ] Saved forecast: CORZ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CORZ.txt
[2025-12-19T20:19:34.127388] [INFO ] [sig       ] [777/3561] Completed CORZ in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-19T20:19:34.127428] [INFO ] [sig       ] [778/3561] Forecasting CORZZ...
[2025-12-19T20:19:34.127457] [INFO ] [sig       ] Generating forecast for: CORZZ
[2025-12-19T20:19:34.127487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2025-12-19T20:19:34.139473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2025-12-19T20:19:34.139862] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2025-12-19T20:19:34.140624] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2025-12-19T20:19:34.140674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:34.140705] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:34.140732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:34.140792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:34.197904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:34.198774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:34.198887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:34.198920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:34.312602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:34.312757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:34.312794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:34.312823] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:34.316292] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2025-12-19T20:19:34.316557] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2025-12-19T20:19:34.316700] [INFO ] [sig       ] CORZZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:34.462093] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CORZZ.txt
[2025-12-19T20:19:34.462276] [INFO ] [sig       ] [778/3561] Completed CORZZ in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-19T20:19:34.462318] [INFO ] [sig       ] [779/3561] Forecasting COTY...
[2025-12-19T20:19:34.462349] [INFO ] [sig       ] Generating forecast for: COTY
[2025-12-19T20:19:34.462384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-12-19T20:19:34.476134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2025-12-19T20:19:34.476485] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-12-19T20:19:34.477270] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-12-19T20:19:34.477321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:34.477353] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:34.477381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:34.477437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:34.534007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:34.534775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:34.534857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:34.534888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:34.657484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:34.657659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:34.657700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:34.657749] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:34.661069] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: UP (p=64.41%)
[2025-12-19T20:19:34.661335] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-12-19T20:19:34.661456] [INFO ] [sig       ] COTY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:34.797810] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/COTY.txt
[2025-12-19T20:19:34.797947] [INFO ] [sig       ] [779/3561] Completed COTY in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-19T20:19:34.798167] [INFO ] [sig       ] [780/3561] Forecasting COWG...
[2025-12-19T20:19:34.798196] [INFO ] [sig       ] Generating forecast for: COWG
[2025-12-19T20:19:34.798225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2025-12-19T20:19:34.809616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2025-12-19T20:19:34.809957] [INFO ] [FORECASTER] Starting predict_future for COWG
[2025-12-19T20:19:34.810731] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2025-12-19T20:19:34.810781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:34.810812] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:34.810838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:34.810894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:34.866690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:34.867340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:34.867419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:34.867451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:34.989936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:34.990090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:34.990128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:34.990156] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:34.993952] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: DOWN (p=21.80%)
[2025-12-19T20:19:34.994213] [INFO ] [FORECASTER] Completed predict_future for COWG
[2025-12-19T20:19:34.994333] [INFO ] [sig       ] COWG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:35.137872] [INFO ] [LOCAL     ] Saved forecast: COWG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/COWG.txt
[2025-12-19T20:19:35.138031] [INFO ] [sig       ] [780/3561] Completed COWG in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-19T20:19:35.138073] [INFO ] [sig       ] [781/3561] Forecasting COYA...
[2025-12-19T20:19:35.138102] [INFO ] [sig       ] Generating forecast for: COYA
[2025-12-19T20:19:35.138148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-12-19T20:19:35.150611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2025-12-19T20:19:35.150963] [INFO ] [FORECASTER] Starting predict_future for COYA
[2025-12-19T20:19:35.151863] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2025-12-19T20:19:35.151916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:35.151949] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:35.151977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:35.152034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:35.207957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:35.208948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:35.209039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:35.209073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:35.323032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:35.323191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:35.323230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:35.323261] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:35.326663] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: DOWN (p=15.65%)
[2025-12-19T20:19:35.326935] [INFO ] [FORECASTER] Completed predict_future for COYA
[2025-12-19T20:19:35.327058] [INFO ] [sig       ] COYA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:35.464479] [INFO ] [LOCAL     ] Saved forecast: COYA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/COYA.txt
[2025-12-19T20:19:35.464654] [INFO ] [sig       ] [781/3561] Completed COYA in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-19T20:19:35.464708] [INFO ] [sig       ] [782/3561] Forecasting CP...
[2025-12-19T20:19:35.464738] [INFO ] [sig       ] Generating forecast for: CP
[2025-12-19T20:19:35.464768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-12-19T20:19:35.475714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2025-12-19T20:19:35.476065] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-12-19T20:19:35.476837] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-12-19T20:19:35.476886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:35.476917] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:35.476944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:35.476999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:35.533048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:35.533703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:35.533782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:35.533815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:35.655315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:35.655461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:35.655499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:35.655528] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:35.658832] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-12-19T20:19:35.659096] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-12-19T20:19:35.659214] [INFO ] [sig       ] CP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:35.796115] [INFO ] [LOCAL     ] Saved forecast: CP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CP.txt
[2025-12-19T20:19:35.796256] [INFO ] [sig       ] [782/3561] Completed CP in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-19T20:19:35.796296] [INFO ] [sig       ] [783/3561] Forecasting CPA...
[2025-12-19T20:19:35.796325] [INFO ] [sig       ] Generating forecast for: CPA
[2025-12-19T20:19:35.796355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-12-19T20:19:35.809211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2025-12-19T20:19:35.809620] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-12-19T20:19:35.810427] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-12-19T20:19:35.810478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:35.810508] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:35.810535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:35.810622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:35.869176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:35.870086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:35.870180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:35.870215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:35.990689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:35.990861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:35.991094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:35.991124] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:35.994926] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: DOWN (p=9.86%)
[2025-12-19T20:19:35.995221] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-12-19T20:19:35.995366] [INFO ] [sig       ] CPA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:36.142386] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CPA.txt
[2025-12-19T20:19:36.142555] [INFO ] [sig       ] [783/3561] Completed CPA in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-19T20:19:36.142622] [INFO ] [sig       ] [784/3561] Forecasting CPB...
[2025-12-19T20:19:36.142654] [INFO ] [sig       ] Generating forecast for: CPB
[2025-12-19T20:19:36.142684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2025-12-19T20:19:36.155614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2025-12-19T20:19:36.155958] [INFO ] [FORECASTER] Starting predict_future for CPB
[2025-12-19T20:19:36.156761] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2025-12-19T20:19:36.156812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:36.156844] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:36.156871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:36.156926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:36.215780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:36.216566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:36.216671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:36.216704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:36.334398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:36.334552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:36.334610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:36.334641] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:36.337995] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=80.02%)
[2025-12-19T20:19:36.338269] [INFO ] [FORECASTER] Completed predict_future for CPB
[2025-12-19T20:19:36.338393] [INFO ] [sig       ] CPB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:36.475302] [INFO ] [LOCAL     ] Saved forecast: CPB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CPB.txt
[2025-12-19T20:19:36.475436] [INFO ] [sig       ] [784/3561] Completed CPB in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-19T20:19:36.475475] [INFO ] [sig       ] [785/3561] Forecasting CPF...
[2025-12-19T20:19:36.475504] [INFO ] [sig       ] Generating forecast for: CPF
[2025-12-19T20:19:36.475534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-12-19T20:19:36.486747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2025-12-19T20:19:36.487060] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-12-19T20:19:36.487828] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-12-19T20:19:36.487891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:36.487969] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:36.487999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:36.488055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:36.543343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:36.544049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:36.544126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:36.544157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:36.662400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:36.662604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:36.662650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:36.662680] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:36.666147] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: UP (p=88.48%)
[2025-12-19T20:19:36.666443] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-12-19T20:19:36.666583] [INFO ] [sig       ] CPF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:36.869556] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CPF.txt
[2025-12-19T20:19:36.869720] [INFO ] [sig       ] [785/3561] Completed CPF in 0.4s | 2.88 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-19T20:19:36.869766] [INFO ] [sig       ] [786/3561] Forecasting CPIX...
[2025-12-19T20:19:36.869801] [INFO ] [sig       ] Generating forecast for: CPIX
[2025-12-19T20:19:36.869837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2025-12-19T20:19:36.881027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2025-12-19T20:19:36.881351] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2025-12-19T20:19:36.882127] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2025-12-19T20:19:36.882178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:36.882209] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:36.882236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:36.882292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:36.939621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:36.940428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:36.940511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:36.940543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:37.063844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:37.064002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:37.064042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:37.064070] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:37.067679] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: DOWN (p=6.53%)
[2025-12-19T20:19:37.067951] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2025-12-19T20:19:37.068071] [INFO ] [sig       ] CPIX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:37.206086] [INFO ] [LOCAL     ] Saved forecast: CPIX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CPIX.txt
[2025-12-19T20:19:37.206226] [INFO ] [sig       ] [786/3561] Completed CPIX in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-19T20:19:37.206264] [INFO ] [sig       ] [787/3561] Forecasting CPK...
[2025-12-19T20:19:37.206296] [INFO ] [sig       ] Generating forecast for: CPK
[2025-12-19T20:19:37.206326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-12-19T20:19:37.218811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2025-12-19T20:19:37.219127] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-12-19T20:19:37.219917] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-12-19T20:19:37.219970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:37.220003] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:37.220029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:37.220084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:37.276652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:37.277452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:37.277530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:37.277562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:37.398455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:37.398673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:37.398716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:37.398744] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:37.402348] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: DOWN (p=24.24%)
[2025-12-19T20:19:37.402658] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-12-19T20:19:37.402800] [INFO ] [sig       ] CPK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:37.548638] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CPK.txt
[2025-12-19T20:19:37.548828] [INFO ] [sig       ] [787/3561] Completed CPK in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-19T20:19:37.548881] [INFO ] [sig       ] [788/3561] Forecasting CPNG...
[2025-12-19T20:19:37.548923] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-12-19T20:19:37.548959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-12-19T20:19:37.561526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2025-12-19T20:19:37.561985] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-12-19T20:19:37.562850] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-12-19T20:19:37.562904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:37.562938] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:37.563145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:37.563203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:37.624457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:37.625334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:37.625419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:37.625453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:37.756408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:37.756566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:37.756626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:37.756689] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:37.760167] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: DOWN (p=7.82%)
[2025-12-19T20:19:37.760453] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-12-19T20:19:37.760623] [INFO ] [sig       ] CPNG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:37.907621] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CPNG.txt
[2025-12-19T20:19:37.907759] [INFO ] [sig       ] [788/3561] Completed CPNG in 0.4s | 2.88 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-19T20:19:37.907823] [INFO ] [sig       ] [789/3561] Forecasting CPRI...
[2025-12-19T20:19:37.907856] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-12-19T20:19:37.907886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-12-19T20:19:37.922002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2025-12-19T20:19:37.922317] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-12-19T20:19:37.923097] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-12-19T20:19:37.923149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:37.923180] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:37.923206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:37.923262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:37.978193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:37.978818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:37.978894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:37.978926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:38.098489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:38.098682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:38.098732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:38.098763] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:38.102238] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: DOWN (p=37.63%)
[2025-12-19T20:19:38.102512] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-12-19T20:19:38.102658] [INFO ] [sig       ] CPRI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:38.238631] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CPRI.txt
[2025-12-19T20:19:38.238809] [INFO ] [sig       ] [789/3561] Completed CPRI in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-19T20:19:38.238849] [INFO ] [sig       ] [790/3561] Forecasting CPRX...
[2025-12-19T20:19:38.238878] [INFO ] [sig       ] Generating forecast for: CPRX
[2025-12-19T20:19:38.238908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2025-12-19T20:19:38.250003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2025-12-19T20:19:38.250355] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2025-12-19T20:19:38.251139] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2025-12-19T20:19:38.251190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:38.251221] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:38.251247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:38.251304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:38.305980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:38.306822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:38.306904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:38.306937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:38.422947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:38.423288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:38.423326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:38.423354] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:38.426647] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: DOWN (p=4.33%)
[2025-12-19T20:19:38.426929] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2025-12-19T20:19:38.427236] [INFO ] [sig       ] CPRX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:38.566893] [INFO ] [LOCAL     ] Saved forecast: CPRX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CPRX.txt
[2025-12-19T20:19:38.567255] [INFO ] [sig       ] [790/3561] Completed CPRX in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-19T20:19:38.567296] [INFO ] [sig       ] [791/3561] Forecasting CPS...
[2025-12-19T20:19:38.567326] [INFO ] [sig       ] Generating forecast for: CPS
[2025-12-19T20:19:38.567358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-12-19T20:19:38.579488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2025-12-19T20:19:38.579849] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-12-19T20:19:38.580823] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-12-19T20:19:38.580875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:38.580909] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:38.580937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:38.580994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:38.641425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:38.642244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:38.642323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:38.642356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:38.773448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:38.773660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:38.773704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:38.773734] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:38.777197] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2025-12-19T20:19:38.777488] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-12-19T20:19:38.777629] [INFO ] [sig       ] CPS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:38.915551] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CPS.txt
[2025-12-19T20:19:38.915693] [INFO ] [sig       ] [791/3561] Completed CPS in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-19T20:19:38.915732] [INFO ] [sig       ] [792/3561] Forecasting CPSH...
[2025-12-19T20:19:38.915762] [INFO ] [sig       ] Generating forecast for: CPSH
[2025-12-19T20:19:38.915791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2025-12-19T20:19:38.926797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2025-12-19T20:19:38.927142] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2025-12-19T20:19:38.927943] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2025-12-19T20:19:38.927995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:38.928027] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:38.928055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:38.928111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:38.985937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:38.986952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:38.987219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:38.987251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:39.110638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:39.110817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:39.110888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:39.110928] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:39.115288] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: UP (p=97.71%)
[2025-12-19T20:19:39.115622] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2025-12-19T20:19:39.115766] [INFO ] [sig       ] CPSH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:39.269515] [INFO ] [LOCAL     ] Saved forecast: CPSH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CPSH.txt
[2025-12-19T20:19:39.269688] [INFO ] [sig       ] [792/3561] Completed CPSH in 0.4s | 2.88 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-19T20:19:39.269729] [INFO ] [sig       ] [793/3561] Forecasting CPSS...
[2025-12-19T20:19:39.269760] [INFO ] [sig       ] Generating forecast for: CPSS
[2025-12-19T20:19:39.269789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2025-12-19T20:19:39.280268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2025-12-19T20:19:39.280650] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2025-12-19T20:19:39.281411] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2025-12-19T20:19:39.281462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:39.281494] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:39.281520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:39.281594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:39.340024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:39.340915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:39.340998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:39.341031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:39.447029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:39.447187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:39.447225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:39.447253] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:39.450664] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: UP (p=85.37%)
[2025-12-19T20:19:39.450947] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2025-12-19T20:19:39.451232] [INFO ] [sig       ] CPSS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:39.603295] [INFO ] [LOCAL     ] Saved forecast: CPSS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CPSS.txt
[2025-12-19T20:19:39.603465] [INFO ] [sig       ] [793/3561] Completed CPSS in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-19T20:19:39.603506] [INFO ] [sig       ] [794/3561] Forecasting CPZ...
[2025-12-19T20:19:39.603537] [INFO ] [sig       ] Generating forecast for: CPZ
[2025-12-19T20:19:39.603585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2025-12-19T20:19:39.616329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2025-12-19T20:19:39.616741] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2025-12-19T20:19:39.617563] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2025-12-19T20:19:39.617634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:39.617667] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:39.617694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:39.617751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:39.682135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:39.683016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:39.683107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:39.683142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:39.807408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:39.807562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:39.807618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:39.807647] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:39.811315] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: UP (p=54.02%)
[2025-12-19T20:19:39.811607] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2025-12-19T20:19:39.811731] [INFO ] [sig       ] CPZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:39.965211] [INFO ] [LOCAL     ] Saved forecast: CPZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CPZ.txt
[2025-12-19T20:19:39.965369] [INFO ] [sig       ] [794/3561] Completed CPZ in 0.4s | 2.88 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-19T20:19:39.965410] [INFO ] [sig       ] [795/3561] Forecasting CQP...
[2025-12-19T20:19:39.965441] [INFO ] [sig       ] Generating forecast for: CQP
[2025-12-19T20:19:39.965472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-12-19T20:19:39.977379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2025-12-19T20:19:39.977774] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-12-19T20:19:39.978536] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-12-19T20:19:39.978606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:39.978641] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:39.978695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:39.978756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:40.038961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:40.039831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:40.039953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:40.039990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:40.174466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:40.174637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:40.174678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:40.174707] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:40.178181] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: DOWN (p=24.50%)
[2025-12-19T20:19:40.178446] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-12-19T20:19:40.178565] [INFO ] [sig       ] CQP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:40.321038] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CQP.txt
[2025-12-19T20:19:40.321169] [INFO ] [sig       ] [795/3561] Completed CQP in 0.4s | 2.88 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-19T20:19:40.321210] [INFO ] [sig       ] [796/3561] Forecasting CRAI...
[2025-12-19T20:19:40.321240] [INFO ] [sig       ] Generating forecast for: CRAI
[2025-12-19T20:19:40.321271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2025-12-19T20:19:40.331994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2025-12-19T20:19:40.332334] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2025-12-19T20:19:40.333102] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2025-12-19T20:19:40.333152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:40.333196] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:40.333224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:40.333281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:40.388989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:40.389834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:40.389919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:40.389953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:40.513045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:40.513202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:40.513247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:40.513277] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:40.516671] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: UP (p=89.69%)
[2025-12-19T20:19:40.516961] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2025-12-19T20:19:40.517087] [INFO ] [sig       ] CRAI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:40.665130] [INFO ] [LOCAL     ] Saved forecast: CRAI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CRAI.txt
[2025-12-19T20:19:40.665283] [INFO ] [sig       ] [796/3561] Completed CRAI in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-19T20:19:40.665323] [INFO ] [sig       ] [797/3561] Forecasting CRBG...
[2025-12-19T20:19:40.665354] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-12-19T20:19:40.665383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-12-19T20:19:40.677453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2025-12-19T20:19:40.677890] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-12-19T20:19:40.678841] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-12-19T20:19:40.678901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:40.678935] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:40.678964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:40.679021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:40.737993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:40.738913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:40.739002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:40.739035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:40.862529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:40.862705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:40.862747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:40.862775] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:40.866357] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=84.53%)
[2025-12-19T20:19:40.866678] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-12-19T20:19:40.866812] [INFO ] [sig       ] CRBG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:41.020919] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CRBG.txt
[2025-12-19T20:19:41.021288] [INFO ] [sig       ] [797/3561] Completed CRBG in 0.4s | 2.88 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-19T20:19:41.021331] [INFO ] [sig       ] [798/3561] Forecasting CRBP...
[2025-12-19T20:19:41.021362] [INFO ] [sig       ] Generating forecast for: CRBP
[2025-12-19T20:19:41.021391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2025-12-19T20:19:41.035885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2025-12-19T20:19:41.036284] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2025-12-19T20:19:41.037077] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2025-12-19T20:19:41.037128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:41.037162] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:41.037189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:41.037245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:41.093379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:41.094263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:41.094351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:41.094385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:41.213841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:41.214002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:41.214042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:41.214071] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:41.217446] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-12-19T20:19:41.217751] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2025-12-19T20:19:41.217880] [INFO ] [sig       ] CRBP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:41.361672] [INFO ] [LOCAL     ] Saved forecast: CRBP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CRBP.txt
[2025-12-19T20:19:41.361835] [INFO ] [sig       ] [798/3561] Completed CRBP in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-19T20:19:41.361876] [INFO ] [sig       ] [799/3561] Forecasting CRC...
[2025-12-19T20:19:41.361907] [INFO ] [sig       ] Generating forecast for: CRC
[2025-12-19T20:19:41.361936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-12-19T20:19:41.373776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2025-12-19T20:19:41.374372] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-12-19T20:19:41.375355] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-12-19T20:19:41.375406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:41.375440] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:41.375466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:41.375520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:41.432717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:41.433500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:41.433623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:41.433674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:41.554971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:41.555128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:41.555167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:41.555196] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:41.558542] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: UP (p=73.86%)
[2025-12-19T20:19:41.558854] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-12-19T20:19:41.558981] [INFO ] [sig       ] CRC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:41.697176] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CRC.txt
[2025-12-19T20:19:41.697320] [INFO ] [sig       ] [799/3561] Completed CRC in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-19T20:19:41.697359] [INFO ] [sig       ] [800/3561] Forecasting CRDF...
[2025-12-19T20:19:41.697396] [INFO ] [sig       ] Generating forecast for: CRDF
[2025-12-19T20:19:41.697427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2025-12-19T20:19:41.709394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2025-12-19T20:19:41.709792] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2025-12-19T20:19:41.710594] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2025-12-19T20:19:41.710646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:41.710677] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:41.710703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:41.710761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:41.771233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:41.772074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:41.772156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:41.772191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:41.910446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:41.910627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:41.910682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:41.910714] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:41.915501] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: UP (p=95.54%)
[2025-12-19T20:19:41.915872] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2025-12-19T20:19:41.916028] [INFO ] [sig       ] CRDF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:42.053921] [INFO ] [LOCAL     ] Saved forecast: CRDF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CRDF.txt
[2025-12-19T20:19:42.054049] [INFO ] [sig       ] [800/3561] Completed CRDF in 0.4s | 2.88 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-19T20:19:42.054087] [INFO ] [sig       ] [801/3561] Forecasting CRDO...
[2025-12-19T20:19:42.054116] [INFO ] [sig       ] Generating forecast for: CRDO
[2025-12-19T20:19:42.054145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2025-12-19T20:19:42.064926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2025-12-19T20:19:42.065231] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2025-12-19T20:19:42.066005] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2025-12-19T20:19:42.066055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:42.066087] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:42.066114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:42.066170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:42.122410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:42.123010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:42.123085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:42.123116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:42.242257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:42.242376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:42.242412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:42.242440] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:42.245613] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: UP (p=88.11%)
[2025-12-19T20:19:42.245872] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2025-12-19T20:19:42.245987] [INFO ] [sig       ] CRDO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:42.382713] [INFO ] [LOCAL     ] Saved forecast: CRDO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CRDO.txt
[2025-12-19T20:19:42.382818] [INFO ] [sig       ] [801/3561] Completed CRDO in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-19T20:19:42.382856] [INFO ] [sig       ] [802/3561] Forecasting CRESY...
[2025-12-19T20:19:42.382885] [INFO ] [sig       ] Generating forecast for: CRESY
[2025-12-19T20:19:42.382914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2025-12-19T20:19:42.394136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2025-12-19T20:19:42.394454] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2025-12-19T20:19:42.395217] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2025-12-19T20:19:42.395267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:42.395323] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:42.395352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:42.395408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:42.450245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:42.450847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:42.450923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:42.450955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:42.569036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:42.569162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:42.569198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:42.569226] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:42.572415] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: DOWN (p=13.81%)
[2025-12-19T20:19:42.572697] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2025-12-19T20:19:42.572814] [INFO ] [sig       ] CRESY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:42.712087] [INFO ] [LOCAL     ] Saved forecast: CRESY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CRESY.txt
[2025-12-19T20:19:42.712204] [INFO ] [sig       ] [802/3561] Completed CRESY in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-19T20:19:42.712243] [INFO ] [sig       ] [803/3561] Forecasting CREX...
[2025-12-19T20:19:42.712271] [INFO ] [sig       ] Generating forecast for: CREX
[2025-12-19T20:19:42.712300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2025-12-19T20:19:42.723362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2025-12-19T20:19:42.723688] [INFO ] [FORECASTER] Starting predict_future for CREX
[2025-12-19T20:19:42.724436] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2025-12-19T20:19:42.724487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:42.724519] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:42.724546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:42.724627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:42.780808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:42.781381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:42.781456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:42.781487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:42.900363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:42.900483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:42.900519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:42.900564] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:42.903824] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=26.70%)
[2025-12-19T20:19:42.904091] [INFO ] [FORECASTER] Completed predict_future for CREX
[2025-12-19T20:19:42.904210] [INFO ] [sig       ] CREX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:43.041918] [INFO ] [LOCAL     ] Saved forecast: CREX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CREX.txt
[2025-12-19T20:19:43.042033] [INFO ] [sig       ] [803/3561] Completed CREX in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-19T20:19:43.042074] [INFO ] [sig       ] [804/3561] Forecasting CRGO...
[2025-12-19T20:19:43.042104] [INFO ] [sig       ] Generating forecast for: CRGO
[2025-12-19T20:19:43.042133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2025-12-19T20:19:43.053741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2025-12-19T20:19:43.054064] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2025-12-19T20:19:43.054829] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2025-12-19T20:19:43.054879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:43.054911] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:43.054938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:43.054994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:43.111663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:43.112258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:43.112335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:43.112366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:43.230420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:43.230549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:43.230602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:43.230632] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:43.233827] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: DOWN (p=46.55%)
[2025-12-19T20:19:43.234093] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2025-12-19T20:19:43.234211] [INFO ] [sig       ] CRGO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:43.372315] [INFO ] [LOCAL     ] Saved forecast: CRGO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CRGO.txt
[2025-12-19T20:19:43.372448] [INFO ] [sig       ] [804/3561] Completed CRGO in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-19T20:19:43.372488] [INFO ] [sig       ] [805/3561] Forecasting CRGY...
[2025-12-19T20:19:43.372517] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-12-19T20:19:43.372547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-12-19T20:19:43.383834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2025-12-19T20:19:43.384147] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-12-19T20:19:43.384949] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-12-19T20:19:43.384999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:43.385031] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:43.385057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:43.385112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:43.440055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:43.440673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:43.440749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:43.440791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:43.557177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:43.557330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:43.557368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:43.557458] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:43.561539] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: UP (p=95.00%)
[2025-12-19T20:19:43.561885] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-12-19T20:19:43.562021] [INFO ] [sig       ] CRGY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:43.699447] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CRGY.txt
[2025-12-19T20:19:43.699615] [INFO ] [sig       ] [805/3561] Completed CRGY in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-19T20:19:43.699657] [INFO ] [sig       ] [806/3561] Forecasting CRH...
[2025-12-19T20:19:43.699686] [INFO ] [sig       ] Generating forecast for: CRH
[2025-12-19T20:19:43.699717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-12-19T20:19:43.711684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2025-12-19T20:19:43.712060] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-12-19T20:19:43.713004] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-12-19T20:19:43.713055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:43.713235] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:43.713262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:43.713318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:43.771986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:43.772851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:43.772935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:43.772969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:43.898587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:43.898755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:43.898793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:43.898821] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:43.902087] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=9.30%)
[2025-12-19T20:19:43.902351] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-12-19T20:19:43.902469] [INFO ] [sig       ] CRH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:44.041689] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CRH.txt
[2025-12-19T20:19:44.041847] [INFO ] [sig       ] [806/3561] Completed CRH in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-19T20:19:44.041887] [INFO ] [sig       ] [807/3561] Forecasting CRI...
[2025-12-19T20:19:44.041918] [INFO ] [sig       ] Generating forecast for: CRI
[2025-12-19T20:19:44.041948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-12-19T20:19:44.053550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2025-12-19T20:19:44.053940] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-12-19T20:19:44.054795] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-12-19T20:19:44.054849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:44.054882] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:44.054921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:44.054986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:44.116083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:44.117046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:44.117133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:44.117168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:44.243936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:44.244096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:44.244136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:44.244165] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:44.247590] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: UP (p=50.84%)
[2025-12-19T20:19:44.248054] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-12-19T20:19:44.248173] [INFO ] [sig       ] CRI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:44.385485] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CRI.txt
[2025-12-19T20:19:44.385636] [INFO ] [sig       ] [807/3561] Completed CRI in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-19T20:19:44.385677] [INFO ] [sig       ] [808/3561] Forecasting CRIS...
[2025-12-19T20:19:44.385706] [INFO ] [sig       ] Generating forecast for: CRIS
[2025-12-19T20:19:44.385737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'.
[2025-12-19T20:19:44.397906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRIS'.
[2025-12-19T20:19:44.398263] [INFO ] [FORECASTER] Starting predict_future for CRIS
[2025-12-19T20:19:44.399108] [DEBUG] [LOCAL     ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt
[2025-12-19T20:19:44.399161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:44.399193] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:44.399220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:44.399277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:44.456048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:44.456806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:44.456890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:44.456924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:44.578862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:44.579011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:44.579051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:44.579081] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:44.582483] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: DOWN (p=37.21%)
[2025-12-19T20:19:44.582775] [INFO ] [FORECASTER] Completed predict_future for CRIS
[2025-12-19T20:19:44.582899] [INFO ] [sig       ] CRIS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:44.726936] [INFO ] [LOCAL     ] Saved forecast: CRIS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CRIS.txt
[2025-12-19T20:19:44.727074] [INFO ] [sig       ] [808/3561] Completed CRIS in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-19T20:19:44.727115] [INFO ] [sig       ] [809/3561] Forecasting CRK...
[2025-12-19T20:19:44.727147] [INFO ] [sig       ] Generating forecast for: CRK
[2025-12-19T20:19:44.727179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-12-19T20:19:44.738556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2025-12-19T20:19:44.738948] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-12-19T20:19:44.739765] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-12-19T20:19:44.739818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:44.739852] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:44.739880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:44.739950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:44.798256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:44.802913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:44.803089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:44.803125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:44.925944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:44.926092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:44.926316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:44.926344] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:44.929814] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=45.63%)
[2025-12-19T20:19:44.930086] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-12-19T20:19:44.930221] [INFO ] [sig       ] CRK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:45.069103] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CRK.txt
[2025-12-19T20:19:45.069238] [INFO ] [sig       ] [809/3561] Completed CRK in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-19T20:19:45.069277] [INFO ] [sig       ] [810/3561] Forecasting CRL...
[2025-12-19T20:19:45.069305] [INFO ] [sig       ] Generating forecast for: CRL
[2025-12-19T20:19:45.069335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-12-19T20:19:45.080639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2025-12-19T20:19:45.080982] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-12-19T20:19:45.081751] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-12-19T20:19:45.081802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:45.081833] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:45.081859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:45.081915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:45.136872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:45.137494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:45.137570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:45.137621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:45.259948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:45.260092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:45.260129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:45.260157] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:45.263433] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: DOWN (p=5.66%)
[2025-12-19T20:19:45.263736] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-12-19T20:19:45.263855] [INFO ] [sig       ] CRL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:45.423881] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CRL.txt
[2025-12-19T20:19:45.424031] [INFO ] [sig       ] [810/3561] Completed CRL in 0.4s | 2.88 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-19T20:19:45.424071] [INFO ] [sig       ] [811/3561] Forecasting CRM...
[2025-12-19T20:19:45.424101] [INFO ] [sig       ] Generating forecast for: CRM
[2025-12-19T20:19:45.424137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-12-19T20:19:45.434843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2025-12-19T20:19:45.435210] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-12-19T20:19:45.435999] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-12-19T20:19:45.436050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:45.436082] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:45.436108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:45.436162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:45.497074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:45.497863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:45.497942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:45.497974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:45.619894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:45.620179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:45.620219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:45.620247] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:45.623744] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: UP (p=94.06%)
[2025-12-19T20:19:45.624061] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-12-19T20:19:45.624191] [INFO ] [sig       ] CRM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:45.760896] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CRM.txt
[2025-12-19T20:19:45.761023] [INFO ] [sig       ] [811/3561] Completed CRM in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-19T20:19:45.761062] [INFO ] [sig       ] [812/3561] Forecasting CRMD...
[2025-12-19T20:19:45.761091] [INFO ] [sig       ] Generating forecast for: CRMD
[2025-12-19T20:19:45.761121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2025-12-19T20:19:45.772289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2025-12-19T20:19:45.772624] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2025-12-19T20:19:45.773384] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2025-12-19T20:19:45.773435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:45.773466] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:45.773494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:45.773550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:45.829563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:45.830179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:45.830279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:45.830311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:45.944026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:45.944163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:45.944200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:45.944228] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:45.947466] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: UP (p=84.00%)
[2025-12-19T20:19:45.947759] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2025-12-19T20:19:45.947879] [INFO ] [sig       ] CRMD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:46.084710] [INFO ] [LOCAL     ] Saved forecast: CRMD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CRMD.txt
[2025-12-19T20:19:46.084829] [INFO ] [sig       ] [812/3561] Completed CRMD in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-19T20:19:46.084868] [INFO ] [sig       ] [813/3561] Forecasting CRML...
[2025-12-19T20:19:46.084897] [INFO ] [sig       ] Generating forecast for: CRML
[2025-12-19T20:19:46.084927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2025-12-19T20:19:46.096051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2025-12-19T20:19:46.096357] [INFO ] [FORECASTER] Starting predict_future for CRML
[2025-12-19T20:19:46.097117] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2025-12-19T20:19:46.097168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:46.097200] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:46.097227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:46.097282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:46.152315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:46.152916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:46.152991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:46.153023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:46.272441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:46.272651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:46.272692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:46.272721] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:46.276101] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: UP (p=95.98%)
[2025-12-19T20:19:46.276382] [INFO ] [FORECASTER] Completed predict_future for CRML
[2025-12-19T20:19:46.276505] [INFO ] [sig       ] CRML: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:46.416615] [INFO ] [LOCAL     ] Saved forecast: CRML	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CRML.txt
[2025-12-19T20:19:46.416744] [INFO ] [sig       ] [813/3561] Completed CRML in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-19T20:19:46.416783] [INFO ] [sig       ] [814/3561] Forecasting CRNC...
[2025-12-19T20:19:46.416811] [INFO ] [sig       ] Generating forecast for: CRNC
[2025-12-19T20:19:46.416840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2025-12-19T20:19:46.428622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2025-12-19T20:19:46.428994] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2025-12-19T20:19:46.429763] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2025-12-19T20:19:46.429814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:46.429846] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:46.429872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:46.429927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:46.485457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:46.486092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:46.486167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:46.486199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:46.606459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:46.606622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:46.606662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:46.606690] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:46.610031] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: DOWN (p=35.21%)
[2025-12-19T20:19:46.610299] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2025-12-19T20:19:46.610418] [INFO ] [sig       ] CRNC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:46.746119] [INFO ] [LOCAL     ] Saved forecast: CRNC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CRNC.txt
[2025-12-19T20:19:46.746240] [INFO ] [sig       ] [814/3561] Completed CRNC in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-19T20:19:46.746278] [INFO ] [sig       ] [815/3561] Forecasting CRNX...
[2025-12-19T20:19:46.746307] [INFO ] [sig       ] Generating forecast for: CRNX
[2025-12-19T20:19:46.746336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2025-12-19T20:19:46.757860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2025-12-19T20:19:46.758203] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2025-12-19T20:19:46.759024] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2025-12-19T20:19:46.759076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:46.759109] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:46.759135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:46.759192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:46.814773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:46.815386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:46.815462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:46.815493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:46.937995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:46.938147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:46.938185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:46.938213] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:46.941504] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: UP (p=57.31%)
[2025-12-19T20:19:46.941787] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2025-12-19T20:19:46.941907] [INFO ] [sig       ] CRNX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:47.079893] [INFO ] [LOCAL     ] Saved forecast: CRNX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CRNX.txt
[2025-12-19T20:19:47.080053] [INFO ] [sig       ] [815/3561] Completed CRNX in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-19T20:19:47.080094] [INFO ] [sig       ] [816/3561] Forecasting CRON...
[2025-12-19T20:19:47.080124] [INFO ] [sig       ] Generating forecast for: CRON
[2025-12-19T20:19:47.080154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2025-12-19T20:19:47.091819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2025-12-19T20:19:47.092161] [INFO ] [FORECASTER] Starting predict_future for CRON
[2025-12-19T20:19:47.093001] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2025-12-19T20:19:47.093055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:47.093089] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:47.093118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:47.093175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:47.151069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:47.151842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:47.151931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:47.151968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:47.272597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:47.272766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:47.272805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:47.272833] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:47.276111] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: UP (p=81.56%)
[2025-12-19T20:19:47.276378] [INFO ] [FORECASTER] Completed predict_future for CRON
[2025-12-19T20:19:47.276496] [INFO ] [sig       ] CRON: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:47.413563] [INFO ] [LOCAL     ] Saved forecast: CRON	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CRON.txt
[2025-12-19T20:19:47.413742] [INFO ] [sig       ] [816/3561] Completed CRON in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-19T20:19:47.413783] [INFO ] [sig       ] [817/3561] Forecasting CROX...
[2025-12-19T20:19:47.413811] [INFO ] [sig       ] Generating forecast for: CROX
[2025-12-19T20:19:47.413840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2025-12-19T20:19:47.425255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2025-12-19T20:19:47.425674] [INFO ] [FORECASTER] Starting predict_future for CROX
[2025-12-19T20:19:47.426449] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2025-12-19T20:19:47.426501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:47.426534] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:47.426561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:47.426653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:47.484639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:47.485451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:47.485549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:47.485603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:47.603729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:47.603874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:47.603912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:47.603939] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:47.607197] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: DOWN (p=18.66%)
[2025-12-19T20:19:47.607458] [INFO ] [FORECASTER] Completed predict_future for CROX
[2025-12-19T20:19:47.607591] [INFO ] [sig       ] CROX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:47.748463] [INFO ] [LOCAL     ] Saved forecast: CROX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CROX.txt
[2025-12-19T20:19:47.748603] [INFO ] [sig       ] [817/3561] Completed CROX in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-19T20:19:47.748644] [INFO ] [sig       ] [818/3561] Forecasting CRS...
[2025-12-19T20:19:47.748692] [INFO ] [sig       ] Generating forecast for: CRS
[2025-12-19T20:19:47.748722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-12-19T20:19:47.759910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2025-12-19T20:19:47.760265] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-12-19T20:19:47.761036] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-12-19T20:19:47.761087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:47.761119] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:47.761146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:47.761201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:47.816456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:47.817483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:47.817565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:47.817615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:47.936081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:47.936407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:47.936445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:47.936474] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:47.940121] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: DOWN (p=28.99%)
[2025-12-19T20:19:47.940385] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-12-19T20:19:47.940507] [INFO ] [sig       ] CRS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:48.077616] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CRS.txt
[2025-12-19T20:19:48.077728] [INFO ] [sig       ] [818/3561] Completed CRS in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-19T20:19:48.077766] [INFO ] [sig       ] [819/3561] Forecasting CRSP...
[2025-12-19T20:19:48.077795] [INFO ] [sig       ] Generating forecast for: CRSP
[2025-12-19T20:19:48.077825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2025-12-19T20:19:48.090522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2025-12-19T20:19:48.090868] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2025-12-19T20:19:48.091630] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2025-12-19T20:19:48.091680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:48.091738] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:48.091767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:48.091823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:48.149222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:48.149902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:48.149979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:48.150011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:48.270276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:48.270413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:48.270452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:48.270481] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:48.273799] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: UP (p=87.75%)
[2025-12-19T20:19:48.274062] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2025-12-19T20:19:48.274180] [INFO ] [sig       ] CRSP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:48.414192] [INFO ] [LOCAL     ] Saved forecast: CRSP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CRSP.txt
[2025-12-19T20:19:48.414331] [INFO ] [sig       ] [819/3561] Completed CRSP in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-19T20:19:48.414372] [INFO ] [sig       ] [820/3561] Forecasting CRTO...
[2025-12-19T20:19:48.414401] [INFO ] [sig       ] Generating forecast for: CRTO
[2025-12-19T20:19:48.414432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2025-12-19T20:19:48.425377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2025-12-19T20:19:48.425717] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2025-12-19T20:19:48.426480] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2025-12-19T20:19:48.426542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:48.426598] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:48.426630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:48.426686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:48.485966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:48.487008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:48.487112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:48.487161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:48.619305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:48.619455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:48.619495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:48.619524] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:48.622934] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: DOWN (p=14.15%)
[2025-12-19T20:19:48.623218] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2025-12-19T20:19:48.623341] [INFO ] [sig       ] CRTO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:48.760772] [INFO ] [LOCAL     ] Saved forecast: CRTO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CRTO.txt
[2025-12-19T20:19:48.760889] [INFO ] [sig       ] [820/3561] Completed CRTO in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-19T20:19:48.760927] [INFO ] [sig       ] [821/3561] Forecasting CRUS...
[2025-12-19T20:19:48.760956] [INFO ] [sig       ] Generating forecast for: CRUS
[2025-12-19T20:19:48.760985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2025-12-19T20:19:48.772146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2025-12-19T20:19:48.772497] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2025-12-19T20:19:48.773325] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2025-12-19T20:19:48.773378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:48.773412] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:48.773440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:48.773499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:48.831824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:48.832612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:48.832693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:48.832725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:48.950886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:48.951029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:48.951066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:48.951095] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:48.954494] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: DOWN (p=19.83%)
[2025-12-19T20:19:48.954787] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2025-12-19T20:19:48.954915] [INFO ] [sig       ] CRUS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:49.090379] [INFO ] [LOCAL     ] Saved forecast: CRUS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CRUS.txt
[2025-12-19T20:19:49.090502] [INFO ] [sig       ] [821/3561] Completed CRUS in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-19T20:19:49.090540] [INFO ] [sig       ] [822/3561] Forecasting CRVL...
[2025-12-19T20:19:49.090588] [INFO ] [sig       ] Generating forecast for: CRVL
[2025-12-19T20:19:49.090621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2025-12-19T20:19:49.102028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2025-12-19T20:19:49.102376] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2025-12-19T20:19:49.103217] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2025-12-19T20:19:49.103275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:49.103308] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:49.103336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:49.103393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:49.161715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:49.162374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:49.162455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:49.162488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:49.281653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:49.281797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:49.281833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:49.281899] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:49.286445] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: DOWN (p=32.34%)
[2025-12-19T20:19:49.286759] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2025-12-19T20:19:49.286890] [INFO ] [sig       ] CRVL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:49.423472] [INFO ] [LOCAL     ] Saved forecast: CRVL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CRVL.txt
[2025-12-19T20:19:49.423636] [INFO ] [sig       ] [822/3561] Completed CRVL in 0.3s | 2.89 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-19T20:19:49.423680] [INFO ] [sig       ] [823/3561] Forecasting CRVO...
[2025-12-19T20:19:49.423709] [INFO ] [sig       ] Generating forecast for: CRVO
[2025-12-19T20:19:49.423739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2025-12-19T20:19:49.435693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2025-12-19T20:19:49.436050] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2025-12-19T20:19:49.436884] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2025-12-19T20:19:49.436937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:49.436970] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:49.436999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:49.437056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:49.495161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:49.495806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:49.495886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:49.495918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:49.618039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:49.618203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:49.618244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:49.618273] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:49.622008] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: DOWN (p=3.27%)
[2025-12-19T20:19:49.622325] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2025-12-19T20:19:49.622459] [INFO ] [sig       ] CRVO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:49.773856] [INFO ] [LOCAL     ] Saved forecast: CRVO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CRVO.txt
[2025-12-19T20:19:49.774018] [INFO ] [sig       ] [823/3561] Completed CRVO in 0.4s | 2.89 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-19T20:19:49.774066] [INFO ] [sig       ] [824/3561] Forecasting CRVS...
[2025-12-19T20:19:49.774095] [INFO ] [sig       ] Generating forecast for: CRVS
[2025-12-19T20:19:49.774124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2025-12-19T20:19:49.786232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2025-12-19T20:19:49.786654] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2025-12-19T20:19:49.787437] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2025-12-19T20:19:49.787491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:49.787524] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:49.787553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:49.787640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:49.849157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:49.850018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:49.850105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:49.850138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:49.978738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:49.978905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:49.978945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:49.978975] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:49.982391] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: UP (p=98.34%)
[2025-12-19T20:19:49.982700] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2025-12-19T20:19:49.982828] [INFO ] [sig       ] CRVS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:50.126322] [INFO ] [LOCAL     ] Saved forecast: CRVS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CRVS.txt
[2025-12-19T20:19:50.126456] [INFO ] [sig       ] [824/3561] Completed CRVS in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-19T20:19:50.126496] [INFO ] [sig       ] [825/3561] Forecasting CRWD...
[2025-12-19T20:19:50.126525] [INFO ] [sig       ] Generating forecast for: CRWD
[2025-12-19T20:19:50.126555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2025-12-19T20:19:50.137955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2025-12-19T20:19:50.138284] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2025-12-19T20:19:50.139087] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2025-12-19T20:19:50.139142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:50.139174] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:50.139200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:50.139255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:50.197852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:50.198594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:50.198682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:50.198716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:50.318483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:50.318684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:50.318727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:50.318755] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:50.322260] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: UP (p=77.98%)
[2025-12-19T20:19:50.322611] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2025-12-19T20:19:50.322739] [INFO ] [sig       ] CRWD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:50.463077] [INFO ] [LOCAL     ] Saved forecast: CRWD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CRWD.txt
[2025-12-19T20:19:50.463243] [INFO ] [sig       ] [825/3561] Completed CRWD in 0.3s | 2.89 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-19T20:19:50.463285] [INFO ] [sig       ] [826/3561] Forecasting CRWS...
[2025-12-19T20:19:50.463316] [INFO ] [sig       ] Generating forecast for: CRWS
[2025-12-19T20:19:50.463346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2025-12-19T20:19:50.474519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2025-12-19T20:19:50.474930] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2025-12-19T20:19:50.475744] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2025-12-19T20:19:50.475795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:50.475828] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:50.475855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:50.475911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:50.531887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:50.532750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:50.532838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:50.532870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:50.643471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:50.643651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:50.643692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:50.643721] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:50.647104] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: DOWN (p=46.06%)
[2025-12-19T20:19:50.647402] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2025-12-19T20:19:50.647531] [INFO ] [sig       ] CRWS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:50.787005] [INFO ] [LOCAL     ] Saved forecast: CRWS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CRWS.txt
[2025-12-19T20:19:50.787135] [INFO ] [sig       ] [826/3561] Completed CRWS in 0.3s | 2.89 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-19T20:19:50.787173] [INFO ] [sig       ] [827/3561] Forecasting CSAN...
[2025-12-19T20:19:50.787203] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-12-19T20:19:50.787232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-12-19T20:19:50.799035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2025-12-19T20:19:50.799350] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-12-19T20:19:50.800118] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-12-19T20:19:50.800169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:50.800201] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:50.800228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:50.800284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:50.857020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:50.857644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:50.857720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:50.857751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:50.977733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:50.977884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:50.977938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:50.977968] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:50.981279] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: UP (p=69.99%)
[2025-12-19T20:19:50.981541] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-12-19T20:19:50.981678] [INFO ] [sig       ] CSAN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:51.119750] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CSAN.txt
[2025-12-19T20:19:51.119871] [INFO ] [sig       ] [827/3561] Completed CSAN in 0.3s | 2.89 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-19T20:19:51.119909] [INFO ] [sig       ] [828/3561] Forecasting CSB...
[2025-12-19T20:19:51.119938] [INFO ] [sig       ] Generating forecast for: CSB
[2025-12-19T20:19:51.119967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2025-12-19T20:19:51.131055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2025-12-19T20:19:51.131367] [INFO ] [FORECASTER] Starting predict_future for CSB
[2025-12-19T20:19:51.132125] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2025-12-19T20:19:51.132175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:51.132207] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:51.132233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:51.132289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:51.189409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:51.190023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:51.190101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:51.190135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:51.304834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:51.304974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:51.305011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:51.305039] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:51.308484] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: UP (p=70.87%)
[2025-12-19T20:19:51.308777] [INFO ] [FORECASTER] Completed predict_future for CSB
[2025-12-19T20:19:51.308908] [INFO ] [sig       ] CSB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:51.449399] [INFO ] [LOCAL     ] Saved forecast: CSB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CSB.txt
[2025-12-19T20:19:51.449523] [INFO ] [sig       ] [828/3561] Completed CSB in 0.3s | 2.89 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-19T20:19:51.449561] [INFO ] [sig       ] [829/3561] Forecasting CSCO...
[2025-12-19T20:19:51.449608] [INFO ] [sig       ] Generating forecast for: CSCO
[2025-12-19T20:19:51.449639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2025-12-19T20:19:51.460677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2025-12-19T20:19:51.461028] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2025-12-19T20:19:51.461808] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2025-12-19T20:19:51.461860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:51.461891] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:51.461918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:51.461974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:51.522299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:51.523217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:51.523332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:51.523367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:51.646380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:51.646536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:51.646590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:51.646622] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:51.649987] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: UP (p=82.19%)
[2025-12-19T20:19:51.650264] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2025-12-19T20:19:51.650384] [INFO ] [sig       ] CSCO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:51.788326] [INFO ] [LOCAL     ] Saved forecast: CSCO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CSCO.txt
[2025-12-19T20:19:51.788447] [INFO ] [sig       ] [829/3561] Completed CSCO in 0.3s | 2.89 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-19T20:19:51.788486] [INFO ] [sig       ] [830/3561] Forecasting CSGP...
[2025-12-19T20:19:51.788515] [INFO ] [sig       ] Generating forecast for: CSGP
[2025-12-19T20:19:51.788545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2025-12-19T20:19:51.799433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2025-12-19T20:19:51.799770] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2025-12-19T20:19:51.800509] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2025-12-19T20:19:51.800559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:51.800608] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:51.800641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:51.800696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:51.856516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:51.857153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:51.857230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:51.857267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:51.978454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:51.978619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:51.978670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:51.978701] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:51.981986] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: UP (p=67.20%)
[2025-12-19T20:19:51.982250] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2025-12-19T20:19:51.982368] [INFO ] [sig       ] CSGP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:52.119883] [INFO ] [LOCAL     ] Saved forecast: CSGP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CSGP.txt
[2025-12-19T20:19:52.120005] [INFO ] [sig       ] [830/3561] Completed CSGP in 0.3s | 2.89 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-19T20:19:52.120043] [INFO ] [sig       ] [831/3561] Forecasting CSGS...
[2025-12-19T20:19:52.120073] [INFO ] [sig       ] Generating forecast for: CSGS
[2025-12-19T20:19:52.120103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2025-12-19T20:19:52.131424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2025-12-19T20:19:52.131767] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2025-12-19T20:19:52.132517] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2025-12-19T20:19:52.132567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:52.132629] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:52.132658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:52.132714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:52.191006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:52.191650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:52.191727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:52.191759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:52.315435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:52.315614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:52.315656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:52.315686] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:52.319330] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: DOWN (p=33.48%)
[2025-12-19T20:19:52.319624] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2025-12-19T20:19:52.319753] [INFO ] [sig       ] CSGS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:52.461204] [INFO ] [LOCAL     ] Saved forecast: CSGS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CSGS.txt
[2025-12-19T20:19:52.461492] [INFO ] [sig       ] [831/3561] Completed CSGS in 0.3s | 2.89 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-19T20:19:52.461532] [INFO ] [sig       ] [832/3561] Forecasting CSIQ...
[2025-12-19T20:19:52.461561] [INFO ] [sig       ] Generating forecast for: CSIQ
[2025-12-19T20:19:52.461609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2025-12-19T20:19:52.473219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2025-12-19T20:19:52.473592] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2025-12-19T20:19:52.474555] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2025-12-19T20:19:52.474627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:52.474662] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:52.474690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:52.474748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:52.532357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:52.533075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:52.533156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:52.533190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:52.663868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:52.664022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:52.664059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:52.664088] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:52.667367] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: DOWN (p=23.32%)
[2025-12-19T20:19:52.667650] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2025-12-19T20:19:52.667769] [INFO ] [sig       ] CSIQ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:52.807759] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CSIQ.txt
[2025-12-19T20:19:52.807910] [INFO ] [sig       ] [832/3561] Completed CSIQ in 0.3s | 2.89 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-19T20:19:52.807950] [INFO ] [sig       ] [833/3561] Forecasting CSPI...
[2025-12-19T20:19:52.807979] [INFO ] [sig       ] Generating forecast for: CSPI
[2025-12-19T20:19:52.808010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2025-12-19T20:19:52.823310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2025-12-19T20:19:52.823685] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2025-12-19T20:19:52.824431] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2025-12-19T20:19:52.824485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:52.824517] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:52.824544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:52.824625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:52.882435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:52.883192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:52.883274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:52.883305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:52.996267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:52.996430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:52.996469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:52.996497] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:52.999939] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: DOWN (p=48.64%)
[2025-12-19T20:19:53.000270] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2025-12-19T20:19:53.000566] [INFO ] [sig       ] CSPI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:53.142009] [INFO ] [LOCAL     ] Saved forecast: CSPI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CSPI.txt
[2025-12-19T20:19:53.142144] [INFO ] [sig       ] [833/3561] Completed CSPI in 0.3s | 2.89 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-19T20:19:53.142183] [INFO ] [sig       ] [834/3561] Forecasting CSQ...
[2025-12-19T20:19:53.142213] [INFO ] [sig       ] Generating forecast for: CSQ
[2025-12-19T20:19:53.142243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2025-12-19T20:19:53.154823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2025-12-19T20:19:53.155170] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2025-12-19T20:19:53.156097] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2025-12-19T20:19:53.156151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:53.156183] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:53.156209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:53.156265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:53.213554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:53.214215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:53.214291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:53.214323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:53.331233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:53.331381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:53.331419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:53.331448] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:53.334890] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: DOWN (p=19.14%)
[2025-12-19T20:19:53.335152] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2025-12-19T20:19:53.335268] [INFO ] [sig       ] CSQ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:53.476116] [INFO ] [LOCAL     ] Saved forecast: CSQ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CSQ.txt
[2025-12-19T20:19:53.476247] [INFO ] [sig       ] [834/3561] Completed CSQ in 0.3s | 2.89 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-19T20:19:53.476286] [INFO ] [sig       ] [835/3561] Forecasting CSTL...
[2025-12-19T20:19:53.476322] [INFO ] [sig       ] Generating forecast for: CSTL
[2025-12-19T20:19:53.476352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2025-12-19T20:19:53.488213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2025-12-19T20:19:53.488544] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2025-12-19T20:19:53.489342] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2025-12-19T20:19:53.489393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:53.489426] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:53.489453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:53.489512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:53.546949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:53.547555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:53.547647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:53.547679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:53.677055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:53.677214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:53.677251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:53.677279] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:53.680648] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: DOWN (p=12.81%)
[2025-12-19T20:19:53.680931] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2025-12-19T20:19:53.681057] [INFO ] [sig       ] CSTL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:53.821940] [INFO ] [LOCAL     ] Saved forecast: CSTL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CSTL.txt
[2025-12-19T20:19:53.822093] [INFO ] [sig       ] [835/3561] Completed CSTL in 0.3s | 2.89 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-19T20:19:53.822133] [INFO ] [sig       ] [836/3561] Forecasting CSTM...
[2025-12-19T20:19:53.822161] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-12-19T20:19:53.822191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-12-19T20:19:53.834945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2025-12-19T20:19:53.835365] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-12-19T20:19:53.836163] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-12-19T20:19:53.836215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:53.836297] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:53.836327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:53.836384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:53.892886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:53.893752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:53.893835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:53.893867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:54.020749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:54.020911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:54.020949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:54.020977] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:54.024289] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: DOWN (p=49.35%)
[2025-12-19T20:19:54.024589] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-12-19T20:19:54.024719] [INFO ] [sig       ] CSTM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:54.166593] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CSTM.txt
[2025-12-19T20:19:54.166763] [INFO ] [sig       ] [836/3561] Completed CSTM in 0.3s | 2.89 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-19T20:19:54.166805] [INFO ] [sig       ] [837/3561] Forecasting CSWC...
[2025-12-19T20:19:54.166834] [INFO ] [sig       ] Generating forecast for: CSWC
[2025-12-19T20:19:54.166864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2025-12-19T20:19:54.178362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2025-12-19T20:19:54.178772] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2025-12-19T20:19:54.179530] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2025-12-19T20:19:54.179599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:54.179633] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:54.179659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:54.179714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:54.236355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:54.237208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:54.237297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:54.237328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:54.362038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:54.362199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:54.362238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:54.362266] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:54.365950] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: DOWN (p=1.40%)
[2025-12-19T20:19:54.366227] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2025-12-19T20:19:54.366354] [INFO ] [sig       ] CSWC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:54.509696] [INFO ] [LOCAL     ] Saved forecast: CSWC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CSWC.txt
[2025-12-19T20:19:54.509860] [INFO ] [sig       ] [837/3561] Completed CSWC in 0.3s | 2.89 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-19T20:19:54.509902] [INFO ] [sig       ] [838/3561] Forecasting CSX...
[2025-12-19T20:19:54.509932] [INFO ] [sig       ] Generating forecast for: CSX
[2025-12-19T20:19:54.509961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2025-12-19T20:19:54.521806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2025-12-19T20:19:54.522179] [INFO ] [FORECASTER] Starting predict_future for CSX
[2025-12-19T20:19:54.522977] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2025-12-19T20:19:54.523028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:54.523060] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:54.523086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:54.523141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:54.579260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:54.580131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:54.580215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:54.580248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:54.701177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:54.701313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:54.701350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:54.701395] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:54.704670] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2025-12-19T20:19:54.704942] [INFO ] [FORECASTER] Completed predict_future for CSX
[2025-12-19T20:19:54.705059] [INFO ] [sig       ] CSX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:54.842075] [INFO ] [LOCAL     ] Saved forecast: CSX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CSX.txt
[2025-12-19T20:19:54.842187] [INFO ] [sig       ] [838/3561] Completed CSX in 0.3s | 2.89 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-19T20:19:54.842227] [INFO ] [sig       ] [839/3561] Forecasting CTAS...
[2025-12-19T20:19:54.842256] [INFO ] [sig       ] Generating forecast for: CTAS
[2025-12-19T20:19:54.842287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2025-12-19T20:19:54.855961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2025-12-19T20:19:54.856602] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2025-12-19T20:19:54.857648] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2025-12-19T20:19:54.857705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:54.857739] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:54.857767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:54.857826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:54.916690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:54.917611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:54.917698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:54.917732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:55.039533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:55.039728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:55.039770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:55.039839] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:55.044036] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2025-12-19T20:19:55.044408] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2025-12-19T20:19:55.044551] [INFO ] [sig       ] CTAS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:55.204121] [INFO ] [LOCAL     ] Saved forecast: CTAS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CTAS.txt
[2025-12-19T20:19:55.204289] [INFO ] [sig       ] [839/3561] Completed CTAS in 0.4s | 2.89 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-19T20:19:55.204331] [INFO ] [sig       ] [840/3561] Forecasting CTBB...
[2025-12-19T20:19:55.204363] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-12-19T20:19:55.204396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-12-19T20:19:55.215999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2025-12-19T20:19:55.216420] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-12-19T20:19:55.217268] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-12-19T20:19:55.217327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:55.217361] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:55.217389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:55.217446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:55.285661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:55.286533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:55.286640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:55.286694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:55.407303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:55.407678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:55.407719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:55.407748] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:55.411077] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=74.73%)
[2025-12-19T20:19:55.411350] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-12-19T20:19:55.411473] [INFO ] [sig       ] CTBB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:55.551641] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CTBB.txt
[2025-12-19T20:19:55.551778] [INFO ] [sig       ] [840/3561] Completed CTBB in 0.3s | 2.89 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-19T20:19:55.551817] [INFO ] [sig       ] [841/3561] Forecasting CTBI...
[2025-12-19T20:19:55.551846] [INFO ] [sig       ] Generating forecast for: CTBI
[2025-12-19T20:19:55.551876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2025-12-19T20:19:55.563212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2025-12-19T20:19:55.563568] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2025-12-19T20:19:55.564342] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2025-12-19T20:19:55.564393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:55.564424] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:55.564450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:55.564506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:55.619813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:55.620439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:55.620516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:55.620547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:55.742277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:55.742429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:55.742467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:55.742496] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:55.745812] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: DOWN (p=37.21%)
[2025-12-19T20:19:55.746074] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2025-12-19T20:19:55.746195] [INFO ] [sig       ] CTBI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:55.881759] [INFO ] [LOCAL     ] Saved forecast: CTBI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CTBI.txt
[2025-12-19T20:19:55.881871] [INFO ] [sig       ] [841/3561] Completed CTBI in 0.3s | 2.89 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-19T20:19:55.881909] [INFO ] [sig       ] [842/3561] Forecasting CTDD...
[2025-12-19T20:19:55.881938] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-12-19T20:19:55.881969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-12-19T20:19:55.893980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2025-12-19T20:19:55.894361] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-12-19T20:19:55.895209] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-12-19T20:19:55.895269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:55.895305] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:55.895343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:55.895402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:55.956131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:55.957066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:55.957165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:55.957202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:56.081298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:56.081455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:56.081495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:56.081525] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:56.085288] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=61.96%)
[2025-12-19T20:19:56.085888] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-12-19T20:19:56.086040] [INFO ] [sig       ] CTDD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:56.238987] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CTDD.txt
[2025-12-19T20:19:56.239148] [INFO ] [sig       ] [842/3561] Completed CTDD in 0.4s | 2.89 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-19T20:19:56.239192] [INFO ] [sig       ] [843/3561] Forecasting CTKB...
[2025-12-19T20:19:56.239224] [INFO ] [sig       ] Generating forecast for: CTKB
[2025-12-19T20:19:56.239256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2025-12-19T20:19:56.251561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2025-12-19T20:19:56.251975] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2025-12-19T20:19:56.252856] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2025-12-19T20:19:56.252910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:56.252945] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:56.252973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:56.253035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:56.316782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:56.317617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:56.317702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:56.317735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:56.444977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:56.445132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:56.445172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:56.445200] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:56.448497] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: DOWN (p=46.75%)
[2025-12-19T20:19:56.448791] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2025-12-19T20:19:56.448912] [INFO ] [sig       ] CTKB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:56.589430] [INFO ] [LOCAL     ] Saved forecast: CTKB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CTKB.txt
[2025-12-19T20:19:56.589567] [INFO ] [sig       ] [843/3561] Completed CTKB in 0.4s | 2.89 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-19T20:19:56.589625] [INFO ] [sig       ] [844/3561] Forecasting CTLP...
[2025-12-19T20:19:56.589654] [INFO ] [sig       ] Generating forecast for: CTLP
[2025-12-19T20:19:56.589683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2025-12-19T20:19:56.601404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2025-12-19T20:19:56.601768] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2025-12-19T20:19:56.602553] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2025-12-19T20:19:56.602630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:56.602663] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:56.602690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:56.602745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:56.661114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:56.661884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:56.661966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:56.661998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:56.782765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:56.782922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:56.782959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:56.782987] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:56.786896] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: DOWN (p=8.63%)
[2025-12-19T20:19:56.787164] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2025-12-19T20:19:56.787286] [INFO ] [sig       ] CTLP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:56.930447] [INFO ] [LOCAL     ] Saved forecast: CTLP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CTLP.txt
[2025-12-19T20:19:56.930610] [INFO ] [sig       ] [844/3561] Completed CTLP in 0.3s | 2.89 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-19T20:19:56.930653] [INFO ] [sig       ] [845/3561] Forecasting CTMX...
[2025-12-19T20:19:56.930682] [INFO ] [sig       ] Generating forecast for: CTMX
[2025-12-19T20:19:56.930712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2025-12-19T20:19:56.941899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2025-12-19T20:19:56.942288] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2025-12-19T20:19:56.943071] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2025-12-19T20:19:56.943122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:56.943152] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:56.943180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:56.943235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:56.998989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:56.999763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:56.999843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:56.999879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:57.118758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:57.118906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:57.118943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:57.118971] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:57.122249] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: UP (p=93.25%)
[2025-12-19T20:19:57.122514] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2025-12-19T20:19:57.122650] [INFO ] [sig       ] CTMX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:57.258800] [INFO ] [LOCAL     ] Saved forecast: CTMX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CTMX.txt
[2025-12-19T20:19:57.258937] [INFO ] [sig       ] [845/3561] Completed CTMX in 0.3s | 2.89 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-19T20:19:57.258976] [INFO ] [sig       ] [846/3561] Forecasting CTNM...
[2025-12-19T20:19:57.259006] [INFO ] [sig       ] Generating forecast for: CTNM
[2025-12-19T20:19:57.259041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2025-12-19T20:19:57.270841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2025-12-19T20:19:57.271180] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2025-12-19T20:19:57.271947] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2025-12-19T20:19:57.271998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:57.272030] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:57.272058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:57.272113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:57.329728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:57.330355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:57.330459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:57.330494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:57.449174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:57.449336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:57.449378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:57.449408] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:57.452810] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: UP (p=87.81%)
[2025-12-19T20:19:57.453081] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2025-12-19T20:19:57.453206] [INFO ] [sig       ] CTNM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:57.591818] [INFO ] [LOCAL     ] Saved forecast: CTNM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CTNM.txt
[2025-12-19T20:19:57.591960] [INFO ] [sig       ] [846/3561] Completed CTNM in 0.3s | 2.89 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-19T20:19:57.591998] [INFO ] [sig       ] [847/3561] Forecasting CTO...
[2025-12-19T20:19:57.592028] [INFO ] [sig       ] Generating forecast for: CTO
[2025-12-19T20:19:57.592059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-12-19T20:19:57.605000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2025-12-19T20:19:57.605337] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-12-19T20:19:57.606287] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-12-19T20:19:57.606337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:57.606369] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:57.606396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:57.606451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:57.665268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:57.665944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:57.666022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:57.666054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:57.790395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:57.790550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:57.790605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:57.790636] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:57.794282] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=93.23%)
[2025-12-19T20:19:57.794749] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-12-19T20:19:57.794869] [INFO ] [sig       ] CTO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:57.937709] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CTO.txt
[2025-12-19T20:19:57.937842] [INFO ] [sig       ] [847/3561] Completed CTO in 0.3s | 2.89 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-19T20:19:57.937882] [INFO ] [sig       ] [848/3561] Forecasting CTRA...
[2025-12-19T20:19:57.937911] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-12-19T20:19:57.937940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-12-19T20:19:57.949555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2025-12-19T20:19:57.949923] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-12-19T20:19:57.950860] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-12-19T20:19:57.950910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:57.950941] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:57.950968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:57.951023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:58.009717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:58.010395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:58.010472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:58.010503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:58.126391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:58.126542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:58.126602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:58.126632] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:58.129901] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=96.61%)
[2025-12-19T20:19:58.130165] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-12-19T20:19:58.130290] [INFO ] [sig       ] CTRA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:58.274248] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CTRA.txt
[2025-12-19T20:19:58.274382] [INFO ] [sig       ] [848/3561] Completed CTRA in 0.3s | 2.89 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-19T20:19:58.274422] [INFO ] [sig       ] [849/3561] Forecasting CTRE...
[2025-12-19T20:19:58.274452] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-12-19T20:19:58.274483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-12-19T20:19:58.287708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2025-12-19T20:19:58.288037] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-12-19T20:19:58.288875] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-12-19T20:19:58.288929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:58.288961] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:58.288988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:58.289044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:58.348278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:58.349026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:58.349117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:58.349150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:58.474797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:58.474950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:58.474992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:58.475022] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:58.478438] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=79.32%)
[2025-12-19T20:19:58.478760] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-12-19T20:19:58.478896] [INFO ] [sig       ] CTRE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:58.621897] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CTRE.txt
[2025-12-19T20:19:58.622052] [INFO ] [sig       ] [849/3561] Completed CTRE in 0.3s | 2.89 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-19T20:19:58.622093] [INFO ] [sig       ] [850/3561] Forecasting CTRM...
[2025-12-19T20:19:58.622124] [INFO ] [sig       ] Generating forecast for: CTRM
[2025-12-19T20:19:58.622155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2025-12-19T20:19:58.634616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2025-12-19T20:19:58.634974] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2025-12-19T20:19:58.635974] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2025-12-19T20:19:58.636032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:58.636076] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:58.636105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:58.636162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:58.696617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:58.697318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:58.697402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:58.697435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:58.817518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:58.817693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:58.817740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:58.817769] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:58.821362] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: DOWN (p=28.71%)
[2025-12-19T20:19:58.821827] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2025-12-19T20:19:58.821951] [INFO ] [sig       ] CTRM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:19:58.969117] [INFO ] [LOCAL     ] Saved forecast: CTRM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CTRM.txt
[2025-12-19T20:19:58.969259] [INFO ] [sig       ] [850/3561] Completed CTRM in 0.3s | 2.89 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-19T20:19:58.969299] [INFO ] [sig       ] [851/3561] Forecasting CTRN...
[2025-12-19T20:19:58.969330] [INFO ] [sig       ] Generating forecast for: CTRN
[2025-12-19T20:19:58.969362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2025-12-19T20:19:58.980704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2025-12-19T20:19:58.981037] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2025-12-19T20:19:58.981846] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2025-12-19T20:19:58.981901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:58.981936] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:58.981964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:58.982022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:59.038157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:59.038826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:59.038903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:59.038934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:59.161428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:59.161603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:59.161647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:59.161680] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:59.165052] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: UP (p=93.06%)
[2025-12-19T20:19:59.165336] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2025-12-19T20:19:59.165460] [INFO ] [sig       ] CTRN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:59.307286] [INFO ] [LOCAL     ] Saved forecast: CTRN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CTRN.txt
[2025-12-19T20:19:59.307412] [INFO ] [sig       ] [851/3561] Completed CTRN in 0.3s | 2.89 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-19T20:19:59.307452] [INFO ] [sig       ] [852/3561] Forecasting CTS...
[2025-12-19T20:19:59.307481] [INFO ] [sig       ] Generating forecast for: CTS
[2025-12-19T20:19:59.307510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-12-19T20:19:59.320774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2025-12-19T20:19:59.321130] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-12-19T20:19:59.321974] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-12-19T20:19:59.322028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:59.322062] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:59.322089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:59.322147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:59.381035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:59.381760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:59.381842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:59.381876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:59.502076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:59.502209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:59.502246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:59.502276] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:59.505773] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: UP (p=84.76%)
[2025-12-19T20:19:59.506036] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-12-19T20:19:59.506154] [INFO ] [sig       ] CTS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:59.645560] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CTS.txt
[2025-12-19T20:19:59.645710] [INFO ] [sig       ] [852/3561] Completed CTS in 0.3s | 2.89 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-19T20:19:59.645749] [INFO ] [sig       ] [853/3561] Forecasting CTSH...
[2025-12-19T20:19:59.645778] [INFO ] [sig       ] Generating forecast for: CTSH
[2025-12-19T20:19:59.645806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2025-12-19T20:19:59.656719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2025-12-19T20:19:59.657066] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2025-12-19T20:19:59.657943] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2025-12-19T20:19:59.657998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:19:59.658057] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:19:59.658087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:19:59.658172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:19:59.717396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:19:59.718241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:19:59.718322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:19:59.718354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:19:59.840232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:19:59.840382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:19:59.840419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:19:59.840447] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:19:59.844118] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: UP (p=90.01%)
[2025-12-19T20:19:59.844391] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2025-12-19T20:19:59.844510] [INFO ] [sig       ] CTSH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:19:59.988101] [INFO ] [LOCAL     ] Saved forecast: CTSH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CTSH.txt
[2025-12-19T20:19:59.988240] [INFO ] [sig       ] [853/3561] Completed CTSH in 0.3s | 2.89 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-19T20:19:59.988280] [INFO ] [sig       ] [854/3561] Forecasting CTVA...
[2025-12-19T20:19:59.988311] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-12-19T20:19:59.988343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-12-19T20:20:00.000136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2025-12-19T20:20:00.000489] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-12-19T20:20:00.001258] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-12-19T20:20:00.001310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:00.001342] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:00.001368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:00.001423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:00.062060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:00.062857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:00.062942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:00.062973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:00.191889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:00.192050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:00.192090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:00.192118] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:00.195926] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: UP (p=76.44%)
[2025-12-19T20:20:00.196207] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-12-19T20:20:00.196331] [INFO ] [sig       ] CTVA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:00.341878] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CTVA.txt
[2025-12-19T20:20:00.342027] [INFO ] [sig       ] [854/3561] Completed CTVA in 0.4s | 2.89 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-19T20:20:00.342066] [INFO ] [sig       ] [855/3561] Forecasting CUBE...
[2025-12-19T20:20:00.342097] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-12-19T20:20:00.342127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-12-19T20:20:00.354589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2025-12-19T20:20:00.354963] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-12-19T20:20:00.355818] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-12-19T20:20:00.355883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:00.355918] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:00.355947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:00.356006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:00.417975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:00.418732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:00.418814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:00.418848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:00.547895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:00.548046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:00.548084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:00.548111] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:00.551965] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: DOWN (p=43.18%)
[2025-12-19T20:20:00.552239] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-12-19T20:20:00.552388] [INFO ] [sig       ] CUBE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:00.694863] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CUBE.txt
[2025-12-19T20:20:00.695006] [INFO ] [sig       ] [855/3561] Completed CUBE in 0.4s | 2.89 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-19T20:20:00.695046] [INFO ] [sig       ] [856/3561] Forecasting CUBI...
[2025-12-19T20:20:00.695075] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-12-19T20:20:00.695106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-12-19T20:20:00.706214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2025-12-19T20:20:00.706554] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-12-19T20:20:00.707325] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-12-19T20:20:00.707376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:00.707408] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:00.707436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:00.707491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:00.766791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:00.767482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:00.767561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:00.767614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:00.896447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:00.896806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:00.896846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:00.896905] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:00.900528] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: UP (p=74.83%)
[2025-12-19T20:20:00.901010] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-12-19T20:20:00.901131] [INFO ] [sig       ] CUBI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:01.057301] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CUBI.txt
[2025-12-19T20:20:01.057461] [INFO ] [sig       ] [856/3561] Completed CUBI in 0.4s | 2.89 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-19T20:20:01.057506] [INFO ] [sig       ] [857/3561] Forecasting CUK...
[2025-12-19T20:20:01.057753] [INFO ] [sig       ] Generating forecast for: CUK
[2025-12-19T20:20:01.057785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-12-19T20:20:01.070531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2025-12-19T20:20:01.071038] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-12-19T20:20:01.071828] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-12-19T20:20:01.071879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:01.071912] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:01.071939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:01.071995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:01.128981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:01.129801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:01.129884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:01.129918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:01.258044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:01.258198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:01.258236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:01.258266] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:01.261751] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=5.52%)
[2025-12-19T20:20:01.262028] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-12-19T20:20:01.262156] [INFO ] [sig       ] CUK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:01.402709] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CUK.txt
[2025-12-19T20:20:01.402856] [INFO ] [sig       ] [857/3561] Completed CUK in 0.3s | 2.89 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-19T20:20:01.402894] [INFO ] [sig       ] [858/3561] Forecasting CULP...
[2025-12-19T20:20:01.402925] [INFO ] [sig       ] Generating forecast for: CULP
[2025-12-19T20:20:01.402955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-12-19T20:20:01.415090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2025-12-19T20:20:01.415481] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-12-19T20:20:01.416268] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-12-19T20:20:01.416319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:01.416350] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:01.416378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:01.416435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:01.472638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:01.473488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:01.473595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:01.473632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:01.579045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:01.579202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:01.579241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:01.579271] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:01.582764] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: DOWN (p=35.63%)
[2025-12-19T20:20:01.583054] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-12-19T20:20:01.583181] [INFO ] [sig       ] CULP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:01.719528] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CULP.txt
[2025-12-19T20:20:01.719712] [INFO ] [sig       ] [858/3561] Completed CULP in 0.3s | 2.89 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-19T20:20:01.719753] [INFO ] [sig       ] [859/3561] Forecasting CURI...
[2025-12-19T20:20:01.719783] [INFO ] [sig       ] Generating forecast for: CURI
[2025-12-19T20:20:01.719815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-12-19T20:20:01.731237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2025-12-19T20:20:01.731621] [INFO ] [FORECASTER] Starting predict_future for CURI
[2025-12-19T20:20:01.732431] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2025-12-19T20:20:01.732483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:01.732514] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:01.732540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:01.732617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:01.790053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:01.790946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:01.791028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:01.791060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:01.915352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:01.915506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:01.915546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:01.915592] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:01.918997] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: UP (p=83.81%)
[2025-12-19T20:20:01.919276] [INFO ] [FORECASTER] Completed predict_future for CURI
[2025-12-19T20:20:01.919402] [INFO ] [sig       ] CURI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:02.054978] [INFO ] [LOCAL     ] Saved forecast: CURI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CURI.txt
[2025-12-19T20:20:02.055181] [INFO ] [sig       ] [859/3561] Completed CURI in 0.3s | 2.89 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-19T20:20:02.055238] [INFO ] [sig       ] [860/3561] Forecasting CUZ...
[2025-12-19T20:20:02.055277] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-12-19T20:20:02.055315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-12-19T20:20:02.066854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2025-12-19T20:20:02.067231] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-12-19T20:20:02.068034] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-12-19T20:20:02.068086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:02.068119] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:02.068146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:02.068202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:02.123029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:02.123834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:02.123918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:02.123950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:02.246516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:02.246701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:02.246745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:02.246775] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:02.250260] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=69.15%)
[2025-12-19T20:20:02.250621] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-12-19T20:20:02.250769] [INFO ] [sig       ] CUZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:02.396464] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CUZ.txt
[2025-12-19T20:20:02.396633] [INFO ] [sig       ] [860/3561] Completed CUZ in 0.3s | 2.89 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-19T20:20:02.396677] [INFO ] [sig       ] [861/3561] Forecasting CVAC...
[2025-12-19T20:20:02.396706] [INFO ] [sig       ] Generating forecast for: CVAC
[2025-12-19T20:20:02.396737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'.
[2025-12-19T20:20:02.409501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVAC'.
[2025-12-19T20:20:02.409953] [INFO ] [FORECASTER] Starting predict_future for CVAC
[2025-12-19T20:20:02.410793] [DEBUG] [LOCAL     ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt
[2025-12-19T20:20:02.410847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:02.410879] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:02.410906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:02.410979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:02.470420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:02.471322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:02.471407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:02.471441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:02.596885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:02.597051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:02.597089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:02.597117] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:02.600527] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: UP (p=50.84%)
[2025-12-19T20:20:02.600841] [INFO ] [FORECASTER] Completed predict_future for CVAC
[2025-12-19T20:20:02.600975] [INFO ] [sig       ] CVAC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:02.739124] [INFO ] [LOCAL     ] Saved forecast: CVAC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CVAC.txt
[2025-12-19T20:20:02.739303] [INFO ] [sig       ] [861/3561] Completed CVAC in 0.3s | 2.89 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-19T20:20:02.739361] [INFO ] [sig       ] [862/3561] Forecasting CVBF...
[2025-12-19T20:20:02.739400] [INFO ] [sig       ] Generating forecast for: CVBF
[2025-12-19T20:20:02.739432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2025-12-19T20:20:02.752288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2025-12-19T20:20:02.752736] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2025-12-19T20:20:02.753596] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2025-12-19T20:20:02.753651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:02.753685] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:02.753713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:02.753769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:02.810701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:02.811652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:02.811744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:02.811778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:02.929408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:02.929564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:02.929637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:02.929666] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:02.932966] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: UP (p=76.95%)
[2025-12-19T20:20:02.933247] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2025-12-19T20:20:02.933368] [INFO ] [sig       ] CVBF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:03.069055] [INFO ] [LOCAL     ] Saved forecast: CVBF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CVBF.txt
[2025-12-19T20:20:03.069186] [INFO ] [sig       ] [862/3561] Completed CVBF in 0.3s | 2.89 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-19T20:20:03.069226] [INFO ] [sig       ] [863/3561] Forecasting CVCO...
[2025-12-19T20:20:03.069256] [INFO ] [sig       ] Generating forecast for: CVCO
[2025-12-19T20:20:03.069287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2025-12-19T20:20:03.145391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2025-12-19T20:20:03.145771] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2025-12-19T20:20:03.146526] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2025-12-19T20:20:03.146602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:03.146637] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:03.146666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:03.146723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:03.207434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:03.208280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:03.208397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:03.208434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:03.331976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:03.332134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:03.332177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:03.332207] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:03.335562] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: DOWN (p=44.21%)
[2025-12-19T20:20:03.335863] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2025-12-19T20:20:03.335988] [INFO ] [sig       ] CVCO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:03.473308] [INFO ] [LOCAL     ] Saved forecast: CVCO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CVCO.txt
[2025-12-19T20:20:03.473477] [INFO ] [sig       ] [863/3561] Completed CVCO in 0.4s | 2.89 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-19T20:20:03.473520] [INFO ] [sig       ] [864/3561] Forecasting CVE...
[2025-12-19T20:20:03.473551] [INFO ] [sig       ] Generating forecast for: CVE
[2025-12-19T20:20:03.473606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-12-19T20:20:03.487007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2025-12-19T20:20:03.487418] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-12-19T20:20:03.488226] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-12-19T20:20:03.488277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:03.488310] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:03.488336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:03.488391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:03.544306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:03.545193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:03.545279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:03.545314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:03.672986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:03.673147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:03.673188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:03.673217] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:03.676893] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=96.78%)
[2025-12-19T20:20:03.677180] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-12-19T20:20:03.677306] [INFO ] [sig       ] CVE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:03.819819] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CVE.txt
[2025-12-19T20:20:03.819973] [INFO ] [sig       ] [864/3561] Completed CVE in 0.3s | 2.89 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-19T20:20:03.820014] [INFO ] [sig       ] [865/3561] Forecasting CVEO...
[2025-12-19T20:20:03.820044] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-12-19T20:20:03.820074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-12-19T20:20:03.831757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2025-12-19T20:20:03.832098] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-12-19T20:20:03.832885] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-12-19T20:20:03.832937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:03.832969] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:03.832996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:03.833051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:03.892300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:03.892997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:03.893078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:03.893112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:04.019405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:04.019564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:04.019622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:04.019652] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:04.023200] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: UP (p=86.78%)
[2025-12-19T20:20:04.023471] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-12-19T20:20:04.023819] [INFO ] [sig       ] CVEO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:04.170325] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CVEO.txt
[2025-12-19T20:20:04.170469] [INFO ] [sig       ] [865/3561] Completed CVEO in 0.4s | 2.89 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-19T20:20:04.170507] [INFO ] [sig       ] [866/3561] Forecasting CVGI...
[2025-12-19T20:20:04.170536] [INFO ] [sig       ] Generating forecast for: CVGI
[2025-12-19T20:20:04.170564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2025-12-19T20:20:04.183869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2025-12-19T20:20:04.184293] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2025-12-19T20:20:04.185211] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2025-12-19T20:20:04.185267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:04.185322] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:04.185379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:04.185455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:04.246948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:04.247888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:04.247976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:04.248011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:04.371295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:04.371455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:04.371497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:04.371527] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:04.375502] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: UP (p=84.00%)
[2025-12-19T20:20:04.375982] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2025-12-19T20:20:04.376105] [INFO ] [sig       ] CVGI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:04.531937] [INFO ] [LOCAL     ] Saved forecast: CVGI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CVGI.txt
[2025-12-19T20:20:04.532092] [INFO ] [sig       ] [866/3561] Completed CVGI in 0.4s | 2.89 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-19T20:20:04.532132] [INFO ] [sig       ] [867/3561] Forecasting CVI...
[2025-12-19T20:20:04.532163] [INFO ] [sig       ] Generating forecast for: CVI
[2025-12-19T20:20:04.532193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-12-19T20:20:04.544159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2025-12-19T20:20:04.544490] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-12-19T20:20:04.545270] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-12-19T20:20:04.545321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:04.545354] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:04.545380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:04.545440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:04.605238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:04.605853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:04.605936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:04.605970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:04.726623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:04.726737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:04.726772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:04.726800] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:04.729977] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: DOWN (p=18.64%)
[2025-12-19T20:20:04.730242] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-12-19T20:20:04.730359] [INFO ] [sig       ] CVI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:04.866031] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CVI.txt
[2025-12-19T20:20:04.866133] [INFO ] [sig       ] [867/3561] Completed CVI in 0.3s | 2.89 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-19T20:20:04.866170] [INFO ] [sig       ] [868/3561] Forecasting CVKD...
[2025-12-19T20:20:04.866199] [INFO ] [sig       ] Generating forecast for: CVKD
[2025-12-19T20:20:04.866230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2025-12-19T20:20:04.877542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2025-12-19T20:20:04.877874] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2025-12-19T20:20:04.878632] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2025-12-19T20:20:04.878708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:04.878740] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:04.878767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:04.878822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:04.933902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:04.934470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:04.934546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:04.934593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:05.053889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:05.054019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:05.054056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:05.054082] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:05.057283] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: DOWN (p=8.07%)
[2025-12-19T20:20:05.057555] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2025-12-19T20:20:05.057693] [INFO ] [sig       ] CVKD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:05.199264] [INFO ] [LOCAL     ] Saved forecast: CVKD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CVKD.txt
[2025-12-19T20:20:05.199378] [INFO ] [sig       ] [868/3561] Completed CVKD in 0.3s | 2.89 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-19T20:20:05.199415] [INFO ] [sig       ] [869/3561] Forecasting CVNA...
[2025-12-19T20:20:05.199443] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-12-19T20:20:05.199475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-12-19T20:20:05.211436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2025-12-19T20:20:05.211979] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-12-19T20:20:05.212749] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-12-19T20:20:05.212799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:05.212831] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:05.212857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:05.212912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:05.269408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:05.270008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:05.270085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:05.270116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:05.393975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:05.394123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:05.394160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:05.394188] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:05.397495] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=41.63%)
[2025-12-19T20:20:05.397787] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-12-19T20:20:05.397907] [INFO ] [sig       ] CVNA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:05.533338] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CVNA.txt
[2025-12-19T20:20:05.533459] [INFO ] [sig       ] [869/3561] Completed CVNA in 0.3s | 2.89 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-19T20:20:05.533497] [INFO ] [sig       ] [870/3561] Forecasting CVRX...
[2025-12-19T20:20:05.533534] [INFO ] [sig       ] Generating forecast for: CVRX
[2025-12-19T20:20:05.533567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2025-12-19T20:20:05.547077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2025-12-19T20:20:05.547508] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2025-12-19T20:20:05.548399] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2025-12-19T20:20:05.548453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:05.548519] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:05.548550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:05.548626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:05.614314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:05.615452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:05.615565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:05.615643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:05.786329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:05.786540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:05.786630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:05.786684] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:05.792183] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: DOWN (p=11.86%)
[2025-12-19T20:20:05.792755] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2025-12-19T20:20:05.792968] [INFO ] [sig       ] CVRX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:06.005105] [INFO ] [LOCAL     ] Saved forecast: CVRX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CVRX.txt
[2025-12-19T20:20:06.005283] [INFO ] [sig       ] [870/3561] Completed CVRX in 0.5s | 2.89 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-19T20:20:06.005329] [INFO ] [sig       ] [871/3561] Forecasting CVS...
[2025-12-19T20:20:06.005359] [INFO ] [sig       ] Generating forecast for: CVS
[2025-12-19T20:20:06.005389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-12-19T20:20:06.377344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2025-12-19T20:20:06.377904] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-12-19T20:20:06.379017] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-12-19T20:20:06.379079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:06.379113] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:06.379142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:06.379202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:06.455191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:06.456343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:06.456496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:06.456556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:06.630540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:06.630758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:06.630815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:06.630857] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:06.636306] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: UP (p=74.87%)
[2025-12-19T20:20:06.636876] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-12-19T20:20:06.637089] [INFO ] [sig       ] CVS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:06.826392] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CVS.txt
[2025-12-19T20:20:06.826562] [INFO ] [sig       ] [871/3561] Completed CVS in 0.8s | 2.88 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-19T20:20:06.826622] [INFO ] [sig       ] [872/3561] Forecasting CVX...
[2025-12-19T20:20:06.826654] [INFO ] [sig       ] Generating forecast for: CVX
[2025-12-19T20:20:06.826683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-12-19T20:20:06.838804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2025-12-19T20:20:06.839232] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-12-19T20:20:06.840091] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-12-19T20:20:06.840144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:06.840177] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:06.840204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:06.840259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:06.897051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:06.897983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:06.898071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:06.898104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:07.022537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:07.022707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:07.022747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:07.022776] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:07.026177] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: DOWN (p=12.47%)
[2025-12-19T20:20:07.026450] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-12-19T20:20:07.026589] [INFO ] [sig       ] CVX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:07.162218] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CVX.txt
[2025-12-19T20:20:07.162344] [INFO ] [sig       ] [872/3561] Completed CVX in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-19T20:20:07.162383] [INFO ] [sig       ] [873/3561] Forecasting CWAN...
[2025-12-19T20:20:07.162412] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-12-19T20:20:07.162443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-12-19T20:20:07.173785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2025-12-19T20:20:07.174125] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-12-19T20:20:07.174941] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-12-19T20:20:07.174994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:07.175026] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:07.175052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:07.175108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:07.232471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:07.233100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:07.233179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:07.233210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:07.351317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:07.351480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:07.351518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:07.351810] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:07.355342] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=69.30%)
[2025-12-19T20:20:07.355632] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-12-19T20:20:07.355943] [INFO ] [sig       ] CWAN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:07.500677] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CWAN.txt
[2025-12-19T20:20:07.500808] [INFO ] [sig       ] [873/3561] Completed CWAN in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-19T20:20:07.500845] [INFO ] [sig       ] [874/3561] Forecasting CWBC...
[2025-12-19T20:20:07.500875] [INFO ] [sig       ] Generating forecast for: CWBC
[2025-12-19T20:20:07.500905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2025-12-19T20:20:07.514990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2025-12-19T20:20:07.515349] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2025-12-19T20:20:07.516134] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2025-12-19T20:20:07.516186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:07.516218] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:07.516244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:07.516300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:07.574888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:07.575595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:07.575674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:07.575705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:07.700948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:07.701116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:07.701155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:07.701183] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:07.705029] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: UP (p=94.01%)
[2025-12-19T20:20:07.705292] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2025-12-19T20:20:07.705413] [INFO ] [sig       ] CWBC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:07.846455] [INFO ] [LOCAL     ] Saved forecast: CWBC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CWBC.txt
[2025-12-19T20:20:07.846604] [INFO ] [sig       ] [874/3561] Completed CWBC in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-19T20:20:07.846645] [INFO ] [sig       ] [875/3561] Forecasting CWCO...
[2025-12-19T20:20:07.846675] [INFO ] [sig       ] Generating forecast for: CWCO
[2025-12-19T20:20:07.846704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2025-12-19T20:20:07.858835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2025-12-19T20:20:07.859140] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2025-12-19T20:20:07.859900] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2025-12-19T20:20:07.859951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:07.859981] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:07.860008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:07.860064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:07.915839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:07.916430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:07.916506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:07.916550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:08.032771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:08.032916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:08.032953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:08.032982] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:08.036218] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: DOWN (p=35.92%)
[2025-12-19T20:20:08.036479] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2025-12-19T20:20:08.036615] [INFO ] [sig       ] CWCO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:08.173300] [INFO ] [LOCAL     ] Saved forecast: CWCO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CWCO.txt
[2025-12-19T20:20:08.173404] [INFO ] [sig       ] [875/3561] Completed CWCO in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-19T20:20:08.173441] [INFO ] [sig       ] [876/3561] Forecasting CWD...
[2025-12-19T20:20:08.173470] [INFO ] [sig       ] Generating forecast for: CWD
[2025-12-19T20:20:08.173503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2025-12-19T20:20:08.184278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2025-12-19T20:20:08.184628] [INFO ] [FORECASTER] Starting predict_future for CWD
[2025-12-19T20:20:08.185359] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2025-12-19T20:20:08.185409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:08.185440] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:08.185466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:08.185522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:08.240255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:08.240844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:08.240920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:08.240951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:08.346553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:08.346704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:08.346741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:08.346769] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:08.350150] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: UP (p=96.71%)
[2025-12-19T20:20:08.350409] [INFO ] [FORECASTER] Completed predict_future for CWD
[2025-12-19T20:20:08.350530] [INFO ] [sig       ] CWD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:08.487949] [INFO ] [LOCAL     ] Saved forecast: CWD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CWD.txt
[2025-12-19T20:20:08.488060] [INFO ] [sig       ] [876/3561] Completed CWD in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-19T20:20:08.488097] [INFO ] [sig       ] [877/3561] Forecasting CWEN...
[2025-12-19T20:20:08.488126] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-12-19T20:20:08.488154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-12-19T20:20:08.500548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2025-12-19T20:20:08.500894] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-12-19T20:20:08.501656] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-12-19T20:20:08.501707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:08.501927] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:08.501966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:08.502023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:08.559025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:08.559631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:08.559707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:08.559739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:08.680124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:08.680252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:08.680288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:08.680316] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:08.683521] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: UP (p=54.40%)
[2025-12-19T20:20:08.683799] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-12-19T20:20:08.683917] [INFO ] [sig       ] CWEN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:08.823394] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CWEN.txt
[2025-12-19T20:20:08.823531] [INFO ] [sig       ] [877/3561] Completed CWEN in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-19T20:20:08.823589] [INFO ] [sig       ] [878/3561] Forecasting CWH...
[2025-12-19T20:20:08.823621] [INFO ] [sig       ] Generating forecast for: CWH
[2025-12-19T20:20:08.823650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-12-19T20:20:08.836252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2025-12-19T20:20:08.836623] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-12-19T20:20:08.837373] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-12-19T20:20:08.837424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:08.837455] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:08.837481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:08.837536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:08.895226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:08.896158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:08.896241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:08.896273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:09.021157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:09.021314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:09.021352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:09.021381] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:09.024711] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: UP (p=78.88%)
[2025-12-19T20:20:09.024977] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-12-19T20:20:09.025094] [INFO ] [sig       ] CWH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:09.167286] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CWH.txt
[2025-12-19T20:20:09.167430] [INFO ] [sig       ] [878/3561] Completed CWH in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-19T20:20:09.167469] [INFO ] [sig       ] [879/3561] Forecasting CWK...
[2025-12-19T20:20:09.167499] [INFO ] [sig       ] Generating forecast for: CWK
[2025-12-19T20:20:09.167529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-12-19T20:20:09.181566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2025-12-19T20:20:09.181991] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-12-19T20:20:09.182851] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-12-19T20:20:09.182904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:09.182935] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:09.182960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:09.183016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:09.243342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:09.244238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:09.244328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:09.244360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:09.369475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:09.369657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:09.369890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:09.369919] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:09.373301] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=27.95%)
[2025-12-19T20:20:09.373590] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-12-19T20:20:09.373905] [INFO ] [sig       ] CWK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:09.529424] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CWK.txt
[2025-12-19T20:20:09.529599] [INFO ] [sig       ] [879/3561] Completed CWK in 0.4s | 2.88 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-19T20:20:09.529642] [INFO ] [sig       ] [880/3561] Forecasting CXDO...
[2025-12-19T20:20:09.529671] [INFO ] [sig       ] Generating forecast for: CXDO
[2025-12-19T20:20:09.529701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2025-12-19T20:20:09.541867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2025-12-19T20:20:09.542271] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2025-12-19T20:20:09.543094] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2025-12-19T20:20:09.543149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:09.543183] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:09.543214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:09.543273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:09.601419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:09.602274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:09.602394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:09.602428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:09.714967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:09.715125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:09.715163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:09.715192] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:09.718500] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: DOWN (p=1.23%)
[2025-12-19T20:20:09.718848] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2025-12-19T20:20:09.718970] [INFO ] [sig       ] CXDO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:09.858368] [INFO ] [LOCAL     ] Saved forecast: CXDO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CXDO.txt
[2025-12-19T20:20:09.858502] [INFO ] [sig       ] [880/3561] Completed CXDO in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-19T20:20:09.858545] [INFO ] [sig       ] [881/3561] Forecasting CXE...
[2025-12-19T20:20:09.858594] [INFO ] [sig       ] Generating forecast for: CXE
[2025-12-19T20:20:09.858633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-12-19T20:20:09.869495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2025-12-19T20:20:09.870033] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-12-19T20:20:09.870987] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-12-19T20:20:09.871038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:09.871071] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:09.871098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:09.871154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:09.928684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:09.929346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:09.929447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:09.929482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:10.045415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:10.045589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:10.045632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:10.045662] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:10.049100] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=10.50%)
[2025-12-19T20:20:10.049384] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-12-19T20:20:10.049511] [INFO ] [sig       ] CXE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:10.186391] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CXE.txt
[2025-12-19T20:20:10.186515] [INFO ] [sig       ] [881/3561] Completed CXE in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-19T20:20:10.186554] [INFO ] [sig       ] [882/3561] Forecasting CXSE...
[2025-12-19T20:20:10.186610] [INFO ] [sig       ] Generating forecast for: CXSE
[2025-12-19T20:20:10.186642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2025-12-19T20:20:10.197636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2025-12-19T20:20:10.197950] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2025-12-19T20:20:10.198745] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2025-12-19T20:20:10.198795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:10.198826] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:10.198852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:10.198912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:10.256839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:10.257512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:10.257612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:10.257646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:10.369389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:10.369533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:10.369591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:10.369622] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:10.372879] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: DOWN (p=1.42%)
[2025-12-19T20:20:10.373151] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2025-12-19T20:20:10.373269] [INFO ] [sig       ] CXSE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:10.511677] [INFO ] [LOCAL     ] Saved forecast: CXSE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CXSE.txt
[2025-12-19T20:20:10.511819] [INFO ] [sig       ] [882/3561] Completed CXSE in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-19T20:20:10.511859] [INFO ] [sig       ] [883/3561] Forecasting CYD...
[2025-12-19T20:20:10.511889] [INFO ] [sig       ] Generating forecast for: CYD
[2025-12-19T20:20:10.511919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-12-19T20:20:10.523523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2025-12-19T20:20:10.523901] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-12-19T20:20:10.524665] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-12-19T20:20:10.524716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:10.524748] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:10.524775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:10.524830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:10.580517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:10.581138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:10.581215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:10.581247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:10.701887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:10.702031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:10.702070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:10.702099] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:10.705493] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=7.78%)
[2025-12-19T20:20:10.705969] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-12-19T20:20:10.706097] [INFO ] [sig       ] CYD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:10.847359] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CYD.txt
[2025-12-19T20:20:10.847503] [INFO ] [sig       ] [883/3561] Completed CYD in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-19T20:20:10.847544] [INFO ] [sig       ] [884/3561] Forecasting CYH...
[2025-12-19T20:20:10.847593] [INFO ] [sig       ] Generating forecast for: CYH
[2025-12-19T20:20:10.847628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-12-19T20:20:10.860434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2025-12-19T20:20:10.860925] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-12-19T20:20:10.861842] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-12-19T20:20:10.861897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:10.861931] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:10.861958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:10.862015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:10.920114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:10.921066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:10.921157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:10.921192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:11.050348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:11.050522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:11.050562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:11.050612] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:11.054012] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: UP (p=60.51%)
[2025-12-19T20:20:11.054313] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-12-19T20:20:11.054439] [INFO ] [sig       ] CYH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:11.193415] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CYH.txt
[2025-12-19T20:20:11.193563] [INFO ] [sig       ] [884/3561] Completed CYH in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-19T20:20:11.193621] [INFO ] [sig       ] [885/3561] Forecasting CYN...
[2025-12-19T20:20:11.193652] [INFO ] [sig       ] Generating forecast for: CYN
[2025-12-19T20:20:11.193683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2025-12-19T20:20:11.205383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2025-12-19T20:20:11.205784] [INFO ] [FORECASTER] Starting predict_future for CYN
[2025-12-19T20:20:11.206562] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2025-12-19T20:20:11.206634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:11.206668] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:11.206696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:11.206753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:11.265370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:11.266213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:11.266297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:11.266330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:11.387443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:11.387614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:11.387655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:11.387683] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:11.391017] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: DOWN (p=35.41%)
[2025-12-19T20:20:11.391287] [INFO ] [FORECASTER] Completed predict_future for CYN
[2025-12-19T20:20:11.391410] [INFO ] [sig       ] CYN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:11.528696] [INFO ] [LOCAL     ] Saved forecast: CYN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CYN.txt
[2025-12-19T20:20:11.528854] [INFO ] [sig       ] [885/3561] Completed CYN in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-19T20:20:11.528893] [INFO ] [sig       ] [886/3561] Forecasting CYRX...
[2025-12-19T20:20:11.528924] [INFO ] [sig       ] Generating forecast for: CYRX
[2025-12-19T20:20:11.528954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2025-12-19T20:20:11.540414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2025-12-19T20:20:11.540860] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2025-12-19T20:20:11.541712] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2025-12-19T20:20:11.541763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:11.541796] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:11.541822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:11.541876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:11.600004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:11.600944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:11.601044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:11.601078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:11.728442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:11.728635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:11.728709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:11.728742] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:11.732186] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: DOWN (p=37.12%)
[2025-12-19T20:20:11.732458] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2025-12-19T20:20:11.732616] [INFO ] [sig       ] CYRX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:11.877479] [INFO ] [LOCAL     ] Saved forecast: CYRX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CYRX.txt
[2025-12-19T20:20:11.877680] [INFO ] [sig       ] [886/3561] Completed CYRX in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-19T20:20:11.877732] [INFO ] [sig       ] [887/3561] Forecasting CYTK...
[2025-12-19T20:20:11.877764] [INFO ] [sig       ] Generating forecast for: CYTK
[2025-12-19T20:20:11.877794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2025-12-19T20:20:11.890715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2025-12-19T20:20:11.891103] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2025-12-19T20:20:11.891933] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2025-12-19T20:20:11.891993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:11.892051] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:11.892081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:11.892138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:11.950917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:11.951814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:11.951902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:11.951935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:12.077254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:12.077412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:12.077453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:12.077482] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:12.081260] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: DOWN (p=9.74%)
[2025-12-19T20:20:12.081533] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2025-12-19T20:20:12.081679] [INFO ] [sig       ] CYTK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:12.221721] [INFO ] [LOCAL     ] Saved forecast: CYTK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/CYTK.txt
[2025-12-19T20:20:12.221857] [INFO ] [sig       ] [887/3561] Completed CYTK in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-19T20:20:12.221897] [INFO ] [sig       ] [888/3561] Forecasting CZFS...
[2025-12-19T20:20:12.221925] [INFO ] [sig       ] Generating forecast for: CZFS
[2025-12-19T20:20:12.221956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2025-12-19T20:20:12.231682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2025-12-19T20:20:12.231962] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2025-12-19T20:20:12.232740] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2025-12-19T20:20:12.232792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:12.232823] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:12.232850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:12.232906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:12.289839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:12.290680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:12.290760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:12.290792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:12.385649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:12.385805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:12.385847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:12.385876] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:12.389247] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: UP (p=87.11%)
[2025-12-19T20:20:12.389528] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2025-12-19T20:20:12.389671] [INFO ] [sig       ] CZFS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:12.530484] [INFO ] [LOCAL     ] Saved forecast: CZFS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CZFS.txt
[2025-12-19T20:20:12.530644] [INFO ] [sig       ] [888/3561] Completed CZFS in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-19T20:20:12.530686] [INFO ] [sig       ] [889/3561] Forecasting CZNC...
[2025-12-19T20:20:12.530716] [INFO ] [sig       ] Generating forecast for: CZNC
[2025-12-19T20:20:12.530746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2025-12-19T20:20:12.543501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2025-12-19T20:20:12.543956] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2025-12-19T20:20:12.544822] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2025-12-19T20:20:12.544875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:12.544909] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:12.544935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:12.544991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:12.604761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:12.605684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:12.605771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:12.605804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:12.729136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:12.729300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:12.729347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:12.729378] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:12.733004] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: UP (p=91.75%)
[2025-12-19T20:20:12.733283] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2025-12-19T20:20:12.733409] [INFO ] [sig       ] CZNC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:12.877193] [INFO ] [LOCAL     ] Saved forecast: CZNC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CZNC.txt
[2025-12-19T20:20:12.877341] [INFO ] [sig       ] [889/3561] Completed CZNC in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-19T20:20:12.877381] [INFO ] [sig       ] [890/3561] Forecasting CZWI...
[2025-12-19T20:20:12.877410] [INFO ] [sig       ] Generating forecast for: CZWI
[2025-12-19T20:20:12.877440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2025-12-19T20:20:12.888989] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CZWI'.
[2025-12-19T20:20:12.889370] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2025-12-19T20:20:12.890180] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2025-12-19T20:20:12.890232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:12.890276] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:12.890305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:12.890362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:12.949950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:12.950714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:12.950815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:12.950850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:13.067513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:13.067693] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-19T20:20:13.067740] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:13.067801] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:13.071190] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: UP (p=69.42%)
[2025-12-19T20:20:13.071463] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2025-12-19T20:20:13.071628] [INFO ] [sig       ] CZWI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:13.223781] [INFO ] [LOCAL     ] Saved forecast: CZWI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/CZWI.txt
[2025-12-19T20:20:13.223936] [INFO ] [sig       ] [890/3561] Completed CZWI in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-19T20:20:13.223977] [INFO ] [sig       ] [891/3561] Forecasting DAIO...
[2025-12-19T20:20:13.224006] [INFO ] [sig       ] Generating forecast for: DAIO
[2025-12-19T20:20:13.224036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'.
[2025-12-19T20:20:13.234942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAIO'.
[2025-12-19T20:20:13.235310] [INFO ] [FORECASTER] Starting predict_future for DAIO
[2025-12-19T20:20:13.236103] [DEBUG] [LOCAL     ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt
[2025-12-19T20:20:13.236155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:13.236187] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:13.236213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:13.236272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:13.296490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:13.297325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:13.297410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:13.297442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:13.404168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:13.404323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:13.404362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:13.404389] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:13.408085] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: DOWN (p=33.36%)
[2025-12-19T20:20:13.408366] [INFO ] [FORECASTER] Completed predict_future for DAIO
[2025-12-19T20:20:13.408496] [INFO ] [sig       ] DAIO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:13.548528] [INFO ] [LOCAL     ] Saved forecast: DAIO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DAIO.txt
[2025-12-19T20:20:13.548722] [INFO ] [sig       ] [891/3561] Completed DAIO in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-19T20:20:13.548765] [INFO ] [sig       ] [892/3561] Forecasting DAL...
[2025-12-19T20:20:13.548798] [INFO ] [sig       ] Generating forecast for: DAL
[2025-12-19T20:20:13.548829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-12-19T20:20:13.565647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2025-12-19T20:20:13.566054] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-12-19T20:20:13.566883] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-12-19T20:20:13.566938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:13.566999] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:13.567032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:13.567091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:13.628979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:13.629851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:13.629932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:13.629966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:13.755806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:13.755961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:13.755999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:13.756029] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:13.759522] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: DOWN (p=30.85%)
[2025-12-19T20:20:13.759888] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-12-19T20:20:13.760031] [INFO ] [sig       ] DAL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:13.904894] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DAL.txt
[2025-12-19T20:20:13.905085] [INFO ] [sig       ] [892/3561] Completed DAL in 0.4s | 2.88 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-19T20:20:13.905139] [INFO ] [sig       ] [893/3561] Forecasting DAN...
[2025-12-19T20:20:13.905171] [INFO ] [sig       ] Generating forecast for: DAN
[2025-12-19T20:20:13.905203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-12-19T20:20:13.919287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2025-12-19T20:20:13.919722] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-12-19T20:20:13.920564] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-12-19T20:20:13.920644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:13.920681] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:13.920711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:13.920769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:13.984736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:13.985906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:13.986186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:13.986221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:14.115248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:14.115405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:14.115446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:14.115474] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:14.119059] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-12-19T20:20:14.119403] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-12-19T20:20:14.119554] [INFO ] [sig       ] DAN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:14.257891] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DAN.txt
[2025-12-19T20:20:14.258047] [INFO ] [sig       ] [893/3561] Completed DAN in 0.4s | 2.88 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-19T20:20:14.258091] [INFO ] [sig       ] [894/3561] Forecasting DAO...
[2025-12-19T20:20:14.258123] [INFO ] [sig       ] Generating forecast for: DAO
[2025-12-19T20:20:14.258153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-12-19T20:20:14.269829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2025-12-19T20:20:14.270179] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-12-19T20:20:14.271007] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-12-19T20:20:14.271058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:14.271091] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:14.271118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:14.271174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:14.326972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:14.327812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:14.327895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:14.327929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:14.452654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:14.452817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:14.452857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:14.452885] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:14.456648] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-12-19T20:20:14.456935] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-12-19T20:20:14.457064] [INFO ] [sig       ] DAO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:14.600081] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DAO.txt
[2025-12-19T20:20:14.600249] [INFO ] [sig       ] [894/3561] Completed DAO in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-19T20:20:14.600294] [INFO ] [sig       ] [895/3561] Forecasting DAPP...
[2025-12-19T20:20:14.600324] [INFO ] [sig       ] Generating forecast for: DAPP
[2025-12-19T20:20:14.600355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2025-12-19T20:20:14.615643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2025-12-19T20:20:14.616053] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2025-12-19T20:20:14.616861] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2025-12-19T20:20:14.616930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:14.616971] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:14.616998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:14.617055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:14.674004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:14.674712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:14.674790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:14.674823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:14.801895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:14.802055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:14.802093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:14.802122] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:14.805535] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: DOWN (p=40.92%)
[2025-12-19T20:20:14.805825] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2025-12-19T20:20:14.805972] [INFO ] [sig       ] DAPP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:14.948020] [INFO ] [LOCAL     ] Saved forecast: DAPP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DAPP.txt
[2025-12-19T20:20:14.948151] [INFO ] [sig       ] [895/3561] Completed DAPP in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-19T20:20:14.948190] [INFO ] [sig       ] [896/3561] Forecasting DARE...
[2025-12-19T20:20:14.948220] [INFO ] [sig       ] Generating forecast for: DARE
[2025-12-19T20:20:14.948249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2025-12-19T20:20:14.960598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2025-12-19T20:20:14.960995] [INFO ] [FORECASTER] Starting predict_future for DARE
[2025-12-19T20:20:14.961783] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2025-12-19T20:20:14.961835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:14.961866] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:14.961892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:14.961947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:15.020168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:15.021038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:15.021119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:15.021150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:15.134123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:15.134286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:15.134324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:15.134351] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:15.137666] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: DOWN (p=3.60%)
[2025-12-19T20:20:15.137937] [INFO ] [FORECASTER] Completed predict_future for DARE
[2025-12-19T20:20:15.138059] [INFO ] [sig       ] DARE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:15.278438] [INFO ] [LOCAL     ] Saved forecast: DARE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DARE.txt
[2025-12-19T20:20:15.278614] [INFO ] [sig       ] [896/3561] Completed DARE in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-19T20:20:15.278688] [INFO ] [sig       ] [897/3561] Forecasting DASH...
[2025-12-19T20:20:15.278729] [INFO ] [sig       ] Generating forecast for: DASH
[2025-12-19T20:20:15.278766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2025-12-19T20:20:15.290383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2025-12-19T20:20:15.290798] [INFO ] [FORECASTER] Starting predict_future for DASH
[2025-12-19T20:20:15.291567] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2025-12-19T20:20:15.291638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:15.291669] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:15.291695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:15.291749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:15.349314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:15.350149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:15.350277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:15.350310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:15.483671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:15.483829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:15.483885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:15.483916] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:15.487481] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: UP (p=96.94%)
[2025-12-19T20:20:15.487791] [INFO ] [FORECASTER] Completed predict_future for DASH
[2025-12-19T20:20:15.488111] [INFO ] [sig       ] DASH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:15.648143] [INFO ] [LOCAL     ] Saved forecast: DASH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DASH.txt
[2025-12-19T20:20:15.648341] [INFO ] [sig       ] [897/3561] Completed DASH in 0.4s | 2.88 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-19T20:20:15.648423] [INFO ] [sig       ] [898/3561] Forecasting DAVA...
[2025-12-19T20:20:15.648467] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-12-19T20:20:15.648508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-12-19T20:20:15.664970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2025-12-19T20:20:15.665436] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-12-19T20:20:15.666785] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-12-19T20:20:15.667045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:15.667096] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:15.667144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:15.667236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:15.736442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:15.737564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:15.737704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:15.737741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:15.868707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:15.868866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:15.868905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:15.868934] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:15.872319] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: DOWN (p=20.97%)
[2025-12-19T20:20:15.872638] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-12-19T20:20:15.872769] [INFO ] [sig       ] DAVA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:16.020677] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DAVA.txt
[2025-12-19T20:20:16.020839] [INFO ] [sig       ] [898/3561] Completed DAVA in 0.4s | 2.88 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-19T20:20:16.020897] [INFO ] [sig       ] [899/3561] Forecasting DAVE...
[2025-12-19T20:20:16.020931] [INFO ] [sig       ] Generating forecast for: DAVE
[2025-12-19T20:20:16.020962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2025-12-19T20:20:16.033424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2025-12-19T20:20:16.033817] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2025-12-19T20:20:16.034569] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2025-12-19T20:20:16.034647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:16.034679] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:16.034706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:16.034761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:16.096797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:16.097937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:16.098043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:16.098077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:16.228743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:16.229108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:16.229148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:16.229176] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:16.233081] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: DOWN (p=10.61%)
[2025-12-19T20:20:16.233452] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2025-12-19T20:20:16.233612] [INFO ] [sig       ] DAVE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:16.383395] [INFO ] [LOCAL     ] Saved forecast: DAVE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DAVE.txt
[2025-12-19T20:20:16.383553] [INFO ] [sig       ] [899/3561] Completed DAVE in 0.4s | 2.88 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-19T20:20:16.383617] [INFO ] [sig       ] [900/3561] Forecasting DAWN...
[2025-12-19T20:20:16.383648] [INFO ] [sig       ] Generating forecast for: DAWN
[2025-12-19T20:20:16.383679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2025-12-19T20:20:16.396437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2025-12-19T20:20:16.397036] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2025-12-19T20:20:16.397916] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2025-12-19T20:20:16.397969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:16.398188] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:16.398215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:16.398272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:16.461366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:16.462261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:16.462349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:16.462381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:16.585327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:16.585478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:16.585517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:16.585546] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:16.588923] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: DOWN (p=4.00%)
[2025-12-19T20:20:16.589194] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2025-12-19T20:20:16.589315] [INFO ] [sig       ] DAWN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:16.725770] [INFO ] [LOCAL     ] Saved forecast: DAWN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DAWN.txt
[2025-12-19T20:20:16.725944] [INFO ] [sig       ] [900/3561] Completed DAWN in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-19T20:20:16.725987] [INFO ] [sig       ] [901/3561] Forecasting DB...
[2025-12-19T20:20:16.726018] [INFO ] [sig       ] Generating forecast for: DB
[2025-12-19T20:20:16.726049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-12-19T20:20:16.737232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2025-12-19T20:20:16.737596] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-12-19T20:20:16.738379] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-12-19T20:20:16.738432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:16.738478] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:16.738507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:16.738565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:16.794302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:16.794978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:16.795058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:16.795091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:16.920662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:16.920819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:16.920857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:16.920886] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:16.924163] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: DOWN (p=42.86%)
[2025-12-19T20:20:16.924429] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-12-19T20:20:16.924548] [INFO ] [sig       ] DB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:17.059496] [INFO ] [LOCAL     ] Saved forecast: DB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DB.txt
[2025-12-19T20:20:17.059656] [INFO ] [sig       ] [901/3561] Completed DB in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-19T20:20:17.059700] [INFO ] [sig       ] [902/3561] Forecasting DBI...
[2025-12-19T20:20:17.059730] [INFO ] [sig       ] Generating forecast for: DBI
[2025-12-19T20:20:17.059761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-12-19T20:20:17.071500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2025-12-19T20:20:17.071886] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-12-19T20:20:17.072669] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-12-19T20:20:17.072724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:17.072756] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:17.072783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:17.072838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:17.129104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:17.129815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:17.129896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:17.129928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:17.249126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:17.249286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:17.249323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:17.249352] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:17.252731] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: DOWN (p=7.07%)
[2025-12-19T20:20:17.253024] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-12-19T20:20:17.253154] [INFO ] [sig       ] DBI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:17.390212] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DBI.txt
[2025-12-19T20:20:17.390349] [INFO ] [sig       ] [902/3561] Completed DBI in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-19T20:20:17.390390] [INFO ] [sig       ] [903/3561] Forecasting DBL...
[2025-12-19T20:20:17.390419] [INFO ] [sig       ] Generating forecast for: DBL
[2025-12-19T20:20:17.390449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-12-19T20:20:17.401835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2025-12-19T20:20:17.402171] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-12-19T20:20:17.402938] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-12-19T20:20:17.402988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:17.403021] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:17.403047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:17.403102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:17.458562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:17.459294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:17.459373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:17.459406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:17.577543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:17.577714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:17.577752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:17.577780] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:17.581056] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: UP (p=79.60%)
[2025-12-19T20:20:17.581317] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-12-19T20:20:17.581433] [INFO ] [sig       ] DBL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:17.719180] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DBL.txt
[2025-12-19T20:20:17.719329] [INFO ] [sig       ] [903/3561] Completed DBL in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-19T20:20:17.719377] [INFO ] [sig       ] [904/3561] Forecasting DBRG...
[2025-12-19T20:20:17.719411] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-12-19T20:20:17.719448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-12-19T20:20:17.731860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2025-12-19T20:20:17.732292] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-12-19T20:20:17.733149] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-12-19T20:20:17.733201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:17.733262] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:17.733291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:17.733362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:17.790047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:17.790986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:17.791071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:17.791103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:17.913805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:17.914160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:17.914201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:17.914228] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:17.917685] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: UP (p=59.67%)
[2025-12-19T20:20:17.917963] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-12-19T20:20:17.918094] [INFO ] [sig       ] DBRG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:18.056121] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DBRG.txt
[2025-12-19T20:20:18.056258] [INFO ] [sig       ] [904/3561] Completed DBRG in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-19T20:20:18.056298] [INFO ] [sig       ] [905/3561] Forecasting DBX...
[2025-12-19T20:20:18.056327] [INFO ] [sig       ] Generating forecast for: DBX
[2025-12-19T20:20:18.056364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2025-12-19T20:20:18.068012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2025-12-19T20:20:18.068410] [INFO ] [FORECASTER] Starting predict_future for DBX
[2025-12-19T20:20:18.069285] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2025-12-19T20:20:18.069336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:18.069367] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:18.069394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:18.069448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:18.126620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:18.127393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:18.127476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:18.127510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:18.253332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:18.253488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:18.253528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:18.253557] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:18.257494] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: UP (p=78.51%)
[2025-12-19T20:20:18.257795] [INFO ] [FORECASTER] Completed predict_future for DBX
[2025-12-19T20:20:18.257925] [INFO ] [sig       ] DBX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:18.396651] [INFO ] [LOCAL     ] Saved forecast: DBX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DBX.txt
[2025-12-19T20:20:18.396806] [INFO ] [sig       ] [905/3561] Completed DBX in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-19T20:20:18.396855] [INFO ] [sig       ] [906/3561] Forecasting DCBO...
[2025-12-19T20:20:18.396885] [INFO ] [sig       ] Generating forecast for: DCBO
[2025-12-19T20:20:18.396915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2025-12-19T20:20:18.408705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2025-12-19T20:20:18.409135] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2025-12-19T20:20:18.410010] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2025-12-19T20:20:18.410064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:18.410098] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:18.410126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:18.410183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:18.469992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:18.470860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:18.470944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:18.470976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:18.597471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:18.597639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:18.597679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:18.597707] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:18.601724] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=11.18%)
[2025-12-19T20:20:18.602013] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2025-12-19T20:20:18.602138] [INFO ] [sig       ] DCBO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:18.744781] [INFO ] [LOCAL     ] Saved forecast: DCBO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DCBO.txt
[2025-12-19T20:20:18.744935] [INFO ] [sig       ] [906/3561] Completed DCBO in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-19T20:20:18.744975] [INFO ] [sig       ] [907/3561] Forecasting DCI...
[2025-12-19T20:20:18.745199] [INFO ] [sig       ] Generating forecast for: DCI
[2025-12-19T20:20:18.745230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-12-19T20:20:18.757640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2025-12-19T20:20:18.758190] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-12-19T20:20:18.759019] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-12-19T20:20:18.759071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:18.759103] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:18.759129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:18.759183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:18.822349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:18.823225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:18.823350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:18.823399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:18.952193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:18.952347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:18.952386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:18.952493] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:18.956225] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2025-12-19T20:20:18.956640] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-12-19T20:20:18.956799] [INFO ] [sig       ] DCI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:19.102710] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DCI.txt
[2025-12-19T20:20:19.102887] [INFO ] [sig       ] [907/3561] Completed DCI in 0.4s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-19T20:20:19.102937] [INFO ] [sig       ] [908/3561] Forecasting DCO...
[2025-12-19T20:20:19.102968] [INFO ] [sig       ] Generating forecast for: DCO
[2025-12-19T20:20:19.102998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-12-19T20:20:19.114330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2025-12-19T20:20:19.114743] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-12-19T20:20:19.115548] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-12-19T20:20:19.115620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:19.115654] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:19.115681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:19.115738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:19.175086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:19.175946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:19.176030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:19.176063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:19.300433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:19.300799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:19.300837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:19.300864] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:19.304566] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: UP (p=70.83%)
[2025-12-19T20:20:19.304917] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-12-19T20:20:19.305055] [INFO ] [sig       ] DCO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:19.463345] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DCO.txt
[2025-12-19T20:20:19.463517] [INFO ] [sig       ] [908/3561] Completed DCO in 0.4s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-19T20:20:19.463560] [INFO ] [sig       ] [909/3561] Forecasting DCOM...
[2025-12-19T20:20:19.463608] [INFO ] [sig       ] Generating forecast for: DCOM
[2025-12-19T20:20:19.463640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2025-12-19T20:20:19.475718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2025-12-19T20:20:19.476121] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2025-12-19T20:20:19.476937] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2025-12-19T20:20:19.476988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:19.477019] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:19.477045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:19.477102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:19.533677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:19.534515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:19.534612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:19.534648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:19.657590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:19.657745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:19.657783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:19.657812] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:19.661430] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: DOWN (p=9.12%)
[2025-12-19T20:20:19.661722] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2025-12-19T20:20:19.661868] [INFO ] [sig       ] DCOM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:19.800449] [INFO ] [LOCAL     ] Saved forecast: DCOM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DCOM.txt
[2025-12-19T20:20:19.800628] [INFO ] [sig       ] [909/3561] Completed DCOM in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-19T20:20:19.800673] [INFO ] [sig       ] [910/3561] Forecasting DCTH...
[2025-12-19T20:20:19.800702] [INFO ] [sig       ] Generating forecast for: DCTH
[2025-12-19T20:20:19.800733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2025-12-19T20:20:19.812849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2025-12-19T20:20:19.813255] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2025-12-19T20:20:19.814064] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2025-12-19T20:20:19.814114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:19.814145] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:19.814171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:19.814225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:19.870699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:19.871527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:19.871644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:19.871679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:19.991923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:19.992087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:19.992126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:19.992153] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:19.995614] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2025-12-19T20:20:19.995934] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2025-12-19T20:20:19.996068] [INFO ] [sig       ] DCTH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:20.149094] [INFO ] [LOCAL     ] Saved forecast: DCTH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DCTH.txt
[2025-12-19T20:20:20.149268] [INFO ] [sig       ] [910/3561] Completed DCTH in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-19T20:20:20.149312] [INFO ] [sig       ] [911/3561] Forecasting DD...
[2025-12-19T20:20:20.149342] [INFO ] [sig       ] Generating forecast for: DD
[2025-12-19T20:20:20.149371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-12-19T20:20:20.161151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2025-12-19T20:20:20.161503] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-12-19T20:20:20.162305] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-12-19T20:20:20.162358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:20.162391] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:20.162419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:20.162476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:20.222446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:20.223526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:20.223647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:20.223681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:20.347338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:20.347500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:20.347537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:20.347565] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:20.350942] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=39.45%)
[2025-12-19T20:20:20.351209] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-12-19T20:20:20.351332] [INFO ] [sig       ] DD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:20.488443] [INFO ] [LOCAL     ] Saved forecast: DD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DD.txt
[2025-12-19T20:20:20.488605] [INFO ] [sig       ] [911/3561] Completed DD in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-19T20:20:20.488647] [INFO ] [sig       ] [912/3561] Forecasting DDD...
[2025-12-19T20:20:20.488699] [INFO ] [sig       ] Generating forecast for: DDD
[2025-12-19T20:20:20.488728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-12-19T20:20:20.500381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2025-12-19T20:20:20.500815] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-12-19T20:20:20.501622] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-12-19T20:20:20.501672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:20.501704] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:20.501729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:20.501784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:20.556951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:20.557735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:20.557815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:20.557847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:20.678975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:20.679132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:20.679170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:20.679198] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:20.682540] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: DOWN (p=31.88%)
[2025-12-19T20:20:20.682840] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-12-19T20:20:20.682975] [INFO ] [sig       ] DDD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:20.821042] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DDD.txt
[2025-12-19T20:20:20.821185] [INFO ] [sig       ] [912/3561] Completed DDD in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-19T20:20:20.821221] [INFO ] [sig       ] [913/3561] Forecasting DDI...
[2025-12-19T20:20:20.821251] [INFO ] [sig       ] Generating forecast for: DDI
[2025-12-19T20:20:20.821280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2025-12-19T20:20:20.832157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2025-12-19T20:20:20.832528] [INFO ] [FORECASTER] Starting predict_future for DDI
[2025-12-19T20:20:20.833346] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2025-12-19T20:20:20.833405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:20.833440] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:20.833466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:20.833522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:20.889191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:20.889914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:20.889993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:20.890025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:21.011890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:21.012046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:21.012084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:21.012112] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:21.015779] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: DOWN (p=18.37%)
[2025-12-19T20:20:21.016047] [INFO ] [FORECASTER] Completed predict_future for DDI
[2025-12-19T20:20:21.016166] [INFO ] [sig       ] DDI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:21.156624] [INFO ] [LOCAL     ] Saved forecast: DDI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DDI.txt
[2025-12-19T20:20:21.156754] [INFO ] [sig       ] [913/3561] Completed DDI in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-19T20:20:21.156794] [INFO ] [sig       ] [914/3561] Forecasting DDL...
[2025-12-19T20:20:21.156822] [INFO ] [sig       ] Generating forecast for: DDL
[2025-12-19T20:20:21.156852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-12-19T20:20:21.167996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2025-12-19T20:20:21.168358] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-12-19T20:20:21.169171] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-12-19T20:20:21.169234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:21.169266] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:21.169293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:21.169347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:21.226152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:21.226948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:21.227028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:21.227093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:21.345911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:21.346063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:21.346101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:21.346129] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:21.349413] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-12-19T20:20:21.349696] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-12-19T20:20:21.349829] [INFO ] [sig       ] DDL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:21.487399] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DDL.txt
[2025-12-19T20:20:21.487540] [INFO ] [sig       ] [914/3561] Completed DDL in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-19T20:20:21.487631] [INFO ] [sig       ] [915/3561] Forecasting DDOG...
[2025-12-19T20:20:21.487665] [INFO ] [sig       ] Generating forecast for: DDOG
[2025-12-19T20:20:21.487695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2025-12-19T20:20:21.499803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2025-12-19T20:20:21.500185] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2025-12-19T20:20:21.500965] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2025-12-19T20:20:21.501016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:21.501048] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:21.501074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:21.501130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:21.556793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:21.557454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:21.557533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:21.557564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:21.676871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:21.677031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:21.677070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:21.677097] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:21.680425] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: UP (p=77.82%)
[2025-12-19T20:20:21.680714] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2025-12-19T20:20:21.680841] [INFO ] [sig       ] DDOG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:21.820817] [INFO ] [LOCAL     ] Saved forecast: DDOG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DDOG.txt
[2025-12-19T20:20:21.820973] [INFO ] [sig       ] [915/3561] Completed DDOG in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-19T20:20:21.821012] [INFO ] [sig       ] [916/3561] Forecasting DDS...
[2025-12-19T20:20:21.821040] [INFO ] [sig       ] Generating forecast for: DDS
[2025-12-19T20:20:21.821069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-12-19T20:20:21.832285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2025-12-19T20:20:21.832709] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-12-19T20:20:21.833479] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-12-19T20:20:21.833528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:21.833560] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:21.833611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:21.833667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:21.888794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:21.889519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:21.889619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:21.889654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:22.008290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:22.008450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:22.008488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:22.008517] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:22.011963] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: DOWN (p=33.83%)
[2025-12-19T20:20:22.012248] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-12-19T20:20:22.012370] [INFO ] [sig       ] DDS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:22.200312] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DDS.txt
[2025-12-19T20:20:22.200463] [INFO ] [sig       ] [916/3561] Completed DDS in 0.4s | 2.88 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-19T20:20:22.200503] [INFO ] [sig       ] [917/3561] Forecasting DE...
[2025-12-19T20:20:22.200532] [INFO ] [sig       ] Generating forecast for: DE
[2025-12-19T20:20:22.200563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-12-19T20:20:22.212517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2025-12-19T20:20:22.212942] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-12-19T20:20:22.213750] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-12-19T20:20:22.213802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:22.213834] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:22.213861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:22.213918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:22.271107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:22.271849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:22.271930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:22.271963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:22.395649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:22.395806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:22.395846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:22.395875] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:22.399269] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: DOWN (p=16.82%)
[2025-12-19T20:20:22.399541] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-12-19T20:20:22.399682] [INFO ] [sig       ] DE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:22.538172] [INFO ] [LOCAL     ] Saved forecast: DE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DE.txt
[2025-12-19T20:20:22.538365] [INFO ] [sig       ] [917/3561] Completed DE in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-19T20:20:22.538414] [INFO ] [sig       ] [918/3561] Forecasting DEA...
[2025-12-19T20:20:22.538445] [INFO ] [sig       ] Generating forecast for: DEA
[2025-12-19T20:20:22.538476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-12-19T20:20:22.550190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2025-12-19T20:20:22.550596] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-12-19T20:20:22.551345] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-12-19T20:20:22.551399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:22.551434] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:22.551461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:22.551518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:22.613439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:22.614389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:22.614494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:22.614536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:22.744037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:22.744430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:22.744482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:22.744519] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:22.749790] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: DOWN (p=13.00%)
[2025-12-19T20:20:22.750149] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-12-19T20:20:22.750299] [INFO ] [sig       ] DEA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:22.903350] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DEA.txt
[2025-12-19T20:20:22.903491] [INFO ] [sig       ] [918/3561] Completed DEA in 0.4s | 2.88 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-19T20:20:22.903531] [INFO ] [sig       ] [919/3561] Forecasting DECK...
[2025-12-19T20:20:22.903561] [INFO ] [sig       ] Generating forecast for: DECK
[2025-12-19T20:20:22.903610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-12-19T20:20:22.917022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2025-12-19T20:20:22.917383] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-12-19T20:20:22.918180] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-12-19T20:20:22.918232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:22.918265] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:22.918291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:22.918349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:22.976210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:22.977264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:22.977347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:22.977381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:23.111842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:23.112000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:23.112038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:23.112066] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:23.115359] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=67.35%)
[2025-12-19T20:20:23.115643] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-12-19T20:20:23.115780] [INFO ] [sig       ] DECK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:23.254255] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DECK.txt
[2025-12-19T20:20:23.254412] [INFO ] [sig       ] [919/3561] Completed DECK in 0.4s | 2.88 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-19T20:20:23.254453] [INFO ] [sig       ] [920/3561] Forecasting DEI...
[2025-12-19T20:20:23.254483] [INFO ] [sig       ] Generating forecast for: DEI
[2025-12-19T20:20:23.254514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-12-19T20:20:23.266481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2025-12-19T20:20:23.266887] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-12-19T20:20:23.267710] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-12-19T20:20:23.267762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:23.267795] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:23.267822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:23.267883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:23.336858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:23.337713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:23.337800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:23.337832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:23.464891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:23.465051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:23.465090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:23.465118] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:23.468936] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: UP (p=78.84%)
[2025-12-19T20:20:23.469407] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-12-19T20:20:23.469535] [INFO ] [sig       ] DEI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:23.609949] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DEI.txt
[2025-12-19T20:20:23.610087] [INFO ] [sig       ] [920/3561] Completed DEI in 0.4s | 2.88 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-19T20:20:23.610127] [INFO ] [sig       ] [921/3561] Forecasting DELL...
[2025-12-19T20:20:23.610156] [INFO ] [sig       ] Generating forecast for: DELL
[2025-12-19T20:20:23.610186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-12-19T20:20:23.621738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2025-12-19T20:20:23.622285] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-12-19T20:20:23.623057] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-12-19T20:20:23.623108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:23.623166] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:23.623194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:23.623250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:23.681860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:23.682715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:23.682796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:23.682829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:23.807604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:23.807758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:23.807800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:23.807844] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:23.811409] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: DOWN (p=49.41%)
[2025-12-19T20:20:23.811702] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-12-19T20:20:23.811825] [INFO ] [sig       ] DELL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:23.949033] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DELL.txt
[2025-12-19T20:20:23.949181] [INFO ] [sig       ] [921/3561] Completed DELL in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-19T20:20:23.949220] [INFO ] [sig       ] [922/3561] Forecasting DENN...
[2025-12-19T20:20:23.949251] [INFO ] [sig       ] Generating forecast for: DENN
[2025-12-19T20:20:23.949281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'.
[2025-12-19T20:20:23.961544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DENN'.
[2025-12-19T20:20:23.961908] [INFO ] [FORECASTER] Starting predict_future for DENN
[2025-12-19T20:20:23.962714] [DEBUG] [LOCAL     ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt
[2025-12-19T20:20:23.962765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:23.962797] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:23.962824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:23.962884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:24.019315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:24.020094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:24.020174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:24.020207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:24.141093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:24.141247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:24.141286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:24.141314] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:24.144659] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: DOWN (p=13.40%)
[2025-12-19T20:20:24.144929] [INFO ] [FORECASTER] Completed predict_future for DENN
[2025-12-19T20:20:24.145048] [INFO ] [sig       ] DENN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:24.290608] [INFO ] [LOCAL     ] Saved forecast: DENN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DENN.txt
[2025-12-19T20:20:24.290787] [INFO ] [sig       ] [922/3561] Completed DENN in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-19T20:20:24.290830] [INFO ] [sig       ] [923/3561] Forecasting DEO...
[2025-12-19T20:20:24.290861] [INFO ] [sig       ] Generating forecast for: DEO
[2025-12-19T20:20:24.290896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-12-19T20:20:24.305303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2025-12-19T20:20:24.305753] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-12-19T20:20:24.306623] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-12-19T20:20:24.306676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:24.306710] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:24.306737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:24.306792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:24.366002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:24.366854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:24.366966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:24.366999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:24.490937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:24.491096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:24.491134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:24.491162] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:24.494470] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: UP (p=72.58%)
[2025-12-19T20:20:24.494755] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-12-19T20:20:24.494875] [INFO ] [sig       ] DEO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:24.631710] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DEO.txt
[2025-12-19T20:20:24.631846] [INFO ] [sig       ] [923/3561] Completed DEO in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-19T20:20:24.631883] [INFO ] [sig       ] [924/3561] Forecasting DERM...
[2025-12-19T20:20:24.631914] [INFO ] [sig       ] Generating forecast for: DERM
[2025-12-19T20:20:24.631948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2025-12-19T20:20:24.643742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2025-12-19T20:20:24.644078] [INFO ] [FORECASTER] Starting predict_future for DERM
[2025-12-19T20:20:24.644855] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2025-12-19T20:20:24.644911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:24.644943] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:24.644970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:24.645025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:24.700507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:24.701174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:24.701251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:24.701283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:24.824901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:24.825064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:24.825103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:24.825164] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:24.829027] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: DOWN (p=32.42%)
[2025-12-19T20:20:24.829495] [INFO ] [FORECASTER] Completed predict_future for DERM
[2025-12-19T20:20:24.829636] [INFO ] [sig       ] DERM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:24.968184] [INFO ] [LOCAL     ] Saved forecast: DERM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DERM.txt
[2025-12-19T20:20:24.968312] [INFO ] [sig       ] [924/3561] Completed DERM in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-19T20:20:24.968350] [INFO ] [sig       ] [925/3561] Forecasting DFGP...
[2025-12-19T20:20:24.968380] [INFO ] [sig       ] Generating forecast for: DFGP
[2025-12-19T20:20:24.968409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2025-12-19T20:20:24.979769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2025-12-19T20:20:24.980123] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2025-12-19T20:20:24.980904] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2025-12-19T20:20:24.980959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:24.980990] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:24.981029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:24.981086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:25.037289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:25.038080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:25.038162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:25.038194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:25.161719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:25.161881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:25.161921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:25.161950] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:25.165717] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=86.00%)
[2025-12-19T20:20:25.165995] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2025-12-19T20:20:25.166119] [INFO ] [sig       ] DFGP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:25.311251] [INFO ] [LOCAL     ] Saved forecast: DFGP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DFGP.txt
[2025-12-19T20:20:25.311439] [INFO ] [sig       ] [925/3561] Completed DFGP in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-19T20:20:25.311482] [INFO ] [sig       ] [926/3561] Forecasting DFGX...
[2025-12-19T20:20:25.311513] [INFO ] [sig       ] Generating forecast for: DFGX
[2025-12-19T20:20:25.311552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2025-12-19T20:20:25.325103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2025-12-19T20:20:25.325508] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2025-12-19T20:20:25.326596] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2025-12-19T20:20:25.326649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:25.326682] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:25.326709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:25.326767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:25.387122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:25.387890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:25.387972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:25.388007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:25.521130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:25.521287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:25.521327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:25.521357] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:25.524892] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: UP (p=56.04%)
[2025-12-19T20:20:25.525185] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2025-12-19T20:20:25.525313] [INFO ] [sig       ] DFGX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:25.669845] [INFO ] [LOCAL     ] Saved forecast: DFGX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DFGX.txt
[2025-12-19T20:20:25.670017] [INFO ] [sig       ] [926/3561] Completed DFGX in 0.4s | 2.88 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-19T20:20:25.670096] [INFO ] [sig       ] [927/3561] Forecasting DFH...
[2025-12-19T20:20:25.670144] [INFO ] [sig       ] Generating forecast for: DFH
[2025-12-19T20:20:25.670183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-12-19T20:20:25.681957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2025-12-19T20:20:25.682311] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-12-19T20:20:25.683139] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-12-19T20:20:25.683191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:25.683225] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:25.683252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:25.683309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:25.743247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:25.744150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:25.744237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:25.744270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:25.864595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:25.864754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:25.864791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:25.864819] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:25.868125] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: UP (p=92.08%)
[2025-12-19T20:20:25.868386] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-12-19T20:20:25.868503] [INFO ] [sig       ] DFH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:26.005205] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DFH.txt
[2025-12-19T20:20:26.005351] [INFO ] [sig       ] [927/3561] Completed DFH in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-19T20:20:26.005391] [INFO ] [sig       ] [928/3561] Forecasting DFIN...
[2025-12-19T20:20:26.005423] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-12-19T20:20:26.005454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-12-19T20:20:26.017211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2025-12-19T20:20:26.017563] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-12-19T20:20:26.018347] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-12-19T20:20:26.018397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:26.018429] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:26.018455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:26.018511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:26.075553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:26.076200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:26.076276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:26.076307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:26.192540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:26.192719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:26.192760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:26.192788] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:26.196553] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: DOWN (p=3.82%)
[2025-12-19T20:20:26.196852] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-12-19T20:20:26.196978] [INFO ] [sig       ] DFIN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:26.332939] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DFIN.txt
[2025-12-19T20:20:26.333065] [INFO ] [sig       ] [928/3561] Completed DFIN in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-19T20:20:26.333105] [INFO ] [sig       ] [929/3561] Forecasting DFP...
[2025-12-19T20:20:26.333133] [INFO ] [sig       ] Generating forecast for: DFP
[2025-12-19T20:20:26.333169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-12-19T20:20:26.344930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2025-12-19T20:20:26.345257] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-12-19T20:20:26.346033] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-12-19T20:20:26.346097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:26.346132] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:26.346160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:26.346215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:26.401619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:26.402407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:26.402483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:26.402515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:26.526722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:26.526879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:26.526919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:26.526949] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:26.530617] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=99.49%)
[2025-12-19T20:20:26.530898] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-12-19T20:20:26.531023] [INFO ] [sig       ] DFP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:26.669302] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DFP.txt
[2025-12-19T20:20:26.669444] [INFO ] [sig       ] [929/3561] Completed DFP in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-19T20:20:26.669483] [INFO ] [sig       ] [930/3561] Forecasting DG...
[2025-12-19T20:20:26.669513] [INFO ] [sig       ] Generating forecast for: DG
[2025-12-19T20:20:26.669543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-12-19T20:20:26.681920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2025-12-19T20:20:26.682332] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-12-19T20:20:26.683364] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-12-19T20:20:26.683416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:26.683447] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:26.683473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:26.683528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:26.743826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:26.744697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:26.744780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:26.744814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:26.873944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:26.874101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:26.874144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:26.874174] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:26.877669] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: UP (p=98.71%)
[2025-12-19T20:20:26.878007] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-12-19T20:20:26.878144] [INFO ] [sig       ] DG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:27.025013] [INFO ] [LOCAL     ] Saved forecast: DG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DG.txt
[2025-12-19T20:20:27.025169] [INFO ] [sig       ] [930/3561] Completed DG in 0.4s | 2.88 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-19T20:20:27.025211] [INFO ] [sig       ] [931/3561] Forecasting DGCB...
[2025-12-19T20:20:27.025242] [INFO ] [sig       ] Generating forecast for: DGCB
[2025-12-19T20:20:27.025274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2025-12-19T20:20:27.037081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2025-12-19T20:20:27.037485] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2025-12-19T20:20:27.038364] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2025-12-19T20:20:27.038427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:27.038468] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:27.038508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:27.038601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:27.098080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:27.098925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:27.099018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:27.099088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:27.227690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:27.227850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:27.227890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:27.227918] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:27.231265] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: UP (p=96.57%)
[2025-12-19T20:20:27.231532] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2025-12-19T20:20:27.231669] [INFO ] [sig       ] DGCB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:27.367206] [INFO ] [LOCAL     ] Saved forecast: DGCB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DGCB.txt
[2025-12-19T20:20:27.367340] [INFO ] [sig       ] [931/3561] Completed DGCB in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-19T20:20:27.367378] [INFO ] [sig       ] [932/3561] Forecasting DGICA...
[2025-12-19T20:20:27.367408] [INFO ] [sig       ] Generating forecast for: DGICA
[2025-12-19T20:20:27.367439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2025-12-19T20:20:27.378995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2025-12-19T20:20:27.379336] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2025-12-19T20:20:27.380102] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2025-12-19T20:20:27.380152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:27.380184] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:27.380211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:27.380266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:27.436925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:27.437558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:27.437653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:27.437687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:27.558852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:27.559020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:27.559062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:27.559091] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:27.562567] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2025-12-19T20:20:27.562872] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2025-12-19T20:20:27.563000] [INFO ] [sig       ] DGICA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:27.701838] [INFO ] [LOCAL     ] Saved forecast: DGICA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DGICA.txt
[2025-12-19T20:20:27.701973] [INFO ] [sig       ] [932/3561] Completed DGICA in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-19T20:20:27.702012] [INFO ] [sig       ] [933/3561] Forecasting DGII...
[2025-12-19T20:20:27.702041] [INFO ] [sig       ] Generating forecast for: DGII
[2025-12-19T20:20:27.702070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2025-12-19T20:20:27.713679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2025-12-19T20:20:27.714020] [INFO ] [FORECASTER] Starting predict_future for DGII
[2025-12-19T20:20:27.714815] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2025-12-19T20:20:27.714866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:27.714897] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:27.714923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:27.714978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:27.771395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:27.772027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:27.772104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:27.772136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:27.896205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:27.896353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:27.896391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:27.896418] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:27.899898] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-12-19T20:20:27.900165] [INFO ] [FORECASTER] Completed predict_future for DGII
[2025-12-19T20:20:27.900283] [INFO ] [sig       ] DGII: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:28.038994] [INFO ] [LOCAL     ] Saved forecast: DGII	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DGII.txt
[2025-12-19T20:20:28.039117] [INFO ] [sig       ] [933/3561] Completed DGII in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-19T20:20:28.039157] [INFO ] [sig       ] [934/3561] Forecasting DGRE...
[2025-12-19T20:20:28.039186] [INFO ] [sig       ] Generating forecast for: DGRE
[2025-12-19T20:20:28.039214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2025-12-19T20:20:28.050286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2025-12-19T20:20:28.050644] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2025-12-19T20:20:28.051598] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2025-12-19T20:20:28.051651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:28.051683] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:28.051712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:28.051770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:28.108176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:28.108809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:28.108888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:28.108919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:28.217606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:28.217751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:28.217787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:28.217816] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:28.221207] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: DOWN (p=29.18%)
[2025-12-19T20:20:28.221476] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2025-12-19T20:20:28.221616] [INFO ] [sig       ] DGRE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:28.362614] [INFO ] [LOCAL     ] Saved forecast: DGRE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DGRE.txt
[2025-12-19T20:20:28.362764] [INFO ] [sig       ] [934/3561] Completed DGRE in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-19T20:20:28.362802] [INFO ] [sig       ] [935/3561] Forecasting DGRS...
[2025-12-19T20:20:28.362830] [INFO ] [sig       ] Generating forecast for: DGRS
[2025-12-19T20:20:28.362860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2025-12-19T20:20:28.374309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2025-12-19T20:20:28.374675] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2025-12-19T20:20:28.375419] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2025-12-19T20:20:28.375469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:28.375501] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:28.375528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:28.375608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:28.433843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:28.434721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:28.434797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:28.434830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:28.554431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:28.554614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:28.554665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:28.554695] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:28.558552] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: DOWN (p=9.34%)
[2025-12-19T20:20:28.558917] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2025-12-19T20:20:28.559063] [INFO ] [sig       ] DGRS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:28.708343] [INFO ] [LOCAL     ] Saved forecast: DGRS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DGRS.txt
[2025-12-19T20:20:28.708492] [INFO ] [sig       ] [935/3561] Completed DGRS in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-19T20:20:28.708535] [INFO ] [sig       ] [936/3561] Forecasting DGX...
[2025-12-19T20:20:28.708565] [INFO ] [sig       ] Generating forecast for: DGX
[2025-12-19T20:20:28.708624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-12-19T20:20:28.721613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2025-12-19T20:20:28.721973] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-12-19T20:20:28.722870] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-12-19T20:20:28.722921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:28.722953] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:28.722979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:28.723050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:28.779162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:28.779993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:28.780088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:28.780122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:28.904160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:28.904329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:28.904370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:28.904398] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:28.907846] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: DOWN (p=27.22%)
[2025-12-19T20:20:28.908129] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-12-19T20:20:28.908254] [INFO ] [sig       ] DGX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:29.047202] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DGX.txt
[2025-12-19T20:20:29.047371] [INFO ] [sig       ] [936/3561] Completed DGX in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-19T20:20:29.047411] [INFO ] [sig       ] [937/3561] Forecasting DH...
[2025-12-19T20:20:29.047440] [INFO ] [sig       ] Generating forecast for: DH
[2025-12-19T20:20:29.047470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2025-12-19T20:20:29.059292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2025-12-19T20:20:29.059684] [INFO ] [FORECASTER] Starting predict_future for DH
[2025-12-19T20:20:29.060465] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2025-12-19T20:20:29.060515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:29.060547] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:29.060599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:29.060659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:29.118086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:29.119150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:29.119232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:29.119264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:29.246624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:29.246796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:29.246844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:29.246875] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:29.250411] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: DOWN (p=17.56%)
[2025-12-19T20:20:29.250720] [INFO ] [FORECASTER] Completed predict_future for DH
[2025-12-19T20:20:29.250856] [INFO ] [sig       ] DH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:29.389839] [INFO ] [LOCAL     ] Saved forecast: DH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DH.txt
[2025-12-19T20:20:29.390002] [INFO ] [sig       ] [937/3561] Completed DH in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-19T20:20:29.390048] [INFO ] [sig       ] [938/3561] Forecasting DHC...
[2025-12-19T20:20:29.390076] [INFO ] [sig       ] Generating forecast for: DHC
[2025-12-19T20:20:29.390106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2025-12-19T20:20:29.402019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2025-12-19T20:20:29.402381] [INFO ] [FORECASTER] Starting predict_future for DHC
[2025-12-19T20:20:29.403158] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2025-12-19T20:20:29.403221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:29.403291] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:29.403319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:29.403375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:29.461759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:29.462825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:29.462918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:29.462953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:29.587009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:29.587165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:29.587203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:29.587231] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:29.590761] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: UP (p=79.09%)
[2025-12-19T20:20:29.591028] [INFO ] [FORECASTER] Completed predict_future for DHC
[2025-12-19T20:20:29.591150] [INFO ] [sig       ] DHC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:29.731937] [INFO ] [LOCAL     ] Saved forecast: DHC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DHC.txt
[2025-12-19T20:20:29.732059] [INFO ] [sig       ] [938/3561] Completed DHC in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-19T20:20:29.732097] [INFO ] [sig       ] [939/3561] Forecasting DHF...
[2025-12-19T20:20:29.732127] [INFO ] [sig       ] Generating forecast for: DHF
[2025-12-19T20:20:29.732156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-12-19T20:20:29.744927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2025-12-19T20:20:29.745245] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-12-19T20:20:29.746077] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-12-19T20:20:29.746130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:29.746162] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:29.746188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:29.746243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:29.802666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:29.803276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:29.803352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:29.803384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:29.923845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:29.923998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:29.924035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:29.924063] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:29.927749] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: UP (p=63.57%)
[2025-12-19T20:20:29.928008] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-12-19T20:20:29.928126] [INFO ] [sig       ] DHF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:30.072682] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DHF.txt
[2025-12-19T20:20:30.072848] [INFO ] [sig       ] [939/3561] Completed DHF in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-19T20:20:30.072888] [INFO ] [sig       ] [940/3561] Forecasting DHI...
[2025-12-19T20:20:30.072920] [INFO ] [sig       ] Generating forecast for: DHI
[2025-12-19T20:20:30.072949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-12-19T20:20:30.086503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2025-12-19T20:20:30.086892] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-12-19T20:20:30.087879] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-12-19T20:20:30.087929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:30.087960] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:30.087986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:30.088040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:30.144520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:30.145257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:30.145336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:30.145367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:30.271139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:30.271304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:30.271342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:30.271371] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:30.274837] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2025-12-19T20:20:30.275105] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-12-19T20:20:30.275247] [INFO ] [sig       ] DHI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:30.411148] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DHI.txt
[2025-12-19T20:20:30.411272] [INFO ] [sig       ] [940/3561] Completed DHI in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-19T20:20:30.411309] [INFO ] [sig       ] [941/3561] Forecasting DHIL...
[2025-12-19T20:20:30.411338] [INFO ] [sig       ] Generating forecast for: DHIL
[2025-12-19T20:20:30.411368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2025-12-19T20:20:30.422472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2025-12-19T20:20:30.422828] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2025-12-19T20:20:30.423699] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2025-12-19T20:20:30.423748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:30.423779] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:30.423806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:30.423860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:30.478935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:30.479562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:30.479654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:30.479686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:30.590171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:30.590322] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-19T20:20:30.590360] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:30.590388] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:30.593734] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: DOWN (p=21.33%)
[2025-12-19T20:20:30.593998] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2025-12-19T20:20:30.594120] [INFO ] [sig       ] DHIL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:30.734857] [INFO ] [LOCAL     ] Saved forecast: DHIL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DHIL.txt
[2025-12-19T20:20:30.735014] [INFO ] [sig       ] [941/3561] Completed DHIL in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-19T20:20:30.735069] [INFO ] [sig       ] [942/3561] Forecasting DHX...
[2025-12-19T20:20:30.735101] [INFO ] [sig       ] Generating forecast for: DHX
[2025-12-19T20:20:30.735131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-12-19T20:20:30.746510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2025-12-19T20:20:30.746896] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-12-19T20:20:30.747693] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-12-19T20:20:30.747743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:30.747775] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:30.747801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:30.747857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:30.803272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:30.803946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:30.804023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:30.804058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:30.920903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:30.921056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:30.921096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:30.921125] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:30.924476] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=73.53%)
[2025-12-19T20:20:30.924768] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-12-19T20:20:30.924901] [INFO ] [sig       ] DHX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:31.069664] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DHX.txt
[2025-12-19T20:20:31.069807] [INFO ] [sig       ] [942/3561] Completed DHX in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-19T20:20:31.069847] [INFO ] [sig       ] [943/3561] Forecasting DIBS...
[2025-12-19T20:20:31.069875] [INFO ] [sig       ] Generating forecast for: DIBS
[2025-12-19T20:20:31.069904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2025-12-19T20:20:31.081432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2025-12-19T20:20:31.081809] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2025-12-19T20:20:31.082773] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2025-12-19T20:20:31.082824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:31.082855] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:31.082882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:31.082937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:31.139808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:31.140694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:31.140769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:31.140801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:31.261862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:31.262023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:31.262063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:31.262093] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:31.265801] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: DOWN (p=13.91%)
[2025-12-19T20:20:31.266074] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2025-12-19T20:20:31.266219] [INFO ] [sig       ] DIBS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:31.409148] [INFO ] [LOCAL     ] Saved forecast: DIBS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DIBS.txt
[2025-12-19T20:20:31.409286] [INFO ] [sig       ] [943/3561] Completed DIBS in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-19T20:20:31.409325] [INFO ] [sig       ] [944/3561] Forecasting DIN...
[2025-12-19T20:20:31.409353] [INFO ] [sig       ] Generating forecast for: DIN
[2025-12-19T20:20:31.409382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-12-19T20:20:31.420507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2025-12-19T20:20:31.420876] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-12-19T20:20:31.421656] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-12-19T20:20:31.421719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:31.421750] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:31.421776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:31.421831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:31.481960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:31.482783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:31.482862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:31.482902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:31.605903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:31.606065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:31.606103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:31.606130] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:31.610341] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=5.33%)
[2025-12-19T20:20:31.610821] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-12-19T20:20:31.611022] [INFO ] [sig       ] DIN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:31.748623] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DIN.txt
[2025-12-19T20:20:31.748781] [INFO ] [sig       ] [944/3561] Completed DIN in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-19T20:20:31.748822] [INFO ] [sig       ] [945/3561] Forecasting DINO...
[2025-12-19T20:20:31.748850] [INFO ] [sig       ] Generating forecast for: DINO
[2025-12-19T20:20:31.748879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-12-19T20:20:31.760744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2025-12-19T20:20:31.761101] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-12-19T20:20:31.761887] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-12-19T20:20:31.761938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:31.761971] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:31.762000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:31.762069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:31.818446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:31.819151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:31.819231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:31.819262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:31.942336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:31.942495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:31.942551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:31.942599] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:31.945910] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: DOWN (p=11.69%)
[2025-12-19T20:20:31.946180] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-12-19T20:20:31.946301] [INFO ] [sig       ] DINO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:32.092437] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DINO.txt
[2025-12-19T20:20:32.092644] [INFO ] [sig       ] [945/3561] Completed DINO in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-19T20:20:32.092704] [INFO ] [sig       ] [946/3561] Forecasting DIOD...
[2025-12-19T20:20:32.092743] [INFO ] [sig       ] Generating forecast for: DIOD
[2025-12-19T20:20:32.092787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2025-12-19T20:20:32.104848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2025-12-19T20:20:32.105244] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2025-12-19T20:20:32.106160] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2025-12-19T20:20:32.106214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:32.106247] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:32.106275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:32.106332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:32.163971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:32.164704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:32.164784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:32.164818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:32.289566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:32.289775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:32.289817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:32.289844] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:32.293369] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: UP (p=77.00%)
[2025-12-19T20:20:32.293694] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2025-12-19T20:20:32.293820] [INFO ] [sig       ] DIOD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:32.430309] [INFO ] [LOCAL     ] Saved forecast: DIOD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DIOD.txt
[2025-12-19T20:20:32.430432] [INFO ] [sig       ] [946/3561] Completed DIOD in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-19T20:20:32.430470] [INFO ] [sig       ] [947/3561] Forecasting DIS...
[2025-12-19T20:20:32.430499] [INFO ] [sig       ] Generating forecast for: DIS
[2025-12-19T20:20:32.430528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-12-19T20:20:32.442406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2025-12-19T20:20:32.442777] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-12-19T20:20:32.443522] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-12-19T20:20:32.443591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:32.443625] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:32.443651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:32.443706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:32.499808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:32.500460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:32.500552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:32.500609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:32.620705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:32.620852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:32.620890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:32.620918] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:32.624271] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: UP (p=97.24%)
[2025-12-19T20:20:32.624535] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-12-19T20:20:32.624676] [INFO ] [sig       ] DIS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:32.761812] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DIS.txt
[2025-12-19T20:20:32.761937] [INFO ] [sig       ] [947/3561] Completed DIS in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-19T20:20:32.761973] [INFO ] [sig       ] [948/3561] Forecasting DJCO...
[2025-12-19T20:20:32.762002] [INFO ] [sig       ] Generating forecast for: DJCO
[2025-12-19T20:20:32.762031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2025-12-19T20:20:32.773407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2025-12-19T20:20:32.773797] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2025-12-19T20:20:32.774590] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2025-12-19T20:20:32.774641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:32.774696] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:32.774725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:32.774780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:32.830449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:32.831100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:32.831248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:32.831298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:32.951949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:32.952116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:32.952163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:32.952197] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:32.955652] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: UP (p=79.49%)
[2025-12-19T20:20:32.955930] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2025-12-19T20:20:32.956055] [INFO ] [sig       ] DJCO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:33.101544] [INFO ] [LOCAL     ] Saved forecast: DJCO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DJCO.txt
[2025-12-19T20:20:33.101732] [INFO ] [sig       ] [948/3561] Completed DJCO in 0.3s | 2.89 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-19T20:20:33.101774] [INFO ] [sig       ] [949/3561] Forecasting DK...
[2025-12-19T20:20:33.101806] [INFO ] [sig       ] Generating forecast for: DK
[2025-12-19T20:20:33.101836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-12-19T20:20:33.113651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2025-12-19T20:20:33.114006] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-12-19T20:20:33.114804] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-12-19T20:20:33.114855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:33.114887] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:33.114925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:33.114983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:33.173913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:33.174816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:33.174900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:33.174932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:33.301306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:33.301464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:33.301503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:33.301532] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:33.304964] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: UP (p=98.78%)
[2025-12-19T20:20:33.305243] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-12-19T20:20:33.305365] [INFO ] [sig       ] DK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:33.443932] [INFO ] [LOCAL     ] Saved forecast: DK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DK.txt
[2025-12-19T20:20:33.444073] [INFO ] [sig       ] [949/3561] Completed DK in 0.3s | 2.89 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-19T20:20:33.444112] [INFO ] [sig       ] [950/3561] Forecasting DKL...
[2025-12-19T20:20:33.444141] [INFO ] [sig       ] Generating forecast for: DKL
[2025-12-19T20:20:33.444171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-12-19T20:20:33.455795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2025-12-19T20:20:33.456230] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-12-19T20:20:33.457026] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-12-19T20:20:33.457078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:33.457110] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:33.457136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:33.457193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:33.516885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:33.517801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:33.517886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:33.517917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:33.630016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:33.630140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:33.630176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:33.630203] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:33.633420] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2025-12-19T20:20:33.633702] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-12-19T20:20:33.633820] [INFO ] [sig       ] DKL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:33.769950] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DKL.txt
[2025-12-19T20:20:33.770067] [INFO ] [sig       ] [950/3561] Completed DKL in 0.3s | 2.89 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-19T20:20:33.770104] [INFO ] [sig       ] [951/3561] Forecasting DKNG...
[2025-12-19T20:20:33.770132] [INFO ] [sig       ] Generating forecast for: DKNG
[2025-12-19T20:20:33.770162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2025-12-19T20:20:33.781614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2025-12-19T20:20:33.781931] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2025-12-19T20:20:33.782704] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2025-12-19T20:20:33.782753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:33.782785] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:33.782811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:33.782867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:33.837872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:33.838440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:33.838515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:33.838547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:33.955035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:33.955196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:33.955238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:33.955267] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:33.958880] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: UP (p=71.67%)
[2025-12-19T20:20:33.959192] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2025-12-19T20:20:33.959325] [INFO ] [sig       ] DKNG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:34.107218] [INFO ] [LOCAL     ] Saved forecast: DKNG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DKNG.txt
[2025-12-19T20:20:34.107409] [INFO ] [sig       ] [951/3561] Completed DKNG in 0.3s | 2.89 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-19T20:20:34.107452] [INFO ] [sig       ] [952/3561] Forecasting DKS...
[2025-12-19T20:20:34.107482] [INFO ] [sig       ] Generating forecast for: DKS
[2025-12-19T20:20:34.107512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-12-19T20:20:34.120124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2025-12-19T20:20:34.120745] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-12-19T20:20:34.121535] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-12-19T20:20:34.121609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:34.121645] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:34.121672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:34.121728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:34.183923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:34.184841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:34.184931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:34.184963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:34.309827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:34.310016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:34.310073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:34.310118] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:34.314519] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: UP (p=85.62%)
[2025-12-19T20:20:34.314842] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-12-19T20:20:34.314978] [INFO ] [sig       ] DKS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:34.461248] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DKS.txt
[2025-12-19T20:20:34.461632] [INFO ] [sig       ] [952/3561] Completed DKS in 0.4s | 2.89 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-19T20:20:34.461689] [INFO ] [sig       ] [953/3561] Forecasting DLB...
[2025-12-19T20:20:34.461725] [INFO ] [sig       ] Generating forecast for: DLB
[2025-12-19T20:20:34.461773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-12-19T20:20:34.473591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2025-12-19T20:20:34.473934] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-12-19T20:20:34.474703] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-12-19T20:20:34.474753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:34.474786] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:34.474813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:34.474869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:34.531257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:34.532030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:34.532112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:34.532151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:34.661019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:34.661180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:34.661226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:34.661254] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:34.664845] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-12-19T20:20:34.665126] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-12-19T20:20:34.665254] [INFO ] [sig       ] DLB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:34.811288] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DLB.txt
[2025-12-19T20:20:34.811461] [INFO ] [sig       ] [953/3561] Completed DLB in 0.3s | 2.89 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-19T20:20:34.811502] [INFO ] [sig       ] [954/3561] Forecasting DLHC...
[2025-12-19T20:20:34.811534] [INFO ] [sig       ] Generating forecast for: DLHC
[2025-12-19T20:20:34.811566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2025-12-19T20:20:34.823134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2025-12-19T20:20:34.823543] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2025-12-19T20:20:34.824354] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2025-12-19T20:20:34.824406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:34.824439] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:34.824466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:34.824523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:34.883610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:34.884341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:34.884421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:34.884453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:35.002969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:35.003129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:35.003167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:35.003198] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:35.007051] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: DOWN (p=17.44%)
[2025-12-19T20:20:35.007334] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2025-12-19T20:20:35.007462] [INFO ] [sig       ] DLHC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:35.148249] [INFO ] [LOCAL     ] Saved forecast: DLHC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DLHC.txt
[2025-12-19T20:20:35.148388] [INFO ] [sig       ] [954/3561] Completed DLHC in 0.3s | 2.89 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-19T20:20:35.148427] [INFO ] [sig       ] [955/3561] Forecasting DLNG...
[2025-12-19T20:20:35.148456] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-12-19T20:20:35.148486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-12-19T20:20:35.160080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2025-12-19T20:20:35.160436] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-12-19T20:20:35.161203] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-12-19T20:20:35.161254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:35.161313] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:35.161344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:35.161402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:35.219241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:35.220089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:35.220166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:35.220198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:35.337480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:35.337651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:35.337690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:35.337719] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:35.341126] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: UP (p=68.15%)
[2025-12-19T20:20:35.341413] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-12-19T20:20:35.341533] [INFO ] [sig       ] DLNG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:35.480640] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DLNG.txt
[2025-12-19T20:20:35.480786] [INFO ] [sig       ] [955/3561] Completed DLNG in 0.3s | 2.89 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-19T20:20:35.480826] [INFO ] [sig       ] [956/3561] Forecasting DLO...
[2025-12-19T20:20:35.480856] [INFO ] [sig       ] Generating forecast for: DLO
[2025-12-19T20:20:35.480886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2025-12-19T20:20:35.496527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2025-12-19T20:20:35.497017] [INFO ] [FORECASTER] Starting predict_future for DLO
[2025-12-19T20:20:35.497872] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2025-12-19T20:20:35.497924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:35.497956] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:35.497981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:35.498037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:35.553630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:35.554270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:35.554349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:35.554380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:35.671668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:35.671820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:35.671858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:35.671888] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:35.675937] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: DOWN (p=5.00%)
[2025-12-19T20:20:35.676197] [INFO ] [FORECASTER] Completed predict_future for DLO
[2025-12-19T20:20:35.676317] [INFO ] [sig       ] DLO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:35.818875] [INFO ] [LOCAL     ] Saved forecast: DLO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DLO.txt
[2025-12-19T20:20:35.819028] [INFO ] [sig       ] [956/3561] Completed DLO in 0.3s | 2.89 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-19T20:20:35.819067] [INFO ] [sig       ] [957/3561] Forecasting DLPN...
[2025-12-19T20:20:35.819096] [INFO ] [sig       ] Generating forecast for: DLPN
[2025-12-19T20:20:35.819126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2025-12-19T20:20:35.834239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2025-12-19T20:20:35.834686] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2025-12-19T20:20:35.835535] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2025-12-19T20:20:35.835614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:35.835650] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:35.835678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:35.835733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:35.897955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:35.898904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:35.898991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:35.899022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:36.017637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:36.017807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:36.017849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:36.017878] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:36.021443] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: DOWN (p=6.39%)
[2025-12-19T20:20:36.021787] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2025-12-19T20:20:36.021920] [INFO ] [sig       ] DLPN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:36.182564] [INFO ] [LOCAL     ] Saved forecast: DLPN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DLPN.txt
[2025-12-19T20:20:36.182781] [INFO ] [sig       ] [957/3561] Completed DLPN in 0.4s | 2.89 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-19T20:20:36.182833] [INFO ] [sig       ] [958/3561] Forecasting DLTH...
[2025-12-19T20:20:36.182865] [INFO ] [sig       ] Generating forecast for: DLTH
[2025-12-19T20:20:36.182895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2025-12-19T20:20:36.196552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2025-12-19T20:20:36.197011] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2025-12-19T20:20:36.197934] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2025-12-19T20:20:36.197996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:36.198042] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:36.198085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:36.198149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:36.262993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:36.263930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:36.264035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:36.264068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:36.396654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:36.396810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:36.396850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:36.396908] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:36.400318] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: DOWN (p=20.99%)
[2025-12-19T20:20:36.400605] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2025-12-19T20:20:36.400727] [INFO ] [sig       ] DLTH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:36.540068] [INFO ] [LOCAL     ] Saved forecast: DLTH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DLTH.txt
[2025-12-19T20:20:36.540198] [INFO ] [sig       ] [958/3561] Completed DLTH in 0.4s | 2.89 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-19T20:20:36.540237] [INFO ] [sig       ] [959/3561] Forecasting DLX...
[2025-12-19T20:20:36.540266] [INFO ] [sig       ] Generating forecast for: DLX
[2025-12-19T20:20:36.540296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-12-19T20:20:36.552693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2025-12-19T20:20:36.553017] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-12-19T20:20:36.553772] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-12-19T20:20:36.553824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:36.553856] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:36.553884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:36.553939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:36.609649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:36.610255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:36.610330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:36.610361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:36.737095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:36.737282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:36.737321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:36.737349] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:36.741077] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: DOWN (p=35.57%)
[2025-12-19T20:20:36.741380] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-12-19T20:20:36.741498] [INFO ] [sig       ] DLX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:36.880413] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DLX.txt
[2025-12-19T20:20:36.880531] [INFO ] [sig       ] [959/3561] Completed DLX in 0.3s | 2.89 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-19T20:20:36.880586] [INFO ] [sig       ] [960/3561] Forecasting DLY...
[2025-12-19T20:20:36.880617] [INFO ] [sig       ] Generating forecast for: DLY
[2025-12-19T20:20:36.880648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-12-19T20:20:36.892390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2025-12-19T20:20:36.892732] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-12-19T20:20:36.893468] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-12-19T20:20:36.893518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:36.893550] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:36.893597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:36.893656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:36.950303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:36.950949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:36.951025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:36.951056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:37.065877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:37.066019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:37.066057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:37.066085] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:37.069720] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: DOWN (p=11.72%)
[2025-12-19T20:20:37.069985] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-12-19T20:20:37.070103] [INFO ] [sig       ] DLY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:37.208003] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DLY.txt
[2025-12-19T20:20:37.208121] [INFO ] [sig       ] [960/3561] Completed DLY in 0.3s | 2.89 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-19T20:20:37.208159] [INFO ] [sig       ] [961/3561] Forecasting DMAC...
[2025-12-19T20:20:37.208187] [INFO ] [sig       ] Generating forecast for: DMAC
[2025-12-19T20:20:37.208218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2025-12-19T20:20:37.219254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2025-12-19T20:20:37.219596] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2025-12-19T20:20:37.220327] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2025-12-19T20:20:37.220377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:37.220605] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:37.220633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:37.220689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:37.278139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:37.278962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:37.279043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:37.279074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:37.403314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:37.403475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:37.403514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:37.403542] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:37.406958] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: UP (p=75.59%)
[2025-12-19T20:20:37.407219] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2025-12-19T20:20:37.407354] [INFO ] [sig       ] DMAC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:37.545443] [INFO ] [LOCAL     ] Saved forecast: DMAC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DMAC.txt
[2025-12-19T20:20:37.545558] [INFO ] [sig       ] [961/3561] Completed DMAC in 0.3s | 2.89 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-19T20:20:37.545615] [INFO ] [sig       ] [962/3561] Forecasting DMB...
[2025-12-19T20:20:37.545645] [INFO ] [sig       ] Generating forecast for: DMB
[2025-12-19T20:20:37.545674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-12-19T20:20:37.556385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2025-12-19T20:20:37.556724] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-12-19T20:20:37.557467] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-12-19T20:20:37.557529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:37.557561] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:37.557608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:37.557665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:37.614252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:37.614845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:37.614919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:37.614951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:37.738549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:37.738732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:37.738771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:37.738798] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:37.742124] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: DOWN (p=11.07%)
[2025-12-19T20:20:37.742424] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-12-19T20:20:37.742542] [INFO ] [sig       ] DMB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:37.881273] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DMB.txt
[2025-12-19T20:20:37.881382] [INFO ] [sig       ] [962/3561] Completed DMB in 0.3s | 2.89 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-19T20:20:37.881420] [INFO ] [sig       ] [963/3561] Forecasting DMLP...
[2025-12-19T20:20:37.881448] [INFO ] [sig       ] Generating forecast for: DMLP
[2025-12-19T20:20:37.881478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2025-12-19T20:20:37.894195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2025-12-19T20:20:37.894520] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2025-12-19T20:20:37.895268] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2025-12-19T20:20:37.895319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:37.895350] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:37.895376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:37.895432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:37.954161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:37.954806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:37.954881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:37.954912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:38.079193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:38.079339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:38.079376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:38.079404] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:38.082687] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: DOWN (p=4.00%)
[2025-12-19T20:20:38.082947] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2025-12-19T20:20:38.083064] [INFO ] [sig       ] DMLP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:38.227421] [INFO ] [LOCAL     ] Saved forecast: DMLP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DMLP.txt
[2025-12-19T20:20:38.227552] [INFO ] [sig       ] [963/3561] Completed DMLP in 0.3s | 2.89 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-19T20:20:38.227611] [INFO ] [sig       ] [964/3561] Forecasting DMO...
[2025-12-19T20:20:38.227643] [INFO ] [sig       ] Generating forecast for: DMO
[2025-12-19T20:20:38.227673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-12-19T20:20:38.239693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2025-12-19T20:20:38.240058] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-12-19T20:20:38.240858] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-12-19T20:20:38.240909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:38.240940] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:38.240966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:38.241020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:38.297551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:38.298314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:38.298398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:38.298432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:38.419622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:38.419775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:38.419814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:38.419843] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:38.423785] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: UP (p=98.43%)
[2025-12-19T20:20:38.424050] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-12-19T20:20:38.424176] [INFO ] [sig       ] DMO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:38.566437] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DMO.txt
[2025-12-19T20:20:38.566550] [INFO ] [sig       ] [964/3561] Completed DMO in 0.3s | 2.89 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-19T20:20:38.566609] [INFO ] [sig       ] [965/3561] Forecasting DMRC...
[2025-12-19T20:20:38.566639] [INFO ] [sig       ] Generating forecast for: DMRC
[2025-12-19T20:20:38.566668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2025-12-19T20:20:38.578552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2025-12-19T20:20:38.578892] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2025-12-19T20:20:38.579842] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2025-12-19T20:20:38.579892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:38.579923] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:38.579950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:38.580005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:38.637266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:38.638036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:38.638136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:38.638169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:38.759248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:38.759401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:38.759661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:38.759693] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:38.763244] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: DOWN (p=43.65%)
[2025-12-19T20:20:38.763692] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2025-12-19T20:20:38.763809] [INFO ] [sig       ] DMRC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:38.906500] [INFO ] [LOCAL     ] Saved forecast: DMRC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DMRC.txt
[2025-12-19T20:20:38.906854] [INFO ] [sig       ] [965/3561] Completed DMRC in 0.3s | 2.89 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-19T20:20:38.906900] [INFO ] [sig       ] [966/3561] Forecasting DMXF...
[2025-12-19T20:20:38.906931] [INFO ] [sig       ] Generating forecast for: DMXF
[2025-12-19T20:20:38.906961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2025-12-19T20:20:38.918245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2025-12-19T20:20:38.918799] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2025-12-19T20:20:38.919564] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2025-12-19T20:20:38.919633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:38.919665] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:38.919692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:38.919748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:38.977603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:38.978185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:38.978260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:38.978291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:39.097121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:39.097252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:39.097288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:39.097317] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:39.101177] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: DOWN (p=19.48%)
[2025-12-19T20:20:39.101602] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2025-12-19T20:20:39.101724] [INFO ] [sig       ] DMXF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:39.244147] [INFO ] [LOCAL     ] Saved forecast: DMXF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DMXF.txt
[2025-12-19T20:20:39.244290] [INFO ] [sig       ] [966/3561] Completed DMXF in 0.3s | 2.89 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-19T20:20:39.244334] [INFO ] [sig       ] [967/3561] Forecasting DNA...
[2025-12-19T20:20:39.244365] [INFO ] [sig       ] Generating forecast for: DNA
[2025-12-19T20:20:39.244395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-12-19T20:20:39.257264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2025-12-19T20:20:39.257811] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-12-19T20:20:39.258779] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-12-19T20:20:39.258829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:39.258861] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:39.258888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:39.258944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:39.316240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:39.317057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:39.317135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:39.317165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:39.445895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:39.446051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:39.446090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:39.446118] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:39.449467] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: UP (p=90.39%)
[2025-12-19T20:20:39.449771] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-12-19T20:20:39.449913] [INFO ] [sig       ] DNA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:39.604898] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DNA.txt
[2025-12-19T20:20:39.605075] [INFO ] [sig       ] [967/3561] Completed DNA in 0.4s | 2.89 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-19T20:20:39.605127] [INFO ] [sig       ] [968/3561] Forecasting DNLI...
[2025-12-19T20:20:39.605158] [INFO ] [sig       ] Generating forecast for: DNLI
[2025-12-19T20:20:39.605188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2025-12-19T20:20:39.617714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2025-12-19T20:20:39.618115] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2025-12-19T20:20:39.619249] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2025-12-19T20:20:39.619303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:39.619337] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:39.619364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:39.619421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:39.678474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:39.679351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:39.679439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:39.679471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:39.802842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:39.802978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:39.803015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:39.803044] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:39.806910] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: DOWN (p=36.23%)
[2025-12-19T20:20:39.807172] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2025-12-19T20:20:39.807289] [INFO ] [sig       ] DNLI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:39.945128] [INFO ] [LOCAL     ] Saved forecast: DNLI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DNLI.txt
[2025-12-19T20:20:39.945275] [INFO ] [sig       ] [968/3561] Completed DNLI in 0.3s | 2.89 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-19T20:20:39.945323] [INFO ] [sig       ] [969/3561] Forecasting DNP...
[2025-12-19T20:20:39.945358] [INFO ] [sig       ] Generating forecast for: DNP
[2025-12-19T20:20:39.945394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-12-19T20:20:39.956318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2025-12-19T20:20:39.956675] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-12-19T20:20:39.957425] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-12-19T20:20:39.957475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:39.957507] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:39.957533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:39.957610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:40.015322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:40.016087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:40.016164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:40.016195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:40.141553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:40.141704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:40.141758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:40.141787] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:40.145036] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=72.65%)
[2025-12-19T20:20:40.145303] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-12-19T20:20:40.145423] [INFO ] [sig       ] DNP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:40.284454] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DNP.txt
[2025-12-19T20:20:40.284592] [INFO ] [sig       ] [969/3561] Completed DNP in 0.3s | 2.89 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-19T20:20:40.284634] [INFO ] [sig       ] [970/3561] Forecasting DNTH...
[2025-12-19T20:20:40.284662] [INFO ] [sig       ] Generating forecast for: DNTH
[2025-12-19T20:20:40.284691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2025-12-19T20:20:40.296709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2025-12-19T20:20:40.297040] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2025-12-19T20:20:40.297837] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2025-12-19T20:20:40.297889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:40.297921] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:40.297949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:40.298006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:40.355015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:40.355755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:40.355835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:40.355867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:40.476982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:40.477126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:40.477164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:40.477191] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:40.480494] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: UP (p=99.43%)
[2025-12-19T20:20:40.480773] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2025-12-19T20:20:40.480896] [INFO ] [sig       ] DNTH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:40.618812] [INFO ] [LOCAL     ] Saved forecast: DNTH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DNTH.txt
[2025-12-19T20:20:40.618935] [INFO ] [sig       ] [970/3561] Completed DNTH in 0.3s | 2.89 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-19T20:20:40.618976] [INFO ] [sig       ] [971/3561] Forecasting DOCN...
[2025-12-19T20:20:40.619005] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-12-19T20:20:40.619036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-12-19T20:20:40.630103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2025-12-19T20:20:40.630457] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-12-19T20:20:40.631287] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-12-19T20:20:40.631340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:40.631373] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:40.631401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:40.631459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:40.687771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:40.688366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:40.688460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:40.688491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:40.810163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:40.810303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:40.810342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:40.810370] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:40.813624] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=36.10%)
[2025-12-19T20:20:40.813886] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-12-19T20:20:40.814005] [INFO ] [sig       ] DOCN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:40.952108] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DOCN.txt
[2025-12-19T20:20:40.952216] [INFO ] [sig       ] [971/3561] Completed DOCN in 0.3s | 2.89 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-19T20:20:40.952264] [INFO ] [sig       ] [972/3561] Forecasting DOCS...
[2025-12-19T20:20:40.952292] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-12-19T20:20:40.952324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-12-19T20:20:40.964482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2025-12-19T20:20:40.965003] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-12-19T20:20:40.965917] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-12-19T20:20:40.965966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:40.966021] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:40.966050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:40.966106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:41.023356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:41.024136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:41.024212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:41.024244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:41.148622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:41.148783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:41.148821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:41.148849] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:41.152199] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: DOWN (p=42.43%)
[2025-12-19T20:20:41.152460] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-12-19T20:20:41.152594] [INFO ] [sig       ] DOCS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:41.292293] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DOCS.txt
[2025-12-19T20:20:41.292424] [INFO ] [sig       ] [972/3561] Completed DOCS in 0.3s | 2.89 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-19T20:20:41.292465] [INFO ] [sig       ] [973/3561] Forecasting DOGZ...
[2025-12-19T20:20:41.292495] [INFO ] [sig       ] Generating forecast for: DOGZ
[2025-12-19T20:20:41.292525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2025-12-19T20:20:41.303700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2025-12-19T20:20:41.304021] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2025-12-19T20:20:41.304816] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2025-12-19T20:20:41.304867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:41.304911] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:41.304939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:41.304995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:41.360930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:41.361829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:41.361906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:41.361938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:41.489088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:41.489252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:41.489304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:41.489338] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:41.492880] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: DOWN (p=21.69%)
[2025-12-19T20:20:41.493210] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2025-12-19T20:20:41.493341] [INFO ] [sig       ] DOGZ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:41.630672] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DOGZ.txt
[2025-12-19T20:20:41.630793] [INFO ] [sig       ] [973/3561] Completed DOGZ in 0.3s | 2.89 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-19T20:20:41.630830] [INFO ] [sig       ] [974/3561] Forecasting DOLE...
[2025-12-19T20:20:41.630860] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-12-19T20:20:41.630888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-12-19T20:20:41.642566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2025-12-19T20:20:41.642916] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-12-19T20:20:41.643681] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-12-19T20:20:41.643731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:41.643762] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:41.643789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:41.643845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:41.700523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:41.701130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:41.701205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:41.701236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:41.821303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:41.821447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:41.821484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:41.821512] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:41.824794] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: UP (p=63.85%)
[2025-12-19T20:20:41.825054] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-12-19T20:20:41.825171] [INFO ] [sig       ] DOLE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:41.963373] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DOLE.txt
[2025-12-19T20:20:41.963496] [INFO ] [sig       ] [974/3561] Completed DOLE in 0.3s | 2.89 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-19T20:20:41.963535] [INFO ] [sig       ] [975/3561] Forecasting DOMO...
[2025-12-19T20:20:41.963563] [INFO ] [sig       ] Generating forecast for: DOMO
[2025-12-19T20:20:41.963613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2025-12-19T20:20:41.975267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2025-12-19T20:20:41.975813] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2025-12-19T20:20:41.976554] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2025-12-19T20:20:41.976621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:41.976654] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:41.976681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:41.976737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:42.033911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:42.034495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:42.034570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:42.034620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:42.156668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:42.156803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:42.156840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:42.156895] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:42.160809] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: UP (p=78.41%)
[2025-12-19T20:20:42.161069] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2025-12-19T20:20:42.161187] [INFO ] [sig       ] DOMO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:42.308172] [INFO ] [LOCAL     ] Saved forecast: DOMO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DOMO.txt
[2025-12-19T20:20:42.308309] [INFO ] [sig       ] [975/3561] Completed DOMO in 0.3s | 2.89 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-19T20:20:42.308348] [INFO ] [sig       ] [976/3561] Forecasting DORM...
[2025-12-19T20:20:42.308376] [INFO ] [sig       ] Generating forecast for: DORM
[2025-12-19T20:20:42.308406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2025-12-19T20:20:42.320791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2025-12-19T20:20:42.321127] [INFO ] [FORECASTER] Starting predict_future for DORM
[2025-12-19T20:20:42.322115] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2025-12-19T20:20:42.322166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:42.322198] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:42.322224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:42.322278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:42.382269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:42.382987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:42.383064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:42.383097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:42.507317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:42.507480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:42.507518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:42.507546] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:42.510922] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: UP (p=52.47%)
[2025-12-19T20:20:42.511186] [INFO ] [FORECASTER] Completed predict_future for DORM
[2025-12-19T20:20:42.511304] [INFO ] [sig       ] DORM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:42.649865] [INFO ] [LOCAL     ] Saved forecast: DORM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DORM.txt
[2025-12-19T20:20:42.649979] [INFO ] [sig       ] [976/3561] Completed DORM in 0.3s | 2.89 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-19T20:20:42.650017] [INFO ] [sig       ] [977/3561] Forecasting DOUG...
[2025-12-19T20:20:42.650052] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-12-19T20:20:42.650083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-12-19T20:20:42.661540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2025-12-19T20:20:42.661879] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-12-19T20:20:42.662644] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-12-19T20:20:42.662694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:42.662726] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:42.662752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:42.662808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:42.720154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:42.720853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:42.720930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:42.720962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:42.839790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:42.839932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:42.839969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:42.839998] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:42.843461] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: UP (p=52.81%)
[2025-12-19T20:20:42.843740] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-12-19T20:20:42.843860] [INFO ] [sig       ] DOUG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:42.987992] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DOUG.txt
[2025-12-19T20:20:42.988137] [INFO ] [sig       ] [977/3561] Completed DOUG in 0.3s | 2.89 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-19T20:20:42.988177] [INFO ] [sig       ] [978/3561] Forecasting DOX...
[2025-12-19T20:20:42.988205] [INFO ] [sig       ] Generating forecast for: DOX
[2025-12-19T20:20:42.988236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2025-12-19T20:20:43.000676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2025-12-19T20:20:43.001001] [INFO ] [FORECASTER] Starting predict_future for DOX
[2025-12-19T20:20:43.001774] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2025-12-19T20:20:43.001824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:43.001856] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:43.001884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:43.001939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:43.057734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:43.058404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:43.058491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:43.058522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:43.180079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:43.180235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:43.180273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:43.180301] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:43.183686] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=79.45%)
[2025-12-19T20:20:43.183950] [INFO ] [FORECASTER] Completed predict_future for DOX
[2025-12-19T20:20:43.184070] [INFO ] [sig       ] DOX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:43.320918] [INFO ] [LOCAL     ] Saved forecast: DOX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DOX.txt
[2025-12-19T20:20:43.321043] [INFO ] [sig       ] [978/3561] Completed DOX in 0.3s | 2.89 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-19T20:20:43.321082] [INFO ] [sig       ] [979/3561] Forecasting DPG...
[2025-12-19T20:20:43.321111] [INFO ] [sig       ] Generating forecast for: DPG
[2025-12-19T20:20:43.321140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-12-19T20:20:43.332495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2025-12-19T20:20:43.332882] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-12-19T20:20:43.333680] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-12-19T20:20:43.333730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:43.333762] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:43.333788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:43.333844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:43.389220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:43.390058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:43.390138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:43.390170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:43.507637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:43.507797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:43.507835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:43.507863] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:43.511248] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: UP (p=82.51%)
[2025-12-19T20:20:43.511529] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-12-19T20:20:43.511673] [INFO ] [sig       ] DPG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:43.651098] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DPG.txt
[2025-12-19T20:20:43.651225] [INFO ] [sig       ] [979/3561] Completed DPG in 0.3s | 2.89 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-19T20:20:43.651263] [INFO ] [sig       ] [980/3561] Forecasting DPRO...
[2025-12-19T20:20:43.651292] [INFO ] [sig       ] Generating forecast for: DPRO
[2025-12-19T20:20:43.651322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2025-12-19T20:20:43.662762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2025-12-19T20:20:43.663077] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2025-12-19T20:20:43.663838] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2025-12-19T20:20:43.663888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:43.663920] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:43.663946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:43.664002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:43.719176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:43.719776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:43.719850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:43.719882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:43.837246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:43.837418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:43.837466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:43.837510] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:43.840927] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: DOWN (p=14.12%)
[2025-12-19T20:20:43.841196] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2025-12-19T20:20:43.841317] [INFO ] [sig       ] DPRO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:43.979103] [INFO ] [LOCAL     ] Saved forecast: DPRO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DPRO.txt
[2025-12-19T20:20:43.979218] [INFO ] [sig       ] [980/3561] Completed DPRO in 0.3s | 2.89 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-19T20:20:43.979254] [INFO ] [sig       ] [981/3561] Forecasting DPZ...
[2025-12-19T20:20:43.979284] [INFO ] [sig       ] Generating forecast for: DPZ
[2025-12-19T20:20:43.979312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2025-12-19T20:20:43.990912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2025-12-19T20:20:43.991233] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2025-12-19T20:20:43.992002] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2025-12-19T20:20:43.992052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:43.992083] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:43.992109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:43.992165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:44.047977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:44.048557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:44.048648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:44.048696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:44.170717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:44.170885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:44.170925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:44.170954] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:44.174444] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: UP (p=77.16%)
[2025-12-19T20:20:44.174742] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2025-12-19T20:20:44.174867] [INFO ] [sig       ] DPZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:44.315525] [INFO ] [LOCAL     ] Saved forecast: DPZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DPZ.txt
[2025-12-19T20:20:44.315716] [INFO ] [sig       ] [981/3561] Completed DPZ in 0.3s | 2.89 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-19T20:20:44.315758] [INFO ] [sig       ] [982/3561] Forecasting DQ...
[2025-12-19T20:20:44.315788] [INFO ] [sig       ] Generating forecast for: DQ
[2025-12-19T20:20:44.315818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-12-19T20:20:44.328206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2025-12-19T20:20:44.328532] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-12-19T20:20:44.329392] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-12-19T20:20:44.329445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:44.329476] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:44.329503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:44.329558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:44.386195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:44.386960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:44.387066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:44.387099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:44.514177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:44.514373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:44.514424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:44.514455] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:44.517870] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2025-12-19T20:20:44.518131] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-12-19T20:20:44.518260] [INFO ] [sig       ] DQ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:44.657002] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DQ.txt
[2025-12-19T20:20:44.657138] [INFO ] [sig       ] [982/3561] Completed DQ in 0.3s | 2.89 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-19T20:20:44.657178] [INFO ] [sig       ] [983/3561] Forecasting DRD...
[2025-12-19T20:20:44.657206] [INFO ] [sig       ] Generating forecast for: DRD
[2025-12-19T20:20:44.657237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-12-19T20:20:44.668784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2025-12-19T20:20:44.669142] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-12-19T20:20:44.669941] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-12-19T20:20:44.669992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:44.670023] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:44.670049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:44.670103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:44.726516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:44.727301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:44.727385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:44.727418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:44.849146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:44.849303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:44.849344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:44.849373] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:44.852711] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: DOWN (p=30.48%)
[2025-12-19T20:20:44.852979] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-12-19T20:20:44.853100] [INFO ] [sig       ] DRD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:44.998067] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DRD.txt
[2025-12-19T20:20:44.998208] [INFO ] [sig       ] [983/3561] Completed DRD in 0.3s | 2.89 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-19T20:20:44.998247] [INFO ] [sig       ] [984/3561] Forecasting DRH...
[2025-12-19T20:20:44.998276] [INFO ] [sig       ] Generating forecast for: DRH
[2025-12-19T20:20:44.998306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-12-19T20:20:45.010094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2025-12-19T20:20:45.010433] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-12-19T20:20:45.011194] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-12-19T20:20:45.011245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:45.011276] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:45.011302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:45.011369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:45.068893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:45.069691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:45.069771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:45.069805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:45.193332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:45.193487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:45.193527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:45.193554] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:45.196867] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: UP (p=69.93%)
[2025-12-19T20:20:45.197126] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-12-19T20:20:45.197245] [INFO ] [sig       ] DRH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:45.342098] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DRH.txt
[2025-12-19T20:20:45.342238] [INFO ] [sig       ] [984/3561] Completed DRH in 0.3s | 2.89 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-19T20:20:45.342276] [INFO ] [sig       ] [985/3561] Forecasting DRI...
[2025-12-19T20:20:45.342306] [INFO ] [sig       ] Generating forecast for: DRI
[2025-12-19T20:20:45.342336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-12-19T20:20:45.354517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2025-12-19T20:20:45.354869] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-12-19T20:20:45.355815] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-12-19T20:20:45.355866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:45.355897] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:45.355924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:45.355980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:45.413137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:45.413819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:45.413902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:45.413938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:45.542867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:45.543022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:45.543062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:45.543089] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:45.546478] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=34.29%)
[2025-12-19T20:20:45.546761] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-12-19T20:20:45.546886] [INFO ] [sig       ] DRI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:45.694744] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DRI.txt
[2025-12-19T20:20:45.694910] [INFO ] [sig       ] [985/3561] Completed DRI in 0.4s | 2.89 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-19T20:20:45.694950] [INFO ] [sig       ] [986/3561] Forecasting DRIO...
[2025-12-19T20:20:45.694979] [INFO ] [sig       ] Generating forecast for: DRIO
[2025-12-19T20:20:45.695008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2025-12-19T20:20:45.707659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2025-12-19T20:20:45.707979] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2025-12-19T20:20:45.708770] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2025-12-19T20:20:45.708832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:45.708864] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:45.708889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:45.708944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:45.783706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:45.784555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:45.784856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:45.784889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:45.904033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:45.904186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:45.904225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:45.904254] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:45.907552] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: UP (p=86.32%)
[2025-12-19T20:20:45.907834] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2025-12-19T20:20:45.908162] [INFO ] [sig       ] DRIO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:46.056454] [INFO ] [LOCAL     ] Saved forecast: DRIO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DRIO.txt
[2025-12-19T20:20:46.056618] [INFO ] [sig       ] [986/3561] Completed DRIO in 0.4s | 2.89 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-19T20:20:46.056850] [INFO ] [sig       ] [987/3561] Forecasting DRLL...
[2025-12-19T20:20:46.056881] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-12-19T20:20:46.056910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-12-19T20:20:46.069126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2025-12-19T20:20:46.069506] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-12-19T20:20:46.070486] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-12-19T20:20:46.070545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:46.070596] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:46.070629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:46.070687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:46.129129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:46.129861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:46.129939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:46.129973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:46.257855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:46.258011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:46.258050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:46.258078] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:46.261834] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: DOWN (p=43.11%)
[2025-12-19T20:20:46.262094] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-12-19T20:20:46.262215] [INFO ] [sig       ] DRLL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:46.408721] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DRLL.txt
[2025-12-19T20:20:46.408885] [INFO ] [sig       ] [987/3561] Completed DRLL in 0.4s | 2.89 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-19T20:20:46.408925] [INFO ] [sig       ] [988/3561] Forecasting DRMA...
[2025-12-19T20:20:46.408954] [INFO ] [sig       ] Generating forecast for: DRMA
[2025-12-19T20:20:46.408983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2025-12-19T20:20:46.421174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2025-12-19T20:20:46.421617] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2025-12-19T20:20:46.422425] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2025-12-19T20:20:46.422498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:46.422542] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:46.422591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:46.422827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:46.483455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:46.484325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:46.484419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:46.484459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:46.604005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:46.604167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:46.604208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:46.604238] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:46.608005] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: UP (p=85.45%)
[2025-12-19T20:20:46.608280] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2025-12-19T20:20:46.608403] [INFO ] [sig       ] DRMA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:46.755557] [INFO ] [LOCAL     ] Saved forecast: DRMA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DRMA.txt
[2025-12-19T20:20:46.755715] [INFO ] [sig       ] [988/3561] Completed DRMA in 0.3s | 2.89 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-19T20:20:46.755755] [INFO ] [sig       ] [989/3561] Forecasting DRS...
[2025-12-19T20:20:46.755783] [INFO ] [sig       ] Generating forecast for: DRS
[2025-12-19T20:20:46.755812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2025-12-19T20:20:46.769022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2025-12-19T20:20:46.769376] [INFO ] [FORECASTER] Starting predict_future for DRS
[2025-12-19T20:20:46.770223] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2025-12-19T20:20:46.770274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:46.770342] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:46.770374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:46.770445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:46.829903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:46.830879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:46.830960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:46.830993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:46.954777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:46.954934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:46.954975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:46.955007] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:46.959136] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2025-12-19T20:20:46.959435] [INFO ] [FORECASTER] Completed predict_future for DRS
[2025-12-19T20:20:46.959567] [INFO ] [sig       ] DRS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:47.110812] [INFO ] [LOCAL     ] Saved forecast: DRS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DRS.txt
[2025-12-19T20:20:47.110957] [INFO ] [sig       ] [989/3561] Completed DRS in 0.4s | 2.89 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-19T20:20:47.111005] [INFO ] [sig       ] [990/3561] Forecasting DRTS...
[2025-12-19T20:20:47.111035] [INFO ] [sig       ] Generating forecast for: DRTS
[2025-12-19T20:20:47.111065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2025-12-19T20:20:47.123248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2025-12-19T20:20:47.123620] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2025-12-19T20:20:47.124405] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2025-12-19T20:20:47.124459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:47.124493] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:47.124522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:47.124601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:47.183153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:47.183897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:47.183994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:47.184026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:47.309394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:47.309565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:47.309631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:47.309661] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:47.313192] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: UP (p=91.11%)
[2025-12-19T20:20:47.313477] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2025-12-19T20:20:47.313798] [INFO ] [sig       ] DRTS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:47.460368] [INFO ] [LOCAL     ] Saved forecast: DRTS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DRTS.txt
[2025-12-19T20:20:47.460533] [INFO ] [sig       ] [990/3561] Completed DRTS in 0.3s | 2.89 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-19T20:20:47.460604] [INFO ] [sig       ] [991/3561] Forecasting DRUG...
[2025-12-19T20:20:47.460642] [INFO ] [sig       ] Generating forecast for: DRUG
[2025-12-19T20:20:47.460675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2025-12-19T20:20:47.472333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2025-12-19T20:20:47.472695] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2025-12-19T20:20:47.473501] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2025-12-19T20:20:47.473559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:47.473625] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:47.473659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:47.473739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:47.548407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:47.549385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:47.549473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:47.549506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:47.679502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:47.679675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:47.679715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:47.679742] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:47.683203] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: DOWN (p=30.32%)
[2025-12-19T20:20:47.683482] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2025-12-19T20:20:47.683621] [INFO ] [sig       ] DRUG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:47.835309] [INFO ] [LOCAL     ] Saved forecast: DRUG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DRUG.txt
[2025-12-19T20:20:47.835437] [INFO ] [sig       ] [991/3561] Completed DRUG in 0.4s | 2.89 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-19T20:20:47.835477] [INFO ] [sig       ] [992/3561] Forecasting DRVN...
[2025-12-19T20:20:47.835506] [INFO ] [sig       ] Generating forecast for: DRVN
[2025-12-19T20:20:47.835536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2025-12-19T20:20:47.848398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2025-12-19T20:20:47.848751] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2025-12-19T20:20:47.849495] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2025-12-19T20:20:47.849545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:47.849595] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:47.849624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:47.849830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:47.907669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:47.908257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:47.908333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:47.908364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:48.028706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:48.028861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:48.028898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:48.028956] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:48.032433] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: UP (p=99.44%)
[2025-12-19T20:20:48.032913] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2025-12-19T20:20:48.033032] [INFO ] [sig       ] DRVN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:48.171801] [INFO ] [LOCAL     ] Saved forecast: DRVN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DRVN.txt
[2025-12-19T20:20:48.171920] [INFO ] [sig       ] [992/3561] Completed DRVN in 0.3s | 2.89 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-19T20:20:48.171958] [INFO ] [sig       ] [993/3561] Forecasting DSGN...
[2025-12-19T20:20:48.171986] [INFO ] [sig       ] Generating forecast for: DSGN
[2025-12-19T20:20:48.172017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'.
[2025-12-19T20:20:48.182915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGN'.
[2025-12-19T20:20:48.183274] [INFO ] [FORECASTER] Starting predict_future for DSGN
[2025-12-19T20:20:48.184054] [DEBUG] [LOCAL     ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt
[2025-12-19T20:20:48.184105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:48.184137] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:48.184163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:48.184219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:48.241961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:48.242645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:48.242722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:48.242754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:48.361938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:48.362094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:48.362149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:48.362179] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:48.365856] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: DOWN (p=19.43%)
[2025-12-19T20:20:48.366120] [INFO ] [FORECASTER] Completed predict_future for DSGN
[2025-12-19T20:20:48.366245] [INFO ] [sig       ] DSGN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:48.504534] [INFO ] [LOCAL     ] Saved forecast: DSGN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DSGN.txt
[2025-12-19T20:20:48.504674] [INFO ] [sig       ] [993/3561] Completed DSGN in 0.3s | 2.89 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-19T20:20:48.504713] [INFO ] [sig       ] [994/3561] Forecasting DSGX...
[2025-12-19T20:20:48.504743] [INFO ] [sig       ] Generating forecast for: DSGX
[2025-12-19T20:20:48.504772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2025-12-19T20:20:48.516882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2025-12-19T20:20:48.517210] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2025-12-19T20:20:48.518166] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2025-12-19T20:20:48.518217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:48.518248] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:48.518275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:48.518331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:48.576745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:48.577341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:48.577417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:48.577449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:48.695328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:48.695464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:48.695501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:48.695530] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:48.699001] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: DOWN (p=12.96%)
[2025-12-19T20:20:48.699265] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2025-12-19T20:20:48.699382] [INFO ] [sig       ] DSGX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:48.837911] [INFO ] [LOCAL     ] Saved forecast: DSGX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DSGX.txt
[2025-12-19T20:20:48.838038] [INFO ] [sig       ] [994/3561] Completed DSGX in 0.3s | 2.89 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-19T20:20:48.838077] [INFO ] [sig       ] [995/3561] Forecasting DSL...
[2025-12-19T20:20:48.838105] [INFO ] [sig       ] Generating forecast for: DSL
[2025-12-19T20:20:48.838136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-12-19T20:20:48.849696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2025-12-19T20:20:48.850018] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-12-19T20:20:48.850811] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-12-19T20:20:48.850861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:48.850893] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:48.850921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:48.850977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:48.907124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:48.907743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:48.907819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:48.907850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:49.027872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:49.028012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:49.028050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:49.028077] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:49.031350] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: UP (p=83.99%)
[2025-12-19T20:20:49.031647] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-12-19T20:20:49.031764] [INFO ] [sig       ] DSL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:49.171590] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DSL.txt
[2025-12-19T20:20:49.171938] [INFO ] [sig       ] [995/3561] Completed DSL in 0.3s | 2.89 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-19T20:20:49.171978] [INFO ] [sig       ] [996/3561] Forecasting DSM...
[2025-12-19T20:20:49.172006] [INFO ] [sig       ] Generating forecast for: DSM
[2025-12-19T20:20:49.172035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-12-19T20:20:49.185005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2025-12-19T20:20:49.185325] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-12-19T20:20:49.186122] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-12-19T20:20:49.186172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:49.186204] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:49.186231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:49.186287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:49.244648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:49.245445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:49.245523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:49.245555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:49.364175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:49.364309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:49.364347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:49.364376] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:49.367627] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-12-19T20:20:49.367912] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-12-19T20:20:49.368032] [INFO ] [sig       ] DSM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:49.510701] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DSM.txt
[2025-12-19T20:20:49.510835] [INFO ] [sig       ] [996/3561] Completed DSM in 0.3s | 2.89 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-19T20:20:49.510875] [INFO ] [sig       ] [997/3561] Forecasting DSP...
[2025-12-19T20:20:49.510903] [INFO ] [sig       ] Generating forecast for: DSP
[2025-12-19T20:20:49.510933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2025-12-19T20:20:49.523313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2025-12-19T20:20:49.523829] [INFO ] [FORECASTER] Starting predict_future for DSP
[2025-12-19T20:20:49.524600] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2025-12-19T20:20:49.524650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:49.524694] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:49.524721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:49.524777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:49.583076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:49.583721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:49.583801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:49.583834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:49.713437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:49.713611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:49.713828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:49.713856] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:49.717162] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: UP (p=86.34%)
[2025-12-19T20:20:49.717429] [INFO ] [FORECASTER] Completed predict_future for DSP
[2025-12-19T20:20:49.717554] [INFO ] [sig       ] DSP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:49.859600] [INFO ] [LOCAL     ] Saved forecast: DSP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DSP.txt
[2025-12-19T20:20:49.859767] [INFO ] [sig       ] [997/3561] Completed DSP in 0.3s | 2.89 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-19T20:20:49.859808] [INFO ] [sig       ] [998/3561] Forecasting DSX...
[2025-12-19T20:20:49.859838] [INFO ] [sig       ] Generating forecast for: DSX
[2025-12-19T20:20:49.859867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-12-19T20:20:49.872026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2025-12-19T20:20:49.872333] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-12-19T20:20:49.873098] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-12-19T20:20:49.873149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:49.873180] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:49.873206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:49.873262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:49.930912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:49.931793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:49.931874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:49.931906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:50.053291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:50.053433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:50.053470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:50.053498] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:50.057043] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: UP (p=93.82%)
[2025-12-19T20:20:50.057303] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-12-19T20:20:50.057420] [INFO ] [sig       ] DSX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:50.195771] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DSX.txt
[2025-12-19T20:20:50.195882] [INFO ] [sig       ] [998/3561] Completed DSX in 0.3s | 2.89 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-19T20:20:50.195920] [INFO ] [sig       ] [999/3561] Forecasting DTB...
[2025-12-19T20:20:50.195950] [INFO ] [sig       ] Generating forecast for: DTB
[2025-12-19T20:20:50.195979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-12-19T20:20:50.207517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2025-12-19T20:20:50.207860] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-12-19T20:20:50.208620] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-12-19T20:20:50.208694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:50.208728] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:50.208756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:50.208811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:50.267123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:50.267916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:50.267992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:50.268049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:50.383113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:50.383232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:50.383268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:50.383296] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:50.386676] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: UP (p=78.31%)
[2025-12-19T20:20:50.386936] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-12-19T20:20:50.387057] [INFO ] [sig       ] DTB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:50.524925] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DTB.txt
[2025-12-19T20:20:50.525049] [INFO ] [sig       ] [999/3561] Completed DTB in 0.3s | 2.89 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-19T20:20:50.525087] [INFO ] [sig       ] [1000/3561] Forecasting DTE...
[2025-12-19T20:20:50.525116] [INFO ] [sig       ] Generating forecast for: DTE
[2025-12-19T20:20:50.525146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-12-19T20:20:50.536898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2025-12-19T20:20:50.537248] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-12-19T20:20:50.538023] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-12-19T20:20:50.538075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:50.538106] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:50.538133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:50.538188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:50.593594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:50.594179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:50.594254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:50.594285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:50.709992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:50.710146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:50.710184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:50.710212] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:50.713653] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: DOWN (p=42.78%)
[2025-12-19T20:20:50.713914] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-12-19T20:20:50.714032] [INFO ] [sig       ] DTE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:50.852846] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DTE.txt
[2025-12-19T20:20:50.852985] [INFO ] [sig       ] [1000/3561] Completed DTE in 0.3s | 2.89 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-19T20:20:50.853024] [INFO ] [sig       ] [1001/3561] Forecasting DTG...
[2025-12-19T20:20:50.853058] [INFO ] [sig       ] Generating forecast for: DTG
[2025-12-19T20:20:50.853088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-12-19T20:20:50.865257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2025-12-19T20:20:50.865685] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-12-19T20:20:50.866479] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-12-19T20:20:50.866531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:50.866562] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:50.866611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:50.866669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:50.926604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:50.927489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:50.927631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:50.927689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:51.049147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:51.049320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:51.049360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:51.049387] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:51.052905] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: UP (p=62.58%)
[2025-12-19T20:20:51.053198] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-12-19T20:20:51.053326] [INFO ] [sig       ] DTG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:51.194242] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DTG.txt
[2025-12-19T20:20:51.194400] [INFO ] [sig       ] [1001/3561] Completed DTG in 0.3s | 2.89 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-19T20:20:51.194439] [INFO ] [sig       ] [1002/3561] Forecasting DTIL...
[2025-12-19T20:20:51.194468] [INFO ] [sig       ] Generating forecast for: DTIL
[2025-12-19T20:20:51.194500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2025-12-19T20:20:51.206045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2025-12-19T20:20:51.206440] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2025-12-19T20:20:51.207267] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2025-12-19T20:20:51.207319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:51.207349] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:51.207377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:51.207433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:51.265709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:51.266553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:51.266676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:51.266715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:51.384027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:51.384187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:51.384226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:51.384255] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:51.387629] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: UP (p=96.66%)
[2025-12-19T20:20:51.387902] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2025-12-19T20:20:51.388022] [INFO ] [sig       ] DTIL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:51.527060] [INFO ] [LOCAL     ] Saved forecast: DTIL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DTIL.txt
[2025-12-19T20:20:51.527246] [INFO ] [sig       ] [1002/3561] Completed DTIL in 0.3s | 2.89 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-19T20:20:51.527289] [INFO ] [sig       ] [1003/3561] Forecasting DTM...
[2025-12-19T20:20:51.527321] [INFO ] [sig       ] Generating forecast for: DTM
[2025-12-19T20:20:51.527352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-12-19T20:20:51.539950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2025-12-19T20:20:51.540325] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-12-19T20:20:51.541140] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-12-19T20:20:51.541191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:51.541222] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:51.541249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:51.541304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:51.596738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:51.597489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:51.597569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:51.597620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:51.734958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:51.735118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:51.735157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:51.735185] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:51.738532] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: UP (p=76.32%)
[2025-12-19T20:20:51.739461] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-12-19T20:20:51.739898] [INFO ] [sig       ] DTM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:51.879139] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DTM.txt
[2025-12-19T20:20:51.879301] [INFO ] [sig       ] [1003/3561] Completed DTM in 0.4s | 2.89 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-19T20:20:51.879342] [INFO ] [sig       ] [1004/3561] Forecasting DUK...
[2025-12-19T20:20:51.879371] [INFO ] [sig       ] Generating forecast for: DUK
[2025-12-19T20:20:51.879401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-12-19T20:20:51.891164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2025-12-19T20:20:51.891516] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-12-19T20:20:51.892276] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-12-19T20:20:51.892327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:51.892358] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:51.892385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:51.892440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:51.949301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:51.950146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:51.950227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:51.950259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:52.066923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:52.067051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:52.067088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:52.067133] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:52.070643] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: DOWN (p=39.25%)
[2025-12-19T20:20:52.070905] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-12-19T20:20:52.071024] [INFO ] [sig       ] DUK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:52.207881] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DUK.txt
[2025-12-19T20:20:52.208001] [INFO ] [sig       ] [1004/3561] Completed DUK in 0.3s | 2.89 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-19T20:20:52.208060] [INFO ] [sig       ] [1005/3561] Forecasting DUKB...
[2025-12-19T20:20:52.208104] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-12-19T20:20:52.208136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-12-19T20:20:52.219103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2025-12-19T20:20:52.219429] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-12-19T20:20:52.220453] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-12-19T20:20:52.220505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:52.220538] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:52.220565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:52.220644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:52.280280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:52.281017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:52.281095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:52.281126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:52.401838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:52.401968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:52.402005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:52.402035] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:52.405382] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: UP (p=54.71%)
[2025-12-19T20:20:52.405674] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-12-19T20:20:52.405793] [INFO ] [sig       ] DUKB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:52.548728] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DUKB.txt
[2025-12-19T20:20:52.548868] [INFO ] [sig       ] [1005/3561] Completed DUKB in 0.3s | 2.89 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-19T20:20:52.548909] [INFO ] [sig       ] [1006/3561] Forecasting DUOL...
[2025-12-19T20:20:52.548939] [INFO ] [sig       ] Generating forecast for: DUOL
[2025-12-19T20:20:52.548974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2025-12-19T20:20:52.559510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2025-12-19T20:20:52.559848] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2025-12-19T20:20:52.560678] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2025-12-19T20:20:52.560730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:52.560788] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:52.560818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:52.560875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:52.619670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:52.620279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:52.620355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:52.620397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:52.742387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:52.742539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:52.742592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:52.742622] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:52.745892] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: UP (p=74.97%)
[2025-12-19T20:20:52.746152] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2025-12-19T20:20:52.746272] [INFO ] [sig       ] DUOL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:52.884168] [INFO ] [LOCAL     ] Saved forecast: DUOL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DUOL.txt
[2025-12-19T20:20:52.884294] [INFO ] [sig       ] [1006/3561] Completed DUOL in 0.3s | 2.89 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-19T20:20:52.884333] [INFO ] [sig       ] [1007/3561] Forecasting DVA...
[2025-12-19T20:20:52.884362] [INFO ] [sig       ] Generating forecast for: DVA
[2025-12-19T20:20:52.884391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-12-19T20:20:52.896989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2025-12-19T20:20:52.897319] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-12-19T20:20:52.898272] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-12-19T20:20:52.898323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:52.898355] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:52.898383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:52.898438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:52.953976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:52.954563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:52.954655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:52.954687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:53.075447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:53.075597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:53.075637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:53.075666] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:53.079461] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2025-12-19T20:20:53.079742] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-12-19T20:20:53.079860] [INFO ] [sig       ] DVA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:53.219112] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DVA.txt
[2025-12-19T20:20:53.219234] [INFO ] [sig       ] [1007/3561] Completed DVA in 0.3s | 2.89 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-19T20:20:53.219270] [INFO ] [sig       ] [1008/3561] Forecasting DVAX...
[2025-12-19T20:20:53.219300] [INFO ] [sig       ] Generating forecast for: DVAX
[2025-12-19T20:20:53.219330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'.
[2025-12-19T20:20:53.230542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVAX'.
[2025-12-19T20:20:53.230877] [INFO ] [FORECASTER] Starting predict_future for DVAX
[2025-12-19T20:20:53.231684] [DEBUG] [LOCAL     ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt
[2025-12-19T20:20:53.231735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:53.231767] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:53.231794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:53.231860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:53.288865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:53.289456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:53.289536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:53.289597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:53.414245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:53.414394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:53.414433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:53.414463] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:53.417829] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: UP (p=89.88%)
[2025-12-19T20:20:53.418090] [INFO ] [FORECASTER] Completed predict_future for DVAX
[2025-12-19T20:20:53.418209] [INFO ] [sig       ] DVAX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:53.555653] [INFO ] [LOCAL     ] Saved forecast: DVAX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DVAX.txt
[2025-12-19T20:20:53.555773] [INFO ] [sig       ] [1008/3561] Completed DVAX in 0.3s | 2.89 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-19T20:20:53.555812] [INFO ] [sig       ] [1009/3561] Forecasting DVN...
[2025-12-19T20:20:53.555840] [INFO ] [sig       ] Generating forecast for: DVN
[2025-12-19T20:20:53.555870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-12-19T20:20:53.566553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2025-12-19T20:20:53.566885] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-12-19T20:20:53.567640] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-12-19T20:20:53.567691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:53.567722] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:53.567749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:53.567811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:53.624236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:53.624862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:53.624938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:53.624977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:53.749548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:53.749775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:53.749816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:53.749880] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:53.753592] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: DOWN (p=32.34%)
[2025-12-19T20:20:53.753894] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-12-19T20:20:53.754034] [INFO ] [sig       ] DVN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:53.894140] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DVN.txt
[2025-12-19T20:20:53.894269] [INFO ] [sig       ] [1009/3561] Completed DVN in 0.3s | 2.89 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-19T20:20:53.894310] [INFO ] [sig       ] [1010/3561] Forecasting DWAS...
[2025-12-19T20:20:53.894340] [INFO ] [sig       ] Generating forecast for: DWAS
[2025-12-19T20:20:53.894369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2025-12-19T20:20:53.906054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2025-12-19T20:20:53.906412] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2025-12-19T20:20:53.907419] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2025-12-19T20:20:53.907485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:53.907519] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:53.907547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:53.907628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:53.966103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:53.966989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:53.967070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:53.967104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:54.088444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:54.088619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:54.088676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:54.088708] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:54.092654] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: UP (p=63.85%)
[2025-12-19T20:20:54.092937] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2025-12-19T20:20:54.093060] [INFO ] [sig       ] DWAS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:54.233683] [INFO ] [LOCAL     ] Saved forecast: DWAS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DWAS.txt
[2025-12-19T20:20:54.233811] [INFO ] [sig       ] [1010/3561] Completed DWAS in 0.3s | 2.89 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-19T20:20:54.233849] [INFO ] [sig       ] [1011/3561] Forecasting DWSH...
[2025-12-19T20:20:54.233877] [INFO ] [sig       ] Generating forecast for: DWSH
[2025-12-19T20:20:54.233906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2025-12-19T20:20:54.244860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2025-12-19T20:20:54.245171] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2025-12-19T20:20:54.246057] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2025-12-19T20:20:54.246113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:54.246156] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:54.246191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:54.246249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:54.304551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:54.305256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:54.305334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:54.305366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:54.410237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:54.410386] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-19T20:20:54.410425] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:54.410454] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:54.414124] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: DOWN (p=14.32%)
[2025-12-19T20:20:54.414392] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2025-12-19T20:20:54.414520] [INFO ] [sig       ] DWSH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:54.555562] [INFO ] [LOCAL     ] Saved forecast: DWSH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DWSH.txt
[2025-12-19T20:20:54.555712] [INFO ] [sig       ] [1011/3561] Completed DWSH in 0.3s | 2.89 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-19T20:20:54.555750] [INFO ] [sig       ] [1012/3561] Forecasting DX...
[2025-12-19T20:20:54.555780] [INFO ] [sig       ] Generating forecast for: DX
[2025-12-19T20:20:54.555810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-12-19T20:20:54.569048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2025-12-19T20:20:54.569383] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-12-19T20:20:54.570324] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-12-19T20:20:54.570375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:54.570406] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:54.570432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:54.570487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:54.628253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:54.629104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:54.629183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:54.629215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:54.751105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:54.751267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:54.751306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:54.751335] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:54.754897] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: DOWN (p=41.12%)
[2025-12-19T20:20:54.755167] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-12-19T20:20:54.755289] [INFO ] [sig       ] DX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:54.910120] [INFO ] [LOCAL     ] Saved forecast: DX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/DX.txt
[2025-12-19T20:20:54.910272] [INFO ] [sig       ] [1012/3561] Completed DX in 0.4s | 2.89 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-19T20:20:54.910313] [INFO ] [sig       ] [1013/3561] Forecasting DXC...
[2025-12-19T20:20:54.910342] [INFO ] [sig       ] Generating forecast for: DXC
[2025-12-19T20:20:54.910372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-12-19T20:20:54.923611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2025-12-19T20:20:54.924059] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-12-19T20:20:54.924891] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-12-19T20:20:54.924944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:54.924976] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:54.925005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:54.925069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:54.987527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:54.988564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:54.988894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:54.988931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:55.111066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:55.111217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:55.111256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:55.111284] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:55.114557] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: UP (p=73.65%)
[2025-12-19T20:20:55.114838] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-12-19T20:20:55.114955] [INFO ] [sig       ] DXC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:55.263051] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DXC.txt
[2025-12-19T20:20:55.263216] [INFO ] [sig       ] [1013/3561] Completed DXC in 0.4s | 2.89 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-19T20:20:55.263260] [INFO ] [sig       ] [1014/3561] Forecasting DXCM...
[2025-12-19T20:20:55.263290] [INFO ] [sig       ] Generating forecast for: DXCM
[2025-12-19T20:20:55.263319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2025-12-19T20:20:55.277337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2025-12-19T20:20:55.277917] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2025-12-19T20:20:55.282488] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2025-12-19T20:20:55.282721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:55.282759] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:55.282786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:55.282863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:55.342943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:55.344093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:55.344205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:55.344240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:55.469208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:55.469365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:55.469403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:55.469429] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:55.473186] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: UP (p=96.48%)
[2025-12-19T20:20:55.473456] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2025-12-19T20:20:55.473591] [INFO ] [sig       ] DXCM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:55.616965] [INFO ] [LOCAL     ] Saved forecast: DXCM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DXCM.txt
[2025-12-19T20:20:55.617135] [INFO ] [sig       ] [1014/3561] Completed DXCM in 0.4s | 2.89 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-19T20:20:55.617184] [INFO ] [sig       ] [1015/3561] Forecasting DXPE...
[2025-12-19T20:20:55.617214] [INFO ] [sig       ] Generating forecast for: DXPE
[2025-12-19T20:20:55.617257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2025-12-19T20:20:55.630971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2025-12-19T20:20:55.631331] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2025-12-19T20:20:55.632150] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2025-12-19T20:20:55.632201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:55.632234] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:55.632262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:55.632317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:55.691779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:55.692480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:55.692560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:55.692611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:55.817387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:55.817549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:55.817604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:55.817642] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:55.821365] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: UP (p=65.37%)
[2025-12-19T20:20:55.821674] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2025-12-19T20:20:55.821803] [INFO ] [sig       ] DXPE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:55.959145] [INFO ] [LOCAL     ] Saved forecast: DXPE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DXPE.txt
[2025-12-19T20:20:55.959260] [INFO ] [sig       ] [1015/3561] Completed DXPE in 0.3s | 2.89 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-19T20:20:55.959301] [INFO ] [sig       ] [1016/3561] Forecasting DY...
[2025-12-19T20:20:55.959339] [INFO ] [sig       ] Generating forecast for: DY
[2025-12-19T20:20:55.959378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-12-19T20:20:55.971243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2025-12-19T20:20:55.971604] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-12-19T20:20:55.972353] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-12-19T20:20:55.972404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:55.972435] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:55.972463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:55.972520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:56.029271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:56.030181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:56.030290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:56.030323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:56.151906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:56.152073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:56.152113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:56.152141] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:56.155513] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=83.98%)
[2025-12-19T20:20:56.155813] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-12-19T20:20:56.155938] [INFO ] [sig       ] DY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:56.299692] [INFO ] [LOCAL     ] Saved forecast: DY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DY.txt
[2025-12-19T20:20:56.299820] [INFO ] [sig       ] [1016/3561] Completed DY in 0.3s | 2.89 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-19T20:20:56.299859] [INFO ] [sig       ] [1017/3561] Forecasting DYN...
[2025-12-19T20:20:56.299888] [INFO ] [sig       ] Generating forecast for: DYN
[2025-12-19T20:20:56.299919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2025-12-19T20:20:56.312067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2025-12-19T20:20:56.312399] [INFO ] [FORECASTER] Starting predict_future for DYN
[2025-12-19T20:20:56.313333] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2025-12-19T20:20:56.313384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:56.313416] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:56.313443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:56.313499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:56.372315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:56.373221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:56.373330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:56.373366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:56.495728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:56.495886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:56.495941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:56.495970] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:56.499340] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: UP (p=79.94%)
[2025-12-19T20:20:56.499624] [INFO ] [FORECASTER] Completed predict_future for DYN
[2025-12-19T20:20:56.499745] [INFO ] [sig       ] DYN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:56.638069] [INFO ] [LOCAL     ] Saved forecast: DYN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/DYN.txt
[2025-12-19T20:20:56.638192] [INFO ] [sig       ] [1017/3561] Completed DYN in 0.3s | 2.89 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-19T20:20:56.638231] [INFO ] [sig       ] [1018/3561] Forecasting E...
[2025-12-19T20:20:56.638261] [INFO ] [sig       ] Generating forecast for: E
[2025-12-19T20:20:56.638292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-12-19T20:20:56.649597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2025-12-19T20:20:56.649923] [INFO ] [FORECASTER] Starting predict_future for E
[2025-12-19T20:20:56.650697] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-12-19T20:20:56.650747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:56.650778] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:56.650804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:56.650859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:56.707030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:56.707627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:56.707703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:56.707734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:56.829804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:56.829945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:56.829984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:56.830010] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:56.833511] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2025-12-19T20:20:56.833796] [INFO ] [FORECASTER] Completed predict_future for E
[2025-12-19T20:20:56.833920] [INFO ] [sig       ] E: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:56.972511] [INFO ] [LOCAL     ] Saved forecast: E	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/E.txt
[2025-12-19T20:20:56.972637] [INFO ] [sig       ] [1018/3561] Completed E in 0.3s | 2.89 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-19T20:20:56.972677] [INFO ] [sig       ] [1019/3561] Forecasting EA...
[2025-12-19T20:20:56.972705] [INFO ] [sig       ] Generating forecast for: EA
[2025-12-19T20:20:56.972735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2025-12-19T20:20:56.985159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2025-12-19T20:20:56.985470] [INFO ] [FORECASTER] Starting predict_future for EA
[2025-12-19T20:20:56.986225] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2025-12-19T20:20:56.986276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:56.986308] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:56.986334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:56.986390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:57.048034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:57.048735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:57.048847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:57.048882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:57.177081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:57.177231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:57.177269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:57.177297] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:57.180706] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: UP (p=94.27%)
[2025-12-19T20:20:57.180984] [INFO ] [FORECASTER] Completed predict_future for EA
[2025-12-19T20:20:57.181113] [INFO ] [sig       ] EA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:57.324631] [INFO ] [LOCAL     ] Saved forecast: EA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EA.txt
[2025-12-19T20:20:57.324832] [INFO ] [sig       ] [1019/3561] Completed EA in 0.4s | 2.89 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-19T20:20:57.324876] [INFO ] [sig       ] [1020/3561] Forecasting EAF...
[2025-12-19T20:20:57.324907] [INFO ] [sig       ] Generating forecast for: EAF
[2025-12-19T20:20:57.324937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-12-19T20:20:57.338022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2025-12-19T20:20:57.338346] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-12-19T20:20:57.339172] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-12-19T20:20:57.339223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:57.339254] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:57.339280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:57.339335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:57.396356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:57.397121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:57.397202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:57.397234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:57.518370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:57.518525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:57.518564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:57.518610] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:57.521902] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: UP (p=89.06%)
[2025-12-19T20:20:57.522165] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-12-19T20:20:57.522283] [INFO ] [sig       ] EAF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:57.659676] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EAF.txt
[2025-12-19T20:20:57.659794] [INFO ] [sig       ] [1020/3561] Completed EAF in 0.3s | 2.89 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-19T20:20:57.659832] [INFO ] [sig       ] [1021/3561] Forecasting EAI...
[2025-12-19T20:20:57.659861] [INFO ] [sig       ] Generating forecast for: EAI
[2025-12-19T20:20:57.659891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-12-19T20:20:57.670647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2025-12-19T20:20:57.670971] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-12-19T20:20:57.671745] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-12-19T20:20:57.671795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:57.671826] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:57.671877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:57.671936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:57.727400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:57.728115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:57.728192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:57.728224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:57.841755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:57.841897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:57.841935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:57.841962] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:57.845256] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: DOWN (p=26.36%)
[2025-12-19T20:20:57.845518] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-12-19T20:20:57.845662] [INFO ] [sig       ] EAI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:57.984601] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EAI.txt
[2025-12-19T20:20:57.984732] [INFO ] [sig       ] [1021/3561] Completed EAI in 0.3s | 2.89 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-19T20:20:57.984778] [INFO ] [sig       ] [1022/3561] Forecasting EARN...
[2025-12-19T20:20:57.984811] [INFO ] [sig       ] Generating forecast for: EARN
[2025-12-19T20:20:57.984839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-12-19T20:20:57.997015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2025-12-19T20:20:57.997453] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-12-19T20:20:57.998280] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-12-19T20:20:57.998331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:57.998365] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:57.998391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:57.998450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:58.054054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:58.054946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:58.055033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:58.055064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:58.178795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:58.178985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:58.179025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:58.179054] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:58.182804] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: DOWN (p=41.50%)
[2025-12-19T20:20:58.183209] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-12-19T20:20:58.183358] [INFO ] [sig       ] EARN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:58.326508] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EARN.txt
[2025-12-19T20:20:58.326683] [INFO ] [sig       ] [1022/3561] Completed EARN in 0.3s | 2.89 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-19T20:20:58.326746] [INFO ] [sig       ] [1023/3561] Forecasting EB...
[2025-12-19T20:20:58.326776] [INFO ] [sig       ] Generating forecast for: EB
[2025-12-19T20:20:58.326807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-12-19T20:20:58.338451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2025-12-19T20:20:58.338952] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-12-19T20:20:58.339784] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-12-19T20:20:58.339837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:58.339905] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:58.339945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:58.340028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:58.395947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:58.396867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:58.396951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:58.396983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:58.519005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:58.519167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:58.519205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:58.519232] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:58.522544] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=14.57%)
[2025-12-19T20:20:58.522822] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-12-19T20:20:58.522940] [INFO ] [sig       ] EB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:20:58.660379] [INFO ] [LOCAL     ] Saved forecast: EB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EB.txt
[2025-12-19T20:20:58.660545] [INFO ] [sig       ] [1023/3561] Completed EB in 0.3s | 2.89 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-19T20:20:58.660607] [INFO ] [sig       ] [1024/3561] Forecasting EBAY...
[2025-12-19T20:20:58.660639] [INFO ] [sig       ] Generating forecast for: EBAY
[2025-12-19T20:20:58.660668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2025-12-19T20:20:58.671674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2025-12-19T20:20:58.672078] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2025-12-19T20:20:58.672871] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2025-12-19T20:20:58.672922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:58.672952] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:58.672977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:58.673032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:58.728179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:58.729052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:58.729134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:58.729165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:58.848037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:58.848197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:58.848236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:58.848264] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:58.851776] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: UP (p=93.41%)
[2025-12-19T20:20:58.852056] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2025-12-19T20:20:58.852182] [INFO ] [sig       ] EBAY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:58.998320] [INFO ] [LOCAL     ] Saved forecast: EBAY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EBAY.txt
[2025-12-19T20:20:58.998501] [INFO ] [sig       ] [1024/3561] Completed EBAY in 0.3s | 2.89 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-19T20:20:58.998555] [INFO ] [sig       ] [1025/3561] Forecasting EBC...
[2025-12-19T20:20:58.998639] [INFO ] [sig       ] Generating forecast for: EBC
[2025-12-19T20:20:58.998719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2025-12-19T20:20:59.011687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2025-12-19T20:20:59.012101] [INFO ] [FORECASTER] Starting predict_future for EBC
[2025-12-19T20:20:59.012931] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2025-12-19T20:20:59.012981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:59.013014] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:59.013040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:59.013096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:59.073628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:59.074529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:59.074637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:59.074670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:59.212971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:59.213153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:59.213195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:59.213223] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:59.217313] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: UP (p=85.96%)
[2025-12-19T20:20:59.217818] [INFO ] [FORECASTER] Completed predict_future for EBC
[2025-12-19T20:20:59.218031] [INFO ] [sig       ] EBC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:59.397057] [INFO ] [LOCAL     ] Saved forecast: EBC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EBC.txt
[2025-12-19T20:20:59.397250] [INFO ] [sig       ] [1025/3561] Completed EBC in 0.4s | 2.89 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-19T20:20:59.397295] [INFO ] [sig       ] [1026/3561] Forecasting EBF...
[2025-12-19T20:20:59.397326] [INFO ] [sig       ] Generating forecast for: EBF
[2025-12-19T20:20:59.397358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-12-19T20:20:59.416420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2025-12-19T20:20:59.416992] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-12-19T20:20:59.418115] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-12-19T20:20:59.418179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:59.418220] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:59.418252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:59.418324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:59.507839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:59.509183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:59.509315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:59.509373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:20:59.680357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:20:59.680536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:20:59.680594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:20:59.680686] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:20:59.685800] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2025-12-19T20:20:59.686263] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-12-19T20:20:59.686451] [INFO ] [sig       ] EBF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:20:59.882111] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EBF.txt
[2025-12-19T20:20:59.882300] [INFO ] [sig       ] [1026/3561] Completed EBF in 0.5s | 2.89 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-19T20:20:59.882345] [INFO ] [sig       ] [1027/3561] Forecasting EBON...
[2025-12-19T20:20:59.882375] [INFO ] [sig       ] Generating forecast for: EBON
[2025-12-19T20:20:59.882406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2025-12-19T20:20:59.898029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2025-12-19T20:20:59.898556] [INFO ] [FORECASTER] Starting predict_future for EBON
[2025-12-19T20:20:59.899915] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2025-12-19T20:20:59.899997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:20:59.900051] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:20:59.900099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:20:59.900197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:20:59.976661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:20:59.977611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:20:59.977701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:20:59.977735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:00.088398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:00.088548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:00.088614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:00.088649] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:00.092326] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: DOWN (p=40.82%)
[2025-12-19T20:21:00.092721] [INFO ] [FORECASTER] Completed predict_future for EBON
[2025-12-19T20:21:00.092890] [INFO ] [sig       ] EBON: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:00.296521] [INFO ] [LOCAL     ] Saved forecast: EBON	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EBON.txt
[2025-12-19T20:21:00.296700] [INFO ] [sig       ] [1027/3561] Completed EBON in 0.4s | 2.89 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-19T20:21:00.296743] [INFO ] [sig       ] [1028/3561] Forecasting EBS...
[2025-12-19T20:21:00.296774] [INFO ] [sig       ] Generating forecast for: EBS
[2025-12-19T20:21:00.296803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-12-19T20:21:00.308523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2025-12-19T20:21:00.308932] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-12-19T20:21:00.309844] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-12-19T20:21:00.309900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:00.309933] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:00.309962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:00.310048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:00.368882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:00.369716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:00.369800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:00.369833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:00.502950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:00.503108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:00.503152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:00.503181] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:00.506878] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: UP (p=66.33%)
[2025-12-19T20:21:00.507350] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-12-19T20:21:00.507488] [INFO ] [sig       ] EBS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:00.661259] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EBS.txt
[2025-12-19T20:21:00.661423] [INFO ] [sig       ] [1028/3561] Completed EBS in 0.4s | 2.89 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-19T20:21:00.661464] [INFO ] [sig       ] [1029/3561] Forecasting EC...
[2025-12-19T20:21:00.661495] [INFO ] [sig       ] Generating forecast for: EC
[2025-12-19T20:21:00.661525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-12-19T20:21:00.673223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2025-12-19T20:21:00.673646] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-12-19T20:21:00.674592] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-12-19T20:21:00.674646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:00.674679] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:00.674705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:00.674761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:00.737854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:00.738864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:00.738968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:00.739017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:00.868948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:00.869124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:00.869168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:00.869199] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:00.874132] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: UP (p=58.85%)
[2025-12-19T20:21:00.874561] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-12-19T20:21:00.874756] [INFO ] [sig       ] EC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:01.029975] [INFO ] [LOCAL     ] Saved forecast: EC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EC.txt
[2025-12-19T20:21:01.030134] [INFO ] [sig       ] [1029/3561] Completed EC in 0.4s | 2.89 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-19T20:21:01.030174] [INFO ] [sig       ] [1030/3561] Forecasting ECC...
[2025-12-19T20:21:01.030203] [INFO ] [sig       ] Generating forecast for: ECC
[2025-12-19T20:21:01.030233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-12-19T20:21:01.043623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2025-12-19T20:21:01.044019] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-12-19T20:21:01.044823] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-12-19T20:21:01.045071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:01.045104] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:01.045132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:01.045188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:01.102249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:01.103134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:01.103360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:01.103396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:01.224973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:01.225143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:01.225182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:01.225211] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:01.228498] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: DOWN (p=47.39%)
[2025-12-19T20:21:01.228801] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-12-19T20:21:01.228925] [INFO ] [sig       ] ECC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:01.367795] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ECC.txt
[2025-12-19T20:21:01.367954] [INFO ] [sig       ] [1030/3561] Completed ECC in 0.3s | 2.89 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-19T20:21:01.367999] [INFO ] [sig       ] [1031/3561] Forecasting ECL...
[2025-12-19T20:21:01.368029] [INFO ] [sig       ] Generating forecast for: ECL
[2025-12-19T20:21:01.368059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-12-19T20:21:01.380059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2025-12-19T20:21:01.380510] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-12-19T20:21:01.381601] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-12-19T20:21:01.381675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:01.381714] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:01.381746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:01.381822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:01.444608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:01.445672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:01.445766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:01.445802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:01.570946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:01.571107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:01.571149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:01.571178] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:01.574657] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=99.00%)
[2025-12-19T20:21:01.574969] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-12-19T20:21:01.575110] [INFO ] [sig       ] ECL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:01.717741] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ECL.txt
[2025-12-19T20:21:01.717898] [INFO ] [sig       ] [1031/3561] Completed ECL in 0.3s | 2.89 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-19T20:21:01.717939] [INFO ] [sig       ] [1032/3561] Forecasting ECPG...
[2025-12-19T20:21:01.717969] [INFO ] [sig       ] Generating forecast for: ECPG
[2025-12-19T20:21:01.717999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2025-12-19T20:21:01.729434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2025-12-19T20:21:01.729844] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2025-12-19T20:21:01.730615] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2025-12-19T20:21:01.730666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:01.730697] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:01.730724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:01.730779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:01.788027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:01.788899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:01.788984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:01.789015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:01.907455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:01.907641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:01.907681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:01.907709] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:01.911355] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: DOWN (p=7.29%)
[2025-12-19T20:21:01.911649] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2025-12-19T20:21:01.911775] [INFO ] [sig       ] ECPG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:02.057219] [INFO ] [LOCAL     ] Saved forecast: ECPG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ECPG.txt
[2025-12-19T20:21:02.057373] [INFO ] [sig       ] [1032/3561] Completed ECPG in 0.3s | 2.89 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-19T20:21:02.057413] [INFO ] [sig       ] [1033/3561] Forecasting ECX...
[2025-12-19T20:21:02.057442] [INFO ] [sig       ] Generating forecast for: ECX
[2025-12-19T20:21:02.057473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2025-12-19T20:21:02.071839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2025-12-19T20:21:02.072239] [INFO ] [FORECASTER] Starting predict_future for ECX
[2025-12-19T20:21:02.073206] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2025-12-19T20:21:02.073258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:02.073290] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:02.073316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:02.073371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:02.131736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:02.132556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:02.132717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:02.132764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:02.255334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:02.255495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:02.255533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:02.255561] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:02.259064] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: UP (p=97.99%)
[2025-12-19T20:21:02.259354] [INFO ] [FORECASTER] Completed predict_future for ECX
[2025-12-19T20:21:02.259480] [INFO ] [sig       ] ECX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:02.398103] [INFO ] [LOCAL     ] Saved forecast: ECX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ECX.txt
[2025-12-19T20:21:02.398240] [INFO ] [sig       ] [1033/3561] Completed ECX in 0.3s | 2.89 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-19T20:21:02.398280] [INFO ] [sig       ] [1034/3561] Forecasting ED...
[2025-12-19T20:21:02.398310] [INFO ] [sig       ] Generating forecast for: ED
[2025-12-19T20:21:02.398340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-12-19T20:21:02.410556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2025-12-19T20:21:02.410913] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-12-19T20:21:02.411681] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-12-19T20:21:02.411731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:02.411775] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:02.411803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:02.411859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:02.467306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:02.468125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:02.468208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:02.468240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:02.592560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:02.592744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:02.592783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:02.592823] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:02.596652] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: UP (p=80.96%)
[2025-12-19T20:21:02.596965] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-12-19T20:21:02.597105] [INFO ] [sig       ] ED: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:02.740437] [INFO ] [LOCAL     ] Saved forecast: ED	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ED.txt
[2025-12-19T20:21:02.740612] [INFO ] [sig       ] [1034/3561] Completed ED in 0.3s | 2.89 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-19T20:21:02.740655] [INFO ] [sig       ] [1035/3561] Forecasting EDAP...
[2025-12-19T20:21:02.740684] [INFO ] [sig       ] Generating forecast for: EDAP
[2025-12-19T20:21:02.740714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2025-12-19T20:21:02.752453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2025-12-19T20:21:02.752883] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2025-12-19T20:21:02.753742] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2025-12-19T20:21:02.753795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:02.753828] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:02.753855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:02.753912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:02.813165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:02.814035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:02.814144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:02.814179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:02.931667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:02.931825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:02.931864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:02.931892] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:02.935671] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: DOWN (p=2.01%)
[2025-12-19T20:21:02.936013] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2025-12-19T20:21:02.936149] [INFO ] [sig       ] EDAP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:03.078653] [INFO ] [LOCAL     ] Saved forecast: EDAP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EDAP.txt
[2025-12-19T20:21:03.078833] [INFO ] [sig       ] [1035/3561] Completed EDAP in 0.3s | 2.89 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-19T20:21:03.078874] [INFO ] [sig       ] [1036/3561] Forecasting EDBL...
[2025-12-19T20:21:03.078902] [INFO ] [sig       ] Generating forecast for: EDBL
[2025-12-19T20:21:03.078931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDBL' from 'https://tdm.silogroup.org/data/derivative_storage/EDBL.csv'.
[2025-12-19T20:21:03.091105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDBL'.
[2025-12-19T20:21:03.091523] [INFO ] [FORECASTER] Starting predict_future for EDBL
[2025-12-19T20:21:03.092547] [DEBUG] [LOCAL     ] No optimal features file found for EDBL: ./output/feature-sets/EDBL.txt
[2025-12-19T20:21:03.092629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:03.092668] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:03.092696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:03.092752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:03.152025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:03.152915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:03.152997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:03.153030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:03.276863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:03.277201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:03.277240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:03.277270] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:03.284026] [DEBUG] [FORECASTER] EDBL: Forecast T+1@11:T+2@11: DOWN (p=36.59%)
[2025-12-19T20:21:03.284304] [INFO ] [FORECASTER] Completed predict_future for EDBL
[2025-12-19T20:21:03.284430] [INFO ] [sig       ] EDBL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:03.422692] [INFO ] [LOCAL     ] Saved forecast: EDBL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EDBL.txt
[2025-12-19T20:21:03.422854] [INFO ] [sig       ] [1036/3561] Completed EDBL in 0.3s | 2.89 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-19T20:21:03.422895] [INFO ] [sig       ] [1037/3561] Forecasting EDD...
[2025-12-19T20:21:03.422924] [INFO ] [sig       ] Generating forecast for: EDD
[2025-12-19T20:21:03.422954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-12-19T20:21:03.435409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2025-12-19T20:21:03.435762] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-12-19T20:21:03.436706] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-12-19T20:21:03.436757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:03.436790] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:03.436817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:03.436874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:03.496725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:03.497592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:03.497680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:03.497714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:03.625794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:03.625944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:03.625984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:03.626012] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:03.629308] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: UP (p=87.92%)
[2025-12-19T20:21:03.629568] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-12-19T20:21:03.629704] [INFO ] [sig       ] EDD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:03.768231] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EDD.txt
[2025-12-19T20:21:03.768345] [INFO ] [sig       ] [1037/3561] Completed EDD in 0.3s | 2.89 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-19T20:21:03.768408] [INFO ] [sig       ] [1038/3561] Forecasting EDF...
[2025-12-19T20:21:03.768439] [INFO ] [sig       ] Generating forecast for: EDF
[2025-12-19T20:21:03.768469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-12-19T20:21:03.779921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2025-12-19T20:21:03.780231] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-12-19T20:21:03.780994] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-12-19T20:21:03.781045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:03.781077] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:03.781105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:03.781161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:03.837797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:03.838390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:03.838468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:03.838500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:03.955421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:03.955599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:03.955639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:03.955667] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:03.959099] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=98.55%)
[2025-12-19T20:21:03.959371] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-12-19T20:21:03.959501] [INFO ] [sig       ] EDF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:04.104642] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EDF.txt
[2025-12-19T20:21:04.104783] [INFO ] [sig       ] [1038/3561] Completed EDF in 0.3s | 2.89 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-19T20:21:04.104828] [INFO ] [sig       ] [1039/3561] Forecasting EDN...
[2025-12-19T20:21:04.104866] [INFO ] [sig       ] Generating forecast for: EDN
[2025-12-19T20:21:04.104902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-12-19T20:21:04.117926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2025-12-19T20:21:04.118263] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-12-19T20:21:04.119068] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-12-19T20:21:04.119119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:04.119152] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:04.119178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:04.119233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:04.176470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:04.177120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:04.177196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:04.177228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:04.295809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:04.295960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:04.295998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:04.296028] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:04.299776] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: UP (p=58.21%)
[2025-12-19T20:21:04.300053] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-12-19T20:21:04.300205] [INFO ] [sig       ] EDN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:04.441883] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EDN.txt
[2025-12-19T20:21:04.442011] [INFO ] [sig       ] [1039/3561] Completed EDN in 0.3s | 2.89 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-19T20:21:04.442050] [INFO ] [sig       ] [1040/3561] Forecasting EE...
[2025-12-19T20:21:04.442079] [INFO ] [sig       ] Generating forecast for: EE
[2025-12-19T20:21:04.442108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-12-19T20:21:04.454037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2025-12-19T20:21:04.454385] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-12-19T20:21:04.455412] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-12-19T20:21:04.455465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:04.455540] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:04.455570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:04.455677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:04.516712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:04.517371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:04.517452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:04.517485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:04.643338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:04.643496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:04.643535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:04.643562] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:04.647347] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: UP (p=99.94%)
[2025-12-19T20:21:04.647631] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-12-19T20:21:04.647751] [INFO ] [sig       ] EE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:04.787780] [INFO ] [LOCAL     ] Saved forecast: EE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EE.txt
[2025-12-19T20:21:04.787900] [INFO ] [sig       ] [1040/3561] Completed EE in 0.3s | 2.89 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-19T20:21:04.787937] [INFO ] [sig       ] [1041/3561] Forecasting EEMA...
[2025-12-19T20:21:04.787966] [INFO ] [sig       ] Generating forecast for: EEMA
[2025-12-19T20:21:04.788154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2025-12-19T20:21:04.799203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2025-12-19T20:21:04.799528] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2025-12-19T20:21:04.800507] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2025-12-19T20:21:04.800558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:04.800623] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:04.800653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:04.800710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:04.857209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:04.857828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:04.857906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:04.857937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:04.982364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:04.982514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:04.982553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:04.982615] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:04.985896] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: DOWN (p=18.96%)
[2025-12-19T20:21:04.986159] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2025-12-19T20:21:04.986278] [INFO ] [sig       ] EEMA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:05.129677] [INFO ] [LOCAL     ] Saved forecast: EEMA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EEMA.txt
[2025-12-19T20:21:05.129847] [INFO ] [sig       ] [1041/3561] Completed EEMA in 0.3s | 2.89 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-19T20:21:05.129889] [INFO ] [sig       ] [1042/3561] Forecasting EEX...
[2025-12-19T20:21:05.129922] [INFO ] [sig       ] Generating forecast for: EEX
[2025-12-19T20:21:05.129952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-12-19T20:21:05.142093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2025-12-19T20:21:05.142699] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-12-19T20:21:05.143676] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-12-19T20:21:05.143726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:05.143759] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:05.143785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:05.143840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:05.201173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:05.202031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:05.202117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:05.202149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:05.319306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:05.319467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:05.319506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:05.319534] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:05.322879] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: UP (p=58.66%)
[2025-12-19T20:21:05.323161] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-12-19T20:21:05.323284] [INFO ] [sig       ] EEX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:05.460861] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EEX.txt
[2025-12-19T20:21:05.461004] [INFO ] [sig       ] [1042/3561] Completed EEX in 0.3s | 2.89 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-19T20:21:05.461041] [INFO ] [sig       ] [1043/3561] Forecasting EFC...
[2025-12-19T20:21:05.461071] [INFO ] [sig       ] Generating forecast for: EFC
[2025-12-19T20:21:05.461102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-12-19T20:21:05.472394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2025-12-19T20:21:05.472750] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-12-19T20:21:05.473503] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-12-19T20:21:05.473554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:05.473603] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:05.473631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:05.473693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:05.530205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:05.531081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:05.531169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:05.531218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:05.650702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:05.650849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:05.650891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:05.650948] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:05.654599] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: UP (p=69.70%)
[2025-12-19T20:21:05.654870] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-12-19T20:21:05.654989] [INFO ] [sig       ] EFC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:05.794312] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EFC.txt
[2025-12-19T20:21:05.794465] [INFO ] [sig       ] [1043/3561] Completed EFC in 0.3s | 2.89 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-19T20:21:05.794505] [INFO ] [sig       ] [1044/3561] Forecasting EFSC...
[2025-12-19T20:21:05.794535] [INFO ] [sig       ] Generating forecast for: EFSC
[2025-12-19T20:21:05.794565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2025-12-19T20:21:05.807153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2025-12-19T20:21:05.807509] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2025-12-19T20:21:05.808343] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2025-12-19T20:21:05.808396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:05.808428] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:05.808456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:05.808512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:05.867179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:05.867804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:05.867881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:05.867912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:05.988946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:05.989106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:05.989335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:05.989362] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:05.992946] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2025-12-19T20:21:05.993219] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2025-12-19T20:21:05.993355] [INFO ] [sig       ] EFSC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:06.134532] [INFO ] [LOCAL     ] Saved forecast: EFSC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EFSC.txt
[2025-12-19T20:21:06.134687] [INFO ] [sig       ] [1044/3561] Completed EFSC in 0.3s | 2.89 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-19T20:21:06.134727] [INFO ] [sig       ] [1045/3561] Forecasting EFX...
[2025-12-19T20:21:06.134756] [INFO ] [sig       ] Generating forecast for: EFX
[2025-12-19T20:21:06.134786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-12-19T20:21:06.146848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2025-12-19T20:21:06.147189] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-12-19T20:21:06.147951] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-12-19T20:21:06.148008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:06.148047] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:06.148092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:06.148153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:06.208522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:06.209555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:06.209655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:06.209689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:06.330321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:06.330474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:06.330513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:06.330542] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:06.333882] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: DOWN (p=5.09%)
[2025-12-19T20:21:06.334152] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-12-19T20:21:06.334273] [INFO ] [sig       ] EFX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:06.474803] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EFX.txt
[2025-12-19T20:21:06.474928] [INFO ] [sig       ] [1045/3561] Completed EFX in 0.3s | 2.89 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-19T20:21:06.474966] [INFO ] [sig       ] [1046/3561] Forecasting EG...
[2025-12-19T20:21:06.474996] [INFO ] [sig       ] Generating forecast for: EG
[2025-12-19T20:21:06.475026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-12-19T20:21:06.488719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2025-12-19T20:21:06.489139] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-12-19T20:21:06.490021] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-12-19T20:21:06.490259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:06.490292] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:06.490320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:06.490378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:06.559826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:06.560940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:06.561050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:06.561099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:06.718797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:06.718983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:06.719227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:06.719266] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:06.724224] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: DOWN (p=30.74%)
[2025-12-19T20:21:06.724665] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-12-19T20:21:06.724835] [INFO ] [sig       ] EG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:06.911208] [INFO ] [LOCAL     ] Saved forecast: EG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EG.txt
[2025-12-19T20:21:06.911373] [INFO ] [sig       ] [1046/3561] Completed EG in 0.4s | 2.89 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-19T20:21:06.911414] [INFO ] [sig       ] [1047/3561] Forecasting EGAN...
[2025-12-19T20:21:06.911444] [INFO ] [sig       ] Generating forecast for: EGAN
[2025-12-19T20:21:06.911475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2025-12-19T20:21:06.923468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2025-12-19T20:21:06.923883] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2025-12-19T20:21:06.924709] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2025-12-19T20:21:06.924761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:06.924794] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:06.924822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:06.924881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:06.985696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:06.986550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:06.986653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:06.986688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:07.105059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:07.105219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:07.105258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:07.105288] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:07.108779] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: DOWN (p=2.93%)
[2025-12-19T20:21:07.109095] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2025-12-19T20:21:07.109232] [INFO ] [sig       ] EGAN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:07.328023] [INFO ] [LOCAL     ] Saved forecast: EGAN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EGAN.txt
[2025-12-19T20:21:07.328181] [INFO ] [sig       ] [1047/3561] Completed EGAN in 0.4s | 2.89 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-19T20:21:07.328221] [INFO ] [sig       ] [1048/3561] Forecasting EGBN...
[2025-12-19T20:21:07.328252] [INFO ] [sig       ] Generating forecast for: EGBN
[2025-12-19T20:21:07.328282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2025-12-19T20:21:07.340993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2025-12-19T20:21:07.341386] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2025-12-19T20:21:07.342198] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2025-12-19T20:21:07.342251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:07.342283] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:07.342310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:07.342367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:07.402160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:07.403055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:07.403156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:07.403189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:07.532189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:07.532353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:07.532394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:07.532423] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:07.536046] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: UP (p=82.07%)
[2025-12-19T20:21:07.536354] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2025-12-19T20:21:07.536489] [INFO ] [sig       ] EGBN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:07.687345] [INFO ] [LOCAL     ] Saved forecast: EGBN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EGBN.txt
[2025-12-19T20:21:07.687480] [INFO ] [sig       ] [1048/3561] Completed EGBN in 0.4s | 2.89 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-19T20:21:07.687519] [INFO ] [sig       ] [1049/3561] Forecasting EGP...
[2025-12-19T20:21:07.687548] [INFO ] [sig       ] Generating forecast for: EGP
[2025-12-19T20:21:07.687601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-12-19T20:21:07.699919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2025-12-19T20:21:07.700446] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-12-19T20:21:07.701210] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-12-19T20:21:07.701261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:07.701293] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:07.701319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:07.701375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:07.759313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:07.760085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:07.760164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:07.760196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:07.884075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:07.884228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:07.884266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:07.884294] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:07.887611] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=10.55%)
[2025-12-19T20:21:07.887875] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-12-19T20:21:07.887995] [INFO ] [sig       ] EGP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:08.031622] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EGP.txt
[2025-12-19T20:21:08.031790] [INFO ] [sig       ] [1049/3561] Completed EGP in 0.3s | 2.89 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-19T20:21:08.031832] [INFO ] [sig       ] [1050/3561] Forecasting EGY...
[2025-12-19T20:21:08.031861] [INFO ] [sig       ] Generating forecast for: EGY
[2025-12-19T20:21:08.031896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-12-19T20:21:08.044743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2025-12-19T20:21:08.045073] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-12-19T20:21:08.045876] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-12-19T20:21:08.045927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:08.045959] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:08.045987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:08.046043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:08.103405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:08.104347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:08.104456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:08.104489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:08.223003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:08.223153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:08.223191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:08.223220] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:08.226920] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: UP (p=58.87%)
[2025-12-19T20:21:08.227185] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-12-19T20:21:08.227304] [INFO ] [sig       ] EGY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:08.365876] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EGY.txt
[2025-12-19T20:21:08.366006] [INFO ] [sig       ] [1050/3561] Completed EGY in 0.3s | 2.89 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-19T20:21:08.366046] [INFO ] [sig       ] [1051/3561] Forecasting EH...
[2025-12-19T20:21:08.366077] [INFO ] [sig       ] Generating forecast for: EH
[2025-12-19T20:21:08.366109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2025-12-19T20:21:08.378127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2025-12-19T20:21:08.378463] [INFO ] [FORECASTER] Starting predict_future for EH
[2025-12-19T20:21:08.379247] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2025-12-19T20:21:08.379298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:08.379330] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:08.379357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:08.379413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:08.436401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:08.437178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:08.437258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:08.437290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:08.557671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:08.557809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:08.557846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:08.557874] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:08.561173] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: DOWN (p=40.44%)
[2025-12-19T20:21:08.561436] [INFO ] [FORECASTER] Completed predict_future for EH
[2025-12-19T20:21:08.561558] [INFO ] [sig       ] EH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:08.704952] [INFO ] [LOCAL     ] Saved forecast: EH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EH.txt
[2025-12-19T20:21:08.705089] [INFO ] [sig       ] [1051/3561] Completed EH in 0.3s | 2.89 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-19T20:21:08.705129] [INFO ] [sig       ] [1052/3561] Forecasting EHAB...
[2025-12-19T20:21:08.705165] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-12-19T20:21:08.705204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-12-19T20:21:08.717805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2025-12-19T20:21:08.718363] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-12-19T20:21:08.719400] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-12-19T20:21:08.719454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:08.719485] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:08.719511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:08.719565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:08.777117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:08.778460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:08.778552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:08.778602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:08.901138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:08.901469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:08.901508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:08.901536] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:08.904894] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: UP (p=56.31%)
[2025-12-19T20:21:08.905175] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-12-19T20:21:08.905294] [INFO ] [sig       ] EHAB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:09.044968] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EHAB.txt
[2025-12-19T20:21:09.045094] [INFO ] [sig       ] [1052/3561] Completed EHAB in 0.3s | 2.89 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-19T20:21:09.045132] [INFO ] [sig       ] [1053/3561] Forecasting EHC...
[2025-12-19T20:21:09.045161] [INFO ] [sig       ] Generating forecast for: EHC
[2025-12-19T20:21:09.045191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-12-19T20:21:09.056597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2025-12-19T20:21:09.056928] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-12-19T20:21:09.057701] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-12-19T20:21:09.057751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:09.057783] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:09.057810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:09.057866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:09.118821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:09.119684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:09.119772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:09.119806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:09.243221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:09.243377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:09.243415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:09.243443] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:09.246749] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: UP (p=57.55%)
[2025-12-19T20:21:09.247011] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-12-19T20:21:09.247131] [INFO ] [sig       ] EHC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:09.390496] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EHC.txt
[2025-12-19T20:21:09.390695] [INFO ] [sig       ] [1053/3561] Completed EHC in 0.3s | 2.89 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-19T20:21:09.390744] [INFO ] [sig       ] [1054/3561] Forecasting EHI...
[2025-12-19T20:21:09.390775] [INFO ] [sig       ] Generating forecast for: EHI
[2025-12-19T20:21:09.390805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-12-19T20:21:09.403371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2025-12-19T20:21:09.403797] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-12-19T20:21:09.404670] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-12-19T20:21:09.404724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:09.404756] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:09.404783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:09.404839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:09.465396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:09.466443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:09.466539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:09.466588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:09.591345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:09.591525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:09.591569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:09.591620] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:09.595476] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: DOWN (p=15.68%)
[2025-12-19T20:21:09.595789] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-12-19T20:21:09.595918] [INFO ] [sig       ] EHI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:09.738966] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EHI.txt
[2025-12-19T20:21:09.739131] [INFO ] [sig       ] [1054/3561] Completed EHI in 0.3s | 2.89 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-19T20:21:09.739169] [INFO ] [sig       ] [1055/3561] Forecasting EHTH...
[2025-12-19T20:21:09.739200] [INFO ] [sig       ] Generating forecast for: EHTH
[2025-12-19T20:21:09.739230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2025-12-19T20:21:09.750323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2025-12-19T20:21:09.750731] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2025-12-19T20:21:09.751502] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2025-12-19T20:21:09.751554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:09.751618] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:09.751666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:09.751723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:09.811735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:09.812797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:09.812884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:09.812917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:09.935883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:09.936042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:09.936272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:09.936300] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:09.939926] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: UP (p=55.03%)
[2025-12-19T20:21:09.940204] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2025-12-19T20:21:09.940330] [INFO ] [sig       ] EHTH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:10.076761] [INFO ] [LOCAL     ] Saved forecast: EHTH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EHTH.txt
[2025-12-19T20:21:10.076901] [INFO ] [sig       ] [1055/3561] Completed EHTH in 0.3s | 2.89 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-19T20:21:10.076941] [INFO ] [sig       ] [1056/3561] Forecasting EIC...
[2025-12-19T20:21:10.076970] [INFO ] [sig       ] Generating forecast for: EIC
[2025-12-19T20:21:10.077000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-12-19T20:21:10.088066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2025-12-19T20:21:10.088436] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-12-19T20:21:10.089249] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-12-19T20:21:10.089300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:10.089331] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:10.089357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:10.089412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:10.145382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:10.146382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:10.146464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:10.146496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:10.266310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:10.266468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:10.266507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:10.266536] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:10.269873] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: UP (p=99.38%)
[2025-12-19T20:21:10.270171] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-12-19T20:21:10.270294] [INFO ] [sig       ] EIC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:10.406900] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EIC.txt
[2025-12-19T20:21:10.407068] [INFO ] [sig       ] [1056/3561] Completed EIC in 0.3s | 2.89 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-19T20:21:10.407108] [INFO ] [sig       ] [1057/3561] Forecasting EIG...
[2025-12-19T20:21:10.407136] [INFO ] [sig       ] Generating forecast for: EIG
[2025-12-19T20:21:10.407166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-12-19T20:21:10.418108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2025-12-19T20:21:10.418476] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-12-19T20:21:10.419274] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-12-19T20:21:10.419325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:10.419381] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:10.419408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:10.419463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:10.475036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:10.475870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:10.475950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:10.475982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:10.596444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:10.596610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:10.596845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:10.596874] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:10.600682] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: UP (p=52.45%)
[2025-12-19T20:21:10.600947] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-12-19T20:21:10.601067] [INFO ] [sig       ] EIG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:10.739505] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EIG.txt
[2025-12-19T20:21:10.739670] [INFO ] [sig       ] [1057/3561] Completed EIG in 0.3s | 2.89 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-19T20:21:10.739713] [INFO ] [sig       ] [1058/3561] Forecasting EIX...
[2025-12-19T20:21:10.739741] [INFO ] [sig       ] Generating forecast for: EIX
[2025-12-19T20:21:10.739772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-12-19T20:21:10.750533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2025-12-19T20:21:10.750935] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-12-19T20:21:10.751721] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-12-19T20:21:10.751772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:10.751815] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:10.751844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:10.751900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:10.809691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:10.810529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:10.810633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:10.810668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:10.929694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:10.929853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:10.929892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:10.929920] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:10.933774] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: UP (p=79.72%)
[2025-12-19T20:21:10.934128] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-12-19T20:21:10.934266] [INFO ] [sig       ] EIX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:11.082151] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EIX.txt
[2025-12-19T20:21:11.082501] [INFO ] [sig       ] [1058/3561] Completed EIX in 0.3s | 2.89 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-19T20:21:11.082541] [INFO ] [sig       ] [1059/3561] Forecasting EL...
[2025-12-19T20:21:11.082586] [INFO ] [sig       ] Generating forecast for: EL
[2025-12-19T20:21:11.082619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-12-19T20:21:11.094043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2025-12-19T20:21:11.094428] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-12-19T20:21:11.095223] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-12-19T20:21:11.095274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:11.095306] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:11.095333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:11.095389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:11.152663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:11.153471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:11.153554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:11.153605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:11.284218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:11.284393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:11.284437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:11.284467] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:11.287920] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: UP (p=96.35%)
[2025-12-19T20:21:11.288208] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-12-19T20:21:11.288338] [INFO ] [sig       ] EL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:11.426265] [INFO ] [LOCAL     ] Saved forecast: EL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EL.txt
[2025-12-19T20:21:11.426440] [INFO ] [sig       ] [1059/3561] Completed EL in 0.3s | 2.89 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-19T20:21:11.426488] [INFO ] [sig       ] [1060/3561] Forecasting ELAB...
[2025-12-19T20:21:11.426519] [INFO ] [sig       ] Generating forecast for: ELAB
[2025-12-19T20:21:11.426551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2025-12-19T20:21:11.438757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2025-12-19T20:21:11.439202] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2025-12-19T20:21:11.440040] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2025-12-19T20:21:11.440105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:11.440144] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:11.440171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:11.440227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:11.497736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:11.498602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:11.498713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:11.498749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:11.620902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:11.621066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:11.621108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:11.621136] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:11.624837] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=18.17%)
[2025-12-19T20:21:11.625154] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2025-12-19T20:21:11.625286] [INFO ] [sig       ] ELAB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:11.766206] [INFO ] [LOCAL     ] Saved forecast: ELAB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ELAB.txt
[2025-12-19T20:21:11.766374] [INFO ] [sig       ] [1060/3561] Completed ELAB in 0.3s | 2.89 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-19T20:21:11.766415] [INFO ] [sig       ] [1061/3561] Forecasting ELAN...
[2025-12-19T20:21:11.766443] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-12-19T20:21:11.766472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-12-19T20:21:11.779393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2025-12-19T20:21:11.779818] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-12-19T20:21:11.780788] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-12-19T20:21:11.780842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:11.780874] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:11.780900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:11.780958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:11.840711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:11.841921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:11.842011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:11.842044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:11.978150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:11.978320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:11.978359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:11.978387] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:11.982867] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: UP (p=89.66%)
[2025-12-19T20:21:11.983275] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-12-19T20:21:11.983427] [INFO ] [sig       ] ELAN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:12.131678] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ELAN.txt
[2025-12-19T20:21:12.131846] [INFO ] [sig       ] [1061/3561] Completed ELAN in 0.4s | 2.89 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-19T20:21:12.131889] [INFO ] [sig       ] [1062/3561] Forecasting ELC...
[2025-12-19T20:21:12.131928] [INFO ] [sig       ] Generating forecast for: ELC
[2025-12-19T20:21:12.131960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-12-19T20:21:12.143437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2025-12-19T20:21:12.143889] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-12-19T20:21:12.144738] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-12-19T20:21:12.144791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:12.144823] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:12.144851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:12.144908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:12.203455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:12.204257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:12.204339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:12.204372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:12.321623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:12.321781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:12.321820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:12.321849] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:12.325446] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=91.13%)
[2025-12-19T20:21:12.325745] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-12-19T20:21:12.325870] [INFO ] [sig       ] ELC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:12.472861] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ELC.txt
[2025-12-19T20:21:12.473016] [INFO ] [sig       ] [1062/3561] Completed ELC in 0.3s | 2.89 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-19T20:21:12.473057] [INFO ] [sig       ] [1063/3561] Forecasting ELDN...
[2025-12-19T20:21:12.473086] [INFO ] [sig       ] Generating forecast for: ELDN
[2025-12-19T20:21:12.473116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2025-12-19T20:21:12.485305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2025-12-19T20:21:12.485653] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2025-12-19T20:21:12.486636] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2025-12-19T20:21:12.486688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:12.486719] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:12.486744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:12.486799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:12.546490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:12.547126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:12.547210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:12.547242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:12.679658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:12.679832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:12.679872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:12.679899] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:12.683302] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: DOWN (p=39.30%)
[2025-12-19T20:21:12.683566] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2025-12-19T20:21:12.683716] [INFO ] [sig       ] ELDN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:12.827520] [INFO ] [LOCAL     ] Saved forecast: ELDN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ELDN.txt
[2025-12-19T20:21:12.827698] [INFO ] [sig       ] [1063/3561] Completed ELDN in 0.4s | 2.89 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-19T20:21:12.827741] [INFO ] [sig       ] [1064/3561] Forecasting ELF...
[2025-12-19T20:21:12.827772] [INFO ] [sig       ] Generating forecast for: ELF
[2025-12-19T20:21:12.827802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-12-19T20:21:12.839617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2025-12-19T20:21:12.839993] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-12-19T20:21:12.840781] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-12-19T20:21:12.840832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:12.840863] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:12.840890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:12.840946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:12.902063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:12.903089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:12.903173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:12.903206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:13.022601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:13.022759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:13.022796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:13.022824] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:13.026123] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=52.27%)
[2025-12-19T20:21:13.026390] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-12-19T20:21:13.026511] [INFO ] [sig       ] ELF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:13.171272] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ELF.txt
[2025-12-19T20:21:13.171600] [INFO ] [sig       ] [1064/3561] Completed ELF in 0.3s | 2.89 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-19T20:21:13.171642] [INFO ] [sig       ] [1065/3561] Forecasting ELME...
[2025-12-19T20:21:13.171670] [INFO ] [sig       ] Generating forecast for: ELME
[2025-12-19T20:21:13.171699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-12-19T20:21:13.183438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2025-12-19T20:21:13.183811] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-12-19T20:21:13.184557] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-12-19T20:21:13.184624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:13.184656] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:13.184682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:13.184742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:13.244142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:13.244839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:13.244918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:13.244950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:13.369040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:13.369192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:13.369232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:13.369277] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:13.372688] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-12-19T20:21:13.372955] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-12-19T20:21:13.373077] [INFO ] [sig       ] ELME: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:13.517915] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ELME.txt
[2025-12-19T20:21:13.518046] [INFO ] [sig       ] [1065/3561] Completed ELME in 0.3s | 2.89 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-19T20:21:13.518088] [INFO ] [sig       ] [1066/3561] Forecasting ELP...
[2025-12-19T20:21:13.518119] [INFO ] [sig       ] Generating forecast for: ELP
[2025-12-19T20:21:13.518149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-12-19T20:21:13.529821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELP'.
[2025-12-19T20:21:13.530172] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-12-19T20:21:13.531027] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-12-19T20:21:13.531079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:13.531111] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:13.531138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:13.531194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:13.590449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:13.591241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:13.591516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:13.591549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:13.714776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:13.714925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:13.714962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:13.714991] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:13.718435] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: DOWN (p=44.37%)
[2025-12-19T20:21:13.718748] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-12-19T20:21:13.718874] [INFO ] [sig       ] ELP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:13.856139] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ELP.txt
[2025-12-19T20:21:13.856268] [INFO ] [sig       ] [1066/3561] Completed ELP in 0.3s | 2.89 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-19T20:21:13.856308] [INFO ] [sig       ] [1067/3561] Forecasting ELS...
[2025-12-19T20:21:13.856337] [INFO ] [sig       ] Generating forecast for: ELS
[2025-12-19T20:21:13.856367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-12-19T20:21:13.867929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2025-12-19T20:21:13.868278] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-12-19T20:21:13.869090] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-12-19T20:21:13.869142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:13.869174] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:13.869202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:13.869259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:13.928140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:13.929014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:13.929127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:13.929173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:14.053238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:14.053409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:14.053453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:14.053484] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:14.056944] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: UP (p=69.52%)
[2025-12-19T20:21:14.057223] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-12-19T20:21:14.057358] [INFO ] [sig       ] ELS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:14.204406] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ELS.txt
[2025-12-19T20:21:14.204621] [INFO ] [sig       ] [1067/3561] Completed ELS in 0.3s | 2.89 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-19T20:21:14.204685] [INFO ] [sig       ] [1068/3561] Forecasting ELTX...
[2025-12-19T20:21:14.204731] [INFO ] [sig       ] Generating forecast for: ELTX
[2025-12-19T20:21:14.204768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2025-12-19T20:21:14.216351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2025-12-19T20:21:14.216702] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2025-12-19T20:21:14.217529] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2025-12-19T20:21:14.217601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:14.217636] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:14.217663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:14.217721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:14.275475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:14.276165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:14.276245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:14.276283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:14.394007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:14.394158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:14.394196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:14.394224] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:14.397478] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: DOWN (p=8.75%)
[2025-12-19T20:21:14.397759] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2025-12-19T20:21:14.397878] [INFO ] [sig       ] ELTX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:14.541189] [INFO ] [LOCAL     ] Saved forecast: ELTX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ELTX.txt
[2025-12-19T20:21:14.541323] [INFO ] [sig       ] [1068/3561] Completed ELTX in 0.3s | 2.89 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-19T20:21:14.541363] [INFO ] [sig       ] [1069/3561] Forecasting ELVA...
[2025-12-19T20:21:14.541392] [INFO ] [sig       ] Generating forecast for: ELVA
[2025-12-19T20:21:14.541422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2025-12-19T20:21:14.553119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2025-12-19T20:21:14.553463] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2025-12-19T20:21:14.554253] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2025-12-19T20:21:14.554494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:14.554525] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:14.554563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:14.554654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:14.612827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:14.613466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:14.613545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:14.613594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:14.734807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:14.734967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:14.735007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:14.735035] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:14.738803] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: UP (p=83.59%)
[2025-12-19T20:21:14.739104] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2025-12-19T20:21:14.739439] [INFO ] [sig       ] ELVA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:14.883997] [INFO ] [LOCAL     ] Saved forecast: ELVA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ELVA.txt
[2025-12-19T20:21:14.884150] [INFO ] [sig       ] [1069/3561] Completed ELVA in 0.3s | 2.89 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-19T20:21:14.884190] [INFO ] [sig       ] [1070/3561] Forecasting ELVN...
[2025-12-19T20:21:14.884219] [INFO ] [sig       ] Generating forecast for: ELVN
[2025-12-19T20:21:14.884249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2025-12-19T20:21:14.896494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2025-12-19T20:21:14.896905] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2025-12-19T20:21:14.897927] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2025-12-19T20:21:14.897978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:14.898010] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:14.898036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:14.898097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:14.955908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:14.957021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:14.957104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:14.957136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:15.079450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:15.079632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:15.079673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:15.079703] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:15.083289] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: DOWN (p=9.90%)
[2025-12-19T20:21:15.083670] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2025-12-19T20:21:15.083817] [INFO ] [sig       ] ELVN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:15.230449] [INFO ] [LOCAL     ] Saved forecast: ELVN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ELVN.txt
[2025-12-19T20:21:15.230658] [INFO ] [sig       ] [1070/3561] Completed ELVN in 0.3s | 2.89 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-19T20:21:15.230702] [INFO ] [sig       ] [1071/3561] Forecasting ELWS...
[2025-12-19T20:21:15.230732] [INFO ] [sig       ] Generating forecast for: ELWS
[2025-12-19T20:21:15.230762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'.
[2025-12-19T20:21:15.242524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELWS'.
[2025-12-19T20:21:15.242945] [INFO ] [FORECASTER] Starting predict_future for ELWS
[2025-12-19T20:21:15.243871] [DEBUG] [LOCAL     ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt
[2025-12-19T20:21:15.243924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:15.243956] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:15.243984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:15.244040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:15.304016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:15.304897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:15.304987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:15.305021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:15.426602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:15.426754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:15.426793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:15.426822] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:15.430665] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: UP (p=83.84%)
[2025-12-19T20:21:15.430941] [INFO ] [FORECASTER] Completed predict_future for ELWS
[2025-12-19T20:21:15.431064] [INFO ] [sig       ] ELWS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:15.584652] [INFO ] [LOCAL     ] Saved forecast: ELWS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ELWS.txt
[2025-12-19T20:21:15.584854] [INFO ] [sig       ] [1071/3561] Completed ELWS in 0.4s | 2.89 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-19T20:21:15.584908] [INFO ] [sig       ] [1072/3561] Forecasting EM...
[2025-12-19T20:21:15.584941] [INFO ] [sig       ] Generating forecast for: EM
[2025-12-19T20:21:15.585006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2025-12-19T20:21:15.596925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2025-12-19T20:21:15.597304] [INFO ] [FORECASTER] Starting predict_future for EM
[2025-12-19T20:21:15.598205] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2025-12-19T20:21:15.598257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:15.598290] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:15.598317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:15.598374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:15.659320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:15.660465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:15.660551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:15.660603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:15.785444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:15.785620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:15.785661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:15.785690] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:15.789475] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: UP (p=84.52%)
[2025-12-19T20:21:15.789823] [INFO ] [FORECASTER] Completed predict_future for EM
[2025-12-19T20:21:15.789978] [INFO ] [sig       ] EM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:15.944342] [INFO ] [LOCAL     ] Saved forecast: EM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EM.txt
[2025-12-19T20:21:15.944497] [INFO ] [sig       ] [1072/3561] Completed EM in 0.4s | 2.89 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-19T20:21:15.944536] [INFO ] [sig       ] [1073/3561] Forecasting EMB...
[2025-12-19T20:21:15.944567] [INFO ] [sig       ] Generating forecast for: EMB
[2025-12-19T20:21:15.944626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2025-12-19T20:21:15.957926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2025-12-19T20:21:15.958312] [INFO ] [FORECASTER] Starting predict_future for EMB
[2025-12-19T20:21:15.959516] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2025-12-19T20:21:15.959588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:15.959632] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:15.959661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:15.959718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:16.020962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:16.021894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:16.022023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:16.022058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:16.149442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:16.149629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:16.149670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:16.149699] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:16.153085] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: DOWN (p=12.00%)
[2025-12-19T20:21:16.153372] [INFO ] [FORECASTER] Completed predict_future for EMB
[2025-12-19T20:21:16.153502] [INFO ] [sig       ] EMB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:16.298252] [INFO ] [LOCAL     ] Saved forecast: EMB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EMB.txt
[2025-12-19T20:21:16.298407] [INFO ] [sig       ] [1073/3561] Completed EMB in 0.4s | 2.89 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-19T20:21:16.298447] [INFO ] [sig       ] [1074/3561] Forecasting EMBC...
[2025-12-19T20:21:16.298477] [INFO ] [sig       ] Generating forecast for: EMBC
[2025-12-19T20:21:16.298506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2025-12-19T20:21:16.311815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2025-12-19T20:21:16.312201] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2025-12-19T20:21:16.313001] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2025-12-19T20:21:16.313054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:16.313116] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:16.313145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:16.313201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:16.371403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:16.372242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:16.372326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:16.372362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:16.499358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:16.499518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:16.499558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:16.499609] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:16.503036] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: DOWN (p=13.37%)
[2025-12-19T20:21:16.503351] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2025-12-19T20:21:16.503481] [INFO ] [sig       ] EMBC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:16.648585] [INFO ] [LOCAL     ] Saved forecast: EMBC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EMBC.txt
[2025-12-19T20:21:16.648785] [INFO ] [sig       ] [1074/3561] Completed EMBC in 0.4s | 2.89 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-19T20:21:16.648827] [INFO ] [sig       ] [1075/3561] Forecasting EMD...
[2025-12-19T20:21:16.648860] [INFO ] [sig       ] Generating forecast for: EMD
[2025-12-19T20:21:16.648889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-12-19T20:21:16.661770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2025-12-19T20:21:16.662164] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-12-19T20:21:16.663133] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-12-19T20:21:16.663186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:16.663218] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:16.663246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:16.663303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:16.724646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:16.725528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:16.725639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:16.725674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:16.862081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:16.862269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:16.862322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:16.862363] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:16.867503] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=92.66%)
[2025-12-19T20:21:16.867969] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-12-19T20:21:16.868168] [INFO ] [sig       ] EMD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:17.023763] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EMD.txt
[2025-12-19T20:21:17.023922] [INFO ] [sig       ] [1075/3561] Completed EMD in 0.4s | 2.89 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-19T20:21:17.023962] [INFO ] [sig       ] [1076/3561] Forecasting EMF...
[2025-12-19T20:21:17.023993] [INFO ] [sig       ] Generating forecast for: EMF
[2025-12-19T20:21:17.024050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-12-19T20:21:17.036370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2025-12-19T20:21:17.036827] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-12-19T20:21:17.037658] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-12-19T20:21:17.037905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:17.037939] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:17.037966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:17.038021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:17.097494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:17.098343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:17.098426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:17.098460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:17.209826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:17.209985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:17.210023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:17.210052] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:17.213610] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: UP (p=81.03%)
[2025-12-19T20:21:17.213891] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-12-19T20:21:17.214017] [INFO ] [sig       ] EMF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:17.359279] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EMF.txt
[2025-12-19T20:21:17.359585] [INFO ] [sig       ] [1076/3561] Completed EMF in 0.3s | 2.89 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-19T20:21:17.359628] [INFO ] [sig       ] [1077/3561] Forecasting EMN...
[2025-12-19T20:21:17.359656] [INFO ] [sig       ] Generating forecast for: EMN
[2025-12-19T20:21:17.359687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-12-19T20:21:17.372110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2025-12-19T20:21:17.372538] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-12-19T20:21:17.373368] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-12-19T20:21:17.373420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:17.373452] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:17.373478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:17.373534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:17.432285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:17.433268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:17.433363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:17.433397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:17.559262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:17.559416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:17.559456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:17.559511] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:17.563010] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: DOWN (p=11.04%)
[2025-12-19T20:21:17.563310] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-12-19T20:21:17.563440] [INFO ] [sig       ] EMN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:17.710644] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EMN.txt
[2025-12-19T20:21:17.710799] [INFO ] [sig       ] [1077/3561] Completed EMN in 0.4s | 2.89 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-19T20:21:17.710840] [INFO ] [sig       ] [1078/3561] Forecasting EMO...
[2025-12-19T20:21:17.710869] [INFO ] [sig       ] Generating forecast for: EMO
[2025-12-19T20:21:17.710901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-12-19T20:21:17.722330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2025-12-19T20:21:17.722680] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-12-19T20:21:17.723493] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-12-19T20:21:17.723545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:17.723605] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:17.723635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:17.723695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:17.783344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:17.784335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:17.784434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:17.784486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:17.901171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:17.901354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:17.901393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:17.901422] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:17.904729] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: UP (p=89.05%)
[2025-12-19T20:21:17.904996] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-12-19T20:21:17.905118] [INFO ] [sig       ] EMO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:18.045889] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EMO.txt
[2025-12-19T20:21:18.046022] [INFO ] [sig       ] [1078/3561] Completed EMO in 0.3s | 2.89 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-19T20:21:18.046063] [INFO ] [sig       ] [1079/3561] Forecasting EMXC...
[2025-12-19T20:21:18.046094] [INFO ] [sig       ] Generating forecast for: EMXC
[2025-12-19T20:21:18.046125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2025-12-19T20:21:18.057884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2025-12-19T20:21:18.058235] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2025-12-19T20:21:18.059043] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2025-12-19T20:21:18.059096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:18.059128] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:18.059163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:18.059221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:18.117219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:18.117951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:18.118031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:18.118064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:18.251083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:18.251287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:18.251345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:18.251385] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:18.256209] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: DOWN (p=26.73%)
[2025-12-19T20:21:18.256894] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2025-12-19T20:21:18.257079] [INFO ] [sig       ] EMXC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:18.409027] [INFO ] [LOCAL     ] Saved forecast: EMXC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EMXC.txt
[2025-12-19T20:21:18.409183] [INFO ] [sig       ] [1079/3561] Completed EMXC in 0.4s | 2.89 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-19T20:21:18.409225] [INFO ] [sig       ] [1080/3561] Forecasting ENB...
[2025-12-19T20:21:18.409254] [INFO ] [sig       ] Generating forecast for: ENB
[2025-12-19T20:21:18.409285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-12-19T20:21:18.420828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2025-12-19T20:21:18.421194] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-12-19T20:21:18.421975] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-12-19T20:21:18.422026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:18.422056] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:18.422082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:18.422138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:18.480815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:18.481739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:18.481829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:18.481862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:18.610990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:18.611158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:18.611197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:18.611226] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:18.614699] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: UP (p=88.94%)
[2025-12-19T20:21:18.614991] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-12-19T20:21:18.615121] [INFO ] [sig       ] ENB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:18.759247] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ENB.txt
[2025-12-19T20:21:18.759402] [INFO ] [sig       ] [1080/3561] Completed ENB in 0.4s | 2.89 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-19T20:21:18.759441] [INFO ] [sig       ] [1081/3561] Forecasting ENGN...
[2025-12-19T20:21:18.759473] [INFO ] [sig       ] Generating forecast for: ENGN
[2025-12-19T20:21:18.759503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2025-12-19T20:21:18.770832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2025-12-19T20:21:18.771224] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2025-12-19T20:21:18.772010] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2025-12-19T20:21:18.772061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:18.772092] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:18.772119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:18.772174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:18.828429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:18.829317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:18.829615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:18.829649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:18.951796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:18.951955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:18.951993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:18.952021] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:18.955658] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: DOWN (p=12.99%)
[2025-12-19T20:21:18.955923] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2025-12-19T20:21:18.956044] [INFO ] [sig       ] ENGN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:19.098726] [INFO ] [LOCAL     ] Saved forecast: ENGN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ENGN.txt
[2025-12-19T20:21:19.098893] [INFO ] [sig       ] [1081/3561] Completed ENGN in 0.3s | 2.89 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-19T20:21:19.098936] [INFO ] [sig       ] [1082/3561] Forecasting ENIC...
[2025-12-19T20:21:19.098965] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-12-19T20:21:19.098995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-12-19T20:21:19.110914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENIC'.
[2025-12-19T20:21:19.111280] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-12-19T20:21:19.112076] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-12-19T20:21:19.112127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:19.112172] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:19.112200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:19.112256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:19.171754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:19.172521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:19.172618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:19.172652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:19.293964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:19.294125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:19.294165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:19.294198] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:19.297905] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: UP (p=60.73%)
[2025-12-19T20:21:19.298255] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-12-19T20:21:19.298616] [INFO ] [sig       ] ENIC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:19.441289] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ENIC.txt
[2025-12-19T20:21:19.441626] [INFO ] [sig       ] [1082/3561] Completed ENIC in 0.3s | 2.89 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-19T20:21:19.441667] [INFO ] [sig       ] [1083/3561] Forecasting ENPH...
[2025-12-19T20:21:19.441698] [INFO ] [sig       ] Generating forecast for: ENPH
[2025-12-19T20:21:19.441728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2025-12-19T20:21:19.454245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2025-12-19T20:21:19.454769] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2025-12-19T20:21:19.455534] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2025-12-19T20:21:19.455604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:19.455638] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:19.455665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:19.455721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:19.515609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:19.516436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:19.516521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:19.516554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:19.635555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:19.635724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:19.635763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:19.635792] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:19.639268] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: UP (p=97.21%)
[2025-12-19T20:21:19.639712] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2025-12-19T20:21:19.639835] [INFO ] [sig       ] ENPH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:19.778737] [INFO ] [LOCAL     ] Saved forecast: ENPH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ENPH.txt
[2025-12-19T20:21:19.778863] [INFO ] [sig       ] [1083/3561] Completed ENPH in 0.3s | 2.89 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-19T20:21:19.778901] [INFO ] [sig       ] [1084/3561] Forecasting ENS...
[2025-12-19T20:21:19.778952] [INFO ] [sig       ] Generating forecast for: ENS
[2025-12-19T20:21:19.778984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-12-19T20:21:19.791006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2025-12-19T20:21:19.791389] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-12-19T20:21:19.792163] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-12-19T20:21:19.792215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:19.792246] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:19.792274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:19.792330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:19.849745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:19.850330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:19.850428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:19.850461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:19.969653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:19.969809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:19.969848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:19.969876] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:19.973738] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=98.92%)
[2025-12-19T20:21:19.973999] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-12-19T20:21:19.974117] [INFO ] [sig       ] ENS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:20.111648] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ENS.txt
[2025-12-19T20:21:20.111752] [INFO ] [sig       ] [1084/3561] Completed ENS in 0.3s | 2.89 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-19T20:21:20.111789] [INFO ] [sig       ] [1085/3561] Forecasting ENSC...
[2025-12-19T20:21:20.111818] [INFO ] [sig       ] Generating forecast for: ENSC
[2025-12-19T20:21:20.111846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'.
[2025-12-19T20:21:20.123869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSC'.
[2025-12-19T20:21:20.124177] [INFO ] [FORECASTER] Starting predict_future for ENSC
[2025-12-19T20:21:20.124944] [DEBUG] [LOCAL     ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt
[2025-12-19T20:21:20.124994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:20.125025] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:20.125052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:20.125107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:20.181150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:20.181738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:20.181812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:20.181843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:20.301265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:20.301379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:20.301415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:20.301443] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:20.304602] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: DOWN (p=8.14%)
[2025-12-19T20:21:20.304858] [INFO ] [FORECASTER] Completed predict_future for ENSC
[2025-12-19T20:21:20.304976] [INFO ] [sig       ] ENSC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:20.442055] [INFO ] [LOCAL     ] Saved forecast: ENSC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ENSC.txt
[2025-12-19T20:21:20.442165] [INFO ] [sig       ] [1085/3561] Completed ENSC in 0.3s | 2.89 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-19T20:21:20.442208] [INFO ] [sig       ] [1086/3561] Forecasting ENSG...
[2025-12-19T20:21:20.442237] [INFO ] [sig       ] Generating forecast for: ENSG
[2025-12-19T20:21:20.442265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2025-12-19T20:21:20.453990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2025-12-19T20:21:20.454313] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2025-12-19T20:21:20.455076] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2025-12-19T20:21:20.455127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:20.455159] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:20.455186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:20.455247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:20.512219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:20.512825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:20.512901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:20.512932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:20.638445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:20.638837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:20.638879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:20.638907] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:20.642879] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: UP (p=66.95%)
[2025-12-19T20:21:20.643149] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2025-12-19T20:21:20.643272] [INFO ] [sig       ] ENSG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:20.792148] [INFO ] [LOCAL     ] Saved forecast: ENSG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ENSG.txt
[2025-12-19T20:21:20.792310] [INFO ] [sig       ] [1086/3561] Completed ENSG in 0.4s | 2.89 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-19T20:21:20.792358] [INFO ] [sig       ] [1087/3561] Forecasting ENTA...
[2025-12-19T20:21:20.792388] [INFO ] [sig       ] Generating forecast for: ENTA
[2025-12-19T20:21:20.792418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2025-12-19T20:21:20.803640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2025-12-19T20:21:20.803953] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2025-12-19T20:21:20.804728] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2025-12-19T20:21:20.804779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:20.804810] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:20.804837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:20.804893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:20.862353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:20.863030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:20.863106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:20.863138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:20.985843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:20.986000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:20.986038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:20.986066] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:20.989755] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: UP (p=50.06%)
[2025-12-19T20:21:20.990021] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2025-12-19T20:21:20.990159] [INFO ] [sig       ] ENTA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:21.129142] [INFO ] [LOCAL     ] Saved forecast: ENTA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ENTA.txt
[2025-12-19T20:21:21.129290] [INFO ] [sig       ] [1087/3561] Completed ENTA in 0.3s | 2.89 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-19T20:21:21.129330] [INFO ] [sig       ] [1088/3561] Forecasting ENTG...
[2025-12-19T20:21:21.129358] [INFO ] [sig       ] Generating forecast for: ENTG
[2025-12-19T20:21:21.129388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2025-12-19T20:21:21.140690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2025-12-19T20:21:21.141013] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2025-12-19T20:21:21.141782] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2025-12-19T20:21:21.141833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:21.141864] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:21.141891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:21.141946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:21.200352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:21.201111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:21.201190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:21.201222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:21.323088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:21.323239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:21.323278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:21.323306] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:21.326693] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: DOWN (p=33.52%)
[2025-12-19T20:21:21.326953] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2025-12-19T20:21:21.327071] [INFO ] [sig       ] ENTG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:21.472792] [INFO ] [LOCAL     ] Saved forecast: ENTG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ENTG.txt
[2025-12-19T20:21:21.472937] [INFO ] [sig       ] [1088/3561] Completed ENTG in 0.3s | 2.89 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-19T20:21:21.472978] [INFO ] [sig       ] [1089/3561] Forecasting ENTX...
[2025-12-19T20:21:21.473008] [INFO ] [sig       ] Generating forecast for: ENTX
[2025-12-19T20:21:21.473045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2025-12-19T20:21:21.485385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2025-12-19T20:21:21.485720] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2025-12-19T20:21:21.486699] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2025-12-19T20:21:21.486757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:21.486789] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:21.486816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:21.486871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:21.545887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:21.546703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:21.546783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:21.546816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:21.664411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:21.664563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:21.664637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:21.664668] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:21.667956] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: DOWN (p=12.66%)
[2025-12-19T20:21:21.668218] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2025-12-19T20:21:21.668338] [INFO ] [sig       ] ENTX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:21.805867] [INFO ] [LOCAL     ] Saved forecast: ENTX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ENTX.txt
[2025-12-19T20:21:21.806003] [INFO ] [sig       ] [1089/3561] Completed ENTX in 0.3s | 2.89 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-19T20:21:21.806043] [INFO ] [sig       ] [1090/3561] Forecasting ENVA...
[2025-12-19T20:21:21.806080] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-12-19T20:21:21.806109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-12-19T20:21:21.817547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2025-12-19T20:21:21.817896] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-12-19T20:21:21.818744] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-12-19T20:21:21.818812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:21.818852] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:21.818880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:21.818936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:21.874540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:21.875155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:21.875234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:21.875269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:21.995788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:21.995936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:21.995975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:21.996004] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:21.999397] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=55.24%)
[2025-12-19T20:21:21.999692] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-12-19T20:21:21.999814] [INFO ] [sig       ] ENVA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:22.142336] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ENVA.txt
[2025-12-19T20:21:22.142488] [INFO ] [sig       ] [1090/3561] Completed ENVA in 0.3s | 2.89 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-19T20:21:22.142532] [INFO ] [sig       ] [1091/3561] Forecasting ENVB...
[2025-12-19T20:21:22.142560] [INFO ] [sig       ] Generating forecast for: ENVB
[2025-12-19T20:21:22.142609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2025-12-19T20:21:22.155005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2025-12-19T20:21:22.155398] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2025-12-19T20:21:22.156262] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2025-12-19T20:21:22.156315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:22.156399] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:22.156446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:22.156527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:22.217629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:22.218393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:22.218476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:22.218509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:22.335256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:22.335417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:22.335456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:22.335485] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:22.338841] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: UP (p=93.42%)
[2025-12-19T20:21:22.339101] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2025-12-19T20:21:22.339219] [INFO ] [sig       ] ENVB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:22.482327] [INFO ] [LOCAL     ] Saved forecast: ENVB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ENVB.txt
[2025-12-19T20:21:22.482492] [INFO ] [sig       ] [1091/3561] Completed ENVB in 0.3s | 2.89 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-19T20:21:22.482533] [INFO ] [sig       ] [1092/3561] Forecasting ENVX...
[2025-12-19T20:21:22.482562] [INFO ] [sig       ] Generating forecast for: ENVX
[2025-12-19T20:21:22.482630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2025-12-19T20:21:22.494649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2025-12-19T20:21:22.495049] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2025-12-19T20:21:22.495857] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2025-12-19T20:21:22.495910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:22.495943] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:22.495972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:22.496029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:22.554741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:22.555603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:22.555689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:22.555723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:22.679549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:22.679722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:22.679762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:22.679792] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:22.683546] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: UP (p=86.95%)
[2025-12-19T20:21:22.683835] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2025-12-19T20:21:22.683958] [INFO ] [sig       ] ENVX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:22.824753] [INFO ] [LOCAL     ] Saved forecast: ENVX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ENVX.txt
[2025-12-19T20:21:22.824885] [INFO ] [sig       ] [1092/3561] Completed ENVX in 0.3s | 2.89 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-19T20:21:22.824924] [INFO ] [sig       ] [1093/3561] Forecasting EOD...
[2025-12-19T20:21:22.824953] [INFO ] [sig       ] Generating forecast for: EOD
[2025-12-19T20:21:22.824982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-12-19T20:21:22.836719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2025-12-19T20:21:22.837045] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-12-19T20:21:22.837992] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-12-19T20:21:22.838043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:22.838087] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:22.838115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:22.838171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:22.899501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:22.900687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:22.900773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:22.900806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:23.020887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:23.021047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:23.021085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:23.021114] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:23.024413] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=3.52%)
[2025-12-19T20:21:23.024694] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-12-19T20:21:23.024814] [INFO ] [sig       ] EOD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:23.161977] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EOD.txt
[2025-12-19T20:21:23.162111] [INFO ] [sig       ] [1093/3561] Completed EOD in 0.3s | 2.89 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-19T20:21:23.162150] [INFO ] [sig       ] [1094/3561] Forecasting EOG...
[2025-12-19T20:21:23.162179] [INFO ] [sig       ] Generating forecast for: EOG
[2025-12-19T20:21:23.162209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-12-19T20:21:23.174131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2025-12-19T20:21:23.174719] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-12-19T20:21:23.175498] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-12-19T20:21:23.175549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:23.175809] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:23.175842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:23.175901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:23.233062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:23.233696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:23.233774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:23.233807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:23.355089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:23.355249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:23.355313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:23.355375] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:23.359782] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: DOWN (p=24.01%)
[2025-12-19T20:21:23.360091] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-12-19T20:21:23.360418] [INFO ] [sig       ] EOG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:23.505725] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EOG.txt
[2025-12-19T20:21:23.505880] [INFO ] [sig       ] [1094/3561] Completed EOG in 0.3s | 2.89 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-19T20:21:23.505920] [INFO ] [sig       ] [1095/3561] Forecasting EOI...
[2025-12-19T20:21:23.505949] [INFO ] [sig       ] Generating forecast for: EOI
[2025-12-19T20:21:23.505979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-12-19T20:21:23.517466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2025-12-19T20:21:23.517855] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-12-19T20:21:23.518618] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-12-19T20:21:23.518693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:23.518726] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:23.518752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:23.518807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:23.577869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:23.578969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:23.579054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:23.579086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:23.704041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:23.704199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:23.704237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:23.704266] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:23.708182] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: DOWN (p=12.30%)
[2025-12-19T20:21:23.708458] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-12-19T20:21:23.708808] [INFO ] [sig       ] EOI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:23.855466] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EOI.txt
[2025-12-19T20:21:23.855645] [INFO ] [sig       ] [1095/3561] Completed EOI in 0.3s | 2.89 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-19T20:21:23.855686] [INFO ] [sig       ] [1096/3561] Forecasting EOLS...
[2025-12-19T20:21:23.855717] [INFO ] [sig       ] Generating forecast for: EOLS
[2025-12-19T20:21:23.855746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2025-12-19T20:21:23.868124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2025-12-19T20:21:23.868501] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2025-12-19T20:21:23.869302] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2025-12-19T20:21:23.869352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:23.869384] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:23.869410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:23.869466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:23.928244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:23.929118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:23.929198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:23.929228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:24.051799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:24.051960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:24.051997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:24.052026] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:24.056092] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: DOWN (p=16.10%)
[2025-12-19T20:21:24.056383] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2025-12-19T20:21:24.056512] [INFO ] [sig       ] EOLS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:24.195381] [INFO ] [LOCAL     ] Saved forecast: EOLS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EOLS.txt
[2025-12-19T20:21:24.195510] [INFO ] [sig       ] [1096/3561] Completed EOLS in 0.3s | 2.89 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-19T20:21:24.195763] [INFO ] [sig       ] [1097/3561] Forecasting EOS...
[2025-12-19T20:21:24.195800] [INFO ] [sig       ] Generating forecast for: EOS
[2025-12-19T20:21:24.195832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-12-19T20:21:24.207077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2025-12-19T20:21:24.207387] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-12-19T20:21:24.208335] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-12-19T20:21:24.208386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:24.208416] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:24.208442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:24.208697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:24.265665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:24.266359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:24.266438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:24.266469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:24.391899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:24.392084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:24.392128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:24.392156] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:24.395539] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=89.68%)
[2025-12-19T20:21:24.395825] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-12-19T20:21:24.395951] [INFO ] [sig       ] EOS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:24.535353] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EOS.txt
[2025-12-19T20:21:24.535497] [INFO ] [sig       ] [1097/3561] Completed EOS in 0.3s | 2.89 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-19T20:21:24.535536] [INFO ] [sig       ] [1098/3561] Forecasting EOSE...
[2025-12-19T20:21:24.535565] [INFO ] [sig       ] Generating forecast for: EOSE
[2025-12-19T20:21:24.535616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2025-12-19T20:21:24.546859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2025-12-19T20:21:24.547235] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2025-12-19T20:21:24.548003] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2025-12-19T20:21:24.548054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:24.548085] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:24.548112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:24.548168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:24.606316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:24.607140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:24.607220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:24.607252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:24.727439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:24.727623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:24.727683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:24.727712] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:24.730995] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: DOWN (p=29.86%)
[2025-12-19T20:21:24.731255] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2025-12-19T20:21:24.731378] [INFO ] [sig       ] EOSE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:24.873721] [INFO ] [LOCAL     ] Saved forecast: EOSE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EOSE.txt
[2025-12-19T20:21:24.873881] [INFO ] [sig       ] [1098/3561] Completed EOSE in 0.3s | 2.89 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-19T20:21:24.873926] [INFO ] [sig       ] [1099/3561] Forecasting EPAC...
[2025-12-19T20:21:24.873955] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-12-19T20:21:24.873986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-12-19T20:21:24.885195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2025-12-19T20:21:24.885614] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-12-19T20:21:24.886386] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-12-19T20:21:24.886439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:24.886471] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:24.886498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:24.886553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:24.942377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:24.943204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:24.943285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:24.943318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:25.062357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:25.062516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:25.062555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:25.062602] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:25.065888] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: DOWN (p=16.24%)
[2025-12-19T20:21:25.066149] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-12-19T20:21:25.066267] [INFO ] [sig       ] EPAC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:25.203927] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EPAC.txt
[2025-12-19T20:21:25.204068] [INFO ] [sig       ] [1099/3561] Completed EPAC in 0.3s | 2.89 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-19T20:21:25.204107] [INFO ] [sig       ] [1100/3561] Forecasting EPAM...
[2025-12-19T20:21:25.204136] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-12-19T20:21:25.204165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-12-19T20:21:25.216164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2025-12-19T20:21:25.216547] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-12-19T20:21:25.217312] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-12-19T20:21:25.217363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:25.217395] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:25.217423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:25.217478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:25.273228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:25.274084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:25.274163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:25.274195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:25.394256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:25.394420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:25.394459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:25.394506] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:25.398204] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: UP (p=84.11%)
[2025-12-19T20:21:25.398478] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-12-19T20:21:25.398619] [INFO ] [sig       ] EPAM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:25.541439] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EPAM.txt
[2025-12-19T20:21:25.541796] [INFO ] [sig       ] [1100/3561] Completed EPAM in 0.3s | 2.89 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-19T20:21:25.541840] [INFO ] [sig       ] [1101/3561] Forecasting EPC...
[2025-12-19T20:21:25.541869] [INFO ] [sig       ] Generating forecast for: EPC
[2025-12-19T20:21:25.541899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-12-19T20:21:25.554460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2025-12-19T20:21:25.554991] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-12-19T20:21:25.555749] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-12-19T20:21:25.555800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:25.555831] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:25.555859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:25.555915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:25.614673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:25.615472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:25.615603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:25.615834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:25.736442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:25.736623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:25.736663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:25.736691] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:25.740098] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: DOWN (p=5.17%)
[2025-12-19T20:21:25.740404] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-12-19T20:21:25.740744] [INFO ] [sig       ] EPC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:25.888561] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EPC.txt
[2025-12-19T20:21:25.888762] [INFO ] [sig       ] [1101/3561] Completed EPC in 0.3s | 2.89 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-19T20:21:25.888803] [INFO ] [sig       ] [1102/3561] Forecasting EPD...
[2025-12-19T20:21:25.888836] [INFO ] [sig       ] Generating forecast for: EPD
[2025-12-19T20:21:25.888866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-12-19T20:21:25.900230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2025-12-19T20:21:25.900616] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-12-19T20:21:25.901365] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-12-19T20:21:25.901415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:25.901447] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:25.901474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:25.901529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:25.959663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:25.960452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:25.960530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:25.960598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:26.079225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:26.079365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:26.079402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:26.079431] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:26.082749] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=49.35%)
[2025-12-19T20:21:26.083011] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-12-19T20:21:26.083129] [INFO ] [sig       ] EPD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:26.220500] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EPD.txt
[2025-12-19T20:21:26.220676] [INFO ] [sig       ] [1102/3561] Completed EPD in 0.3s | 2.89 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-19T20:21:26.220717] [INFO ] [sig       ] [1103/3561] Forecasting EPSN...
[2025-12-19T20:21:26.220747] [INFO ] [sig       ] Generating forecast for: EPSN
[2025-12-19T20:21:26.220776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2025-12-19T20:21:26.232174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2025-12-19T20:21:26.232549] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2025-12-19T20:21:26.233389] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2025-12-19T20:21:26.233442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:26.233475] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:26.233503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:26.233559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:26.292430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:26.293301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:26.293386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:26.293420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:26.412450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:26.412630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:26.412671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:26.412699] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:26.416098] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: UP (p=96.45%)
[2025-12-19T20:21:26.416424] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2025-12-19T20:21:26.416555] [INFO ] [sig       ] EPSN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:26.554861] [INFO ] [LOCAL     ] Saved forecast: EPSN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EPSN.txt
[2025-12-19T20:21:26.554990] [INFO ] [sig       ] [1103/3561] Completed EPSN in 0.3s | 2.89 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-19T20:21:26.555029] [INFO ] [sig       ] [1104/3561] Forecasting EQBK...
[2025-12-19T20:21:26.555057] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-12-19T20:21:26.555088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-12-19T20:21:26.566129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2025-12-19T20:21:26.566512] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-12-19T20:21:26.567354] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-12-19T20:21:26.567412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:26.567445] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:26.567472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:26.567541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:26.626185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:26.627076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:26.627165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:26.627198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:26.745277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:26.745437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:26.745476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:26.745503] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:26.748808] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: DOWN (p=36.48%)
[2025-12-19T20:21:26.749072] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-12-19T20:21:26.749189] [INFO ] [sig       ] EQBK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:26.887562] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EQBK.txt
[2025-12-19T20:21:26.887760] [INFO ] [sig       ] [1104/3561] Completed EQBK in 0.3s | 2.89 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-19T20:21:26.887803] [INFO ] [sig       ] [1105/3561] Forecasting EQH...
[2025-12-19T20:21:26.887833] [INFO ] [sig       ] Generating forecast for: EQH
[2025-12-19T20:21:26.887864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-12-19T20:21:26.899841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2025-12-19T20:21:26.900209] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-12-19T20:21:26.901067] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-12-19T20:21:26.901119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:26.901152] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:26.901178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:26.901237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:26.956994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:26.957734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:26.957823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:26.957864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:27.079037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:27.079192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:27.079231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:27.079258] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:27.083103] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2025-12-19T20:21:27.083363] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-12-19T20:21:27.083481] [INFO ] [sig       ] EQH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:27.228096] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EQH.txt
[2025-12-19T20:21:27.228230] [INFO ] [sig       ] [1105/3561] Completed EQH in 0.3s | 2.89 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-19T20:21:27.228269] [INFO ] [sig       ] [1106/3561] Forecasting EQIX...
[2025-12-19T20:21:27.228299] [INFO ] [sig       ] Generating forecast for: EQIX
[2025-12-19T20:21:27.228330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2025-12-19T20:21:27.240054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2025-12-19T20:21:27.240369] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2025-12-19T20:21:27.241212] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2025-12-19T20:21:27.241264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:27.241297] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:27.241327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:27.241397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:27.299254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:27.299900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:27.299976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:27.300008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:27.426829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:27.426979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:27.427016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:27.427044] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:27.430939] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: UP (p=73.19%)
[2025-12-19T20:21:27.431204] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2025-12-19T20:21:27.431327] [INFO ] [sig       ] EQIX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:27.572763] [INFO ] [LOCAL     ] Saved forecast: EQIX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EQIX.txt
[2025-12-19T20:21:27.572895] [INFO ] [sig       ] [1106/3561] Completed EQIX in 0.3s | 2.89 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-19T20:21:27.572934] [INFO ] [sig       ] [1107/3561] Forecasting ERAS...
[2025-12-19T20:21:27.572963] [INFO ] [sig       ] Generating forecast for: ERAS
[2025-12-19T20:21:27.572993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2025-12-19T20:21:27.584525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2025-12-19T20:21:27.584877] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2025-12-19T20:21:27.585642] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2025-12-19T20:21:27.585692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:27.585725] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:27.585751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:27.585806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:27.647428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:27.648287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:27.648365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:27.648397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:27.768331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:27.768710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:27.768751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:27.768779] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:27.772253] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: UP (p=98.03%)
[2025-12-19T20:21:27.772536] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2025-12-19T20:21:27.772671] [INFO ] [sig       ] ERAS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:27.912905] [INFO ] [LOCAL     ] Saved forecast: ERAS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ERAS.txt
[2025-12-19T20:21:27.913034] [INFO ] [sig       ] [1107/3561] Completed ERAS in 0.3s | 2.89 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-19T20:21:27.913073] [INFO ] [sig       ] [1108/3561] Forecasting ERIC...
[2025-12-19T20:21:27.913100] [INFO ] [sig       ] Generating forecast for: ERIC
[2025-12-19T20:21:27.913136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2025-12-19T20:21:27.924101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2025-12-19T20:21:27.924417] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2025-12-19T20:21:27.925179] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2025-12-19T20:21:27.925229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:27.925288] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:27.925317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:27.925379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:27.983371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:27.984083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:27.984160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:27.984192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:28.109441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:28.109607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:28.109647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:28.109674] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:28.112987] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: UP (p=70.26%)
[2025-12-19T20:21:28.113254] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2025-12-19T20:21:28.113375] [INFO ] [sig       ] ERIC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:28.254287] [INFO ] [LOCAL     ] Saved forecast: ERIC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ERIC.txt
[2025-12-19T20:21:28.254421] [INFO ] [sig       ] [1108/3561] Completed ERIC in 0.3s | 2.89 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-19T20:21:28.254461] [INFO ] [sig       ] [1109/3561] Forecasting ERIE...
[2025-12-19T20:21:28.254494] [INFO ] [sig       ] Generating forecast for: ERIE
[2025-12-19T20:21:28.254523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2025-12-19T20:21:28.266266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2025-12-19T20:21:28.266615] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2025-12-19T20:21:28.267361] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2025-12-19T20:21:28.267412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:28.267446] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:28.267475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:28.267530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:28.323974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:28.324589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:28.324667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:28.324851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:28.443959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:28.444125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:28.444169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:28.444198] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:28.447614] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: UP (p=96.41%)
[2025-12-19T20:21:28.447884] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2025-12-19T20:21:28.448003] [INFO ] [sig       ] ERIE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:28.586657] [INFO ] [LOCAL     ] Saved forecast: ERIE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ERIE.txt
[2025-12-19T20:21:28.586802] [INFO ] [sig       ] [1109/3561] Completed ERIE in 0.3s | 2.89 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-19T20:21:28.586842] [INFO ] [sig       ] [1110/3561] Forecasting ERII...
[2025-12-19T20:21:28.586872] [INFO ] [sig       ] Generating forecast for: ERII
[2025-12-19T20:21:28.586901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2025-12-19T20:21:28.598561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2025-12-19T20:21:28.598941] [INFO ] [FORECASTER] Starting predict_future for ERII
[2025-12-19T20:21:28.599699] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2025-12-19T20:21:28.599755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:28.599793] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:28.599820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:28.599877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:28.658048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:28.658743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:28.658820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:28.658852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:28.782626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:28.782977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:28.783014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:28.783043] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:28.787239] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: UP (p=99.26%)
[2025-12-19T20:21:28.787507] [INFO ] [FORECASTER] Completed predict_future for ERII
[2025-12-19T20:21:28.787643] [INFO ] [sig       ] ERII: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:28.927814] [INFO ] [LOCAL     ] Saved forecast: ERII	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ERII.txt
[2025-12-19T20:21:28.927972] [INFO ] [sig       ] [1110/3561] Completed ERII in 0.3s | 2.89 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-19T20:21:28.928013] [INFO ] [sig       ] [1111/3561] Forecasting ERNA...
[2025-12-19T20:21:28.928043] [INFO ] [sig       ] Generating forecast for: ERNA
[2025-12-19T20:21:28.928074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'.
[2025-12-19T20:21:28.941313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERNA'.
[2025-12-19T20:21:28.941991] [INFO ] [FORECASTER] Starting predict_future for ERNA
[2025-12-19T20:21:28.942928] [DEBUG] [LOCAL     ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt
[2025-12-19T20:21:28.942985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:28.943017] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:28.943044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:28.943101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:29.000734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:29.001794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:29.001886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:29.001917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:29.126824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:29.127019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:29.127059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:29.127121] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:29.130779] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: DOWN (p=41.63%)
[2025-12-19T20:21:29.131059] [INFO ] [FORECASTER] Completed predict_future for ERNA
[2025-12-19T20:21:29.131194] [INFO ] [sig       ] ERNA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:29.276775] [INFO ] [LOCAL     ] Saved forecast: ERNA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ERNA.txt
[2025-12-19T20:21:29.276924] [INFO ] [sig       ] [1111/3561] Completed ERNA in 0.3s | 2.89 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-19T20:21:29.276965] [INFO ] [sig       ] [1112/3561] Forecasting ERO...
[2025-12-19T20:21:29.276995] [INFO ] [sig       ] Generating forecast for: ERO
[2025-12-19T20:21:29.277025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-12-19T20:21:29.289369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2025-12-19T20:21:29.289766] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-12-19T20:21:29.290517] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-12-19T20:21:29.290568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:29.290620] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:29.290648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:29.290703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:29.347591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:29.348677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:29.348762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:29.348794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:29.475463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:29.475641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:29.475682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:29.475711] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:29.479045] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=98.55%)
[2025-12-19T20:21:29.479313] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-12-19T20:21:29.479436] [INFO ] [sig       ] ERO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:29.619715] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ERO.txt
[2025-12-19T20:21:29.619871] [INFO ] [sig       ] [1112/3561] Completed ERO in 0.3s | 2.89 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-19T20:21:29.619912] [INFO ] [sig       ] [1113/3561] Forecasting ES...
[2025-12-19T20:21:29.619941] [INFO ] [sig       ] Generating forecast for: ES
[2025-12-19T20:21:29.619972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-12-19T20:21:29.632885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2025-12-19T20:21:29.633237] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-12-19T20:21:29.634202] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-12-19T20:21:29.634252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:29.634284] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:29.634310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:29.634366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:29.693085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:29.694127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:29.694212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:29.694243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:29.816357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:29.816536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:29.816597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:29.816628] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:29.823962] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: UP (p=94.37%)
[2025-12-19T20:21:29.824304] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-12-19T20:21:29.824443] [INFO ] [sig       ] ES: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:29.968373] [INFO ] [LOCAL     ] Saved forecast: ES	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ES.txt
[2025-12-19T20:21:29.968536] [INFO ] [sig       ] [1113/3561] Completed ES in 0.3s | 2.89 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-19T20:21:29.968593] [INFO ] [sig       ] [1114/3561] Forecasting ESAB...
[2025-12-19T20:21:29.968625] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-12-19T20:21:29.968657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-12-19T20:21:29.982260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2025-12-19T20:21:29.982843] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-12-19T20:21:29.983632] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-12-19T20:21:29.983684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:29.983714] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:29.983740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:29.983795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:30.042220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:30.043030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:30.043113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:30.043145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:30.164585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:30.164738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:30.164776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:30.164803] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:30.168075] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: UP (p=66.72%)
[2025-12-19T20:21:30.168339] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-12-19T20:21:30.168457] [INFO ] [sig       ] ESAB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:30.309770] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ESAB.txt
[2025-12-19T20:21:30.309930] [INFO ] [sig       ] [1114/3561] Completed ESAB in 0.3s | 2.89 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-19T20:21:30.309970] [INFO ] [sig       ] [1115/3561] Forecasting ESCA...
[2025-12-19T20:21:30.309999] [INFO ] [sig       ] Generating forecast for: ESCA
[2025-12-19T20:21:30.310030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2025-12-19T20:21:30.322479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2025-12-19T20:21:30.322893] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2025-12-19T20:21:30.323675] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2025-12-19T20:21:30.323725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:30.323758] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:30.323784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:30.323839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:30.381699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:30.382534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:30.382636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:30.382669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:30.495549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:30.495923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:30.495962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:30.495991] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:30.499620] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: UP (p=66.89%)
[2025-12-19T20:21:30.500142] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2025-12-19T20:21:30.500279] [INFO ] [sig       ] ESCA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:30.652193] [INFO ] [LOCAL     ] Saved forecast: ESCA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ESCA.txt
[2025-12-19T20:21:30.652369] [INFO ] [sig       ] [1115/3561] Completed ESCA in 0.3s | 2.89 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-19T20:21:30.652411] [INFO ] [sig       ] [1116/3561] Forecasting ESE...
[2025-12-19T20:21:30.652441] [INFO ] [sig       ] Generating forecast for: ESE
[2025-12-19T20:21:30.652473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-12-19T20:21:30.665451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2025-12-19T20:21:30.666037] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-12-19T20:21:30.667029] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-12-19T20:21:30.667081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:30.667112] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:30.667138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:30.667194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:30.725160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:30.726036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:30.726120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:30.726153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:30.852821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:30.852986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:30.853052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:30.853084] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:30.857167] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: DOWN (p=2.14%)
[2025-12-19T20:21:30.857460] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-12-19T20:21:30.857614] [INFO ] [sig       ] ESE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:31.005590] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ESE.txt
[2025-12-19T20:21:31.005740] [INFO ] [sig       ] [1116/3561] Completed ESE in 0.4s | 2.89 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-19T20:21:31.005780] [INFO ] [sig       ] [1117/3561] Forecasting ESEA...
[2025-12-19T20:21:31.005809] [INFO ] [sig       ] Generating forecast for: ESEA
[2025-12-19T20:21:31.005839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2025-12-19T20:21:31.018030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2025-12-19T20:21:31.018411] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2025-12-19T20:21:31.019283] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2025-12-19T20:21:31.019350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:31.019382] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:31.019409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:31.019465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:31.077922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:31.078567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:31.078675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:31.078711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:31.202681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:31.202840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:31.202880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:31.202909] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:31.206927] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: UP (p=93.11%)
[2025-12-19T20:21:31.207199] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2025-12-19T20:21:31.207322] [INFO ] [sig       ] ESEA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:31.348469] [INFO ] [LOCAL     ] Saved forecast: ESEA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ESEA.txt
[2025-12-19T20:21:31.348646] [INFO ] [sig       ] [1117/3561] Completed ESEA in 0.3s | 2.89 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-19T20:21:31.349964] [INFO ] [sig       ] [1118/3561] Forecasting ESGD...
[2025-12-19T20:21:31.350000] [INFO ] [sig       ] Generating forecast for: ESGD
[2025-12-19T20:21:31.350030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2025-12-19T20:21:31.362307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2025-12-19T20:21:31.362884] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2025-12-19T20:21:31.363851] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2025-12-19T20:21:31.363902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:31.363934] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:31.363961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:31.364016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:31.421942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:31.422754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:31.422874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:31.422909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:31.547432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:31.547611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:31.547652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:31.547680] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:31.550982] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: DOWN (p=45.07%)
[2025-12-19T20:21:31.551244] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2025-12-19T20:21:31.551363] [INFO ] [sig       ] ESGD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:31.691981] [INFO ] [LOCAL     ] Saved forecast: ESGD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ESGD.txt
[2025-12-19T20:21:31.692113] [INFO ] [sig       ] [1118/3561] Completed ESGD in 0.3s | 2.89 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-19T20:21:31.692153] [INFO ] [sig       ] [1119/3561] Forecasting ESGE...
[2025-12-19T20:21:31.692183] [INFO ] [sig       ] Generating forecast for: ESGE
[2025-12-19T20:21:31.692213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2025-12-19T20:21:31.703802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2025-12-19T20:21:31.704100] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2025-12-19T20:21:31.704856] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2025-12-19T20:21:31.704906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:31.704938] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:31.704964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:31.705020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:31.761717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:31.762480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:31.762559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:31.762611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:31.883699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:31.883860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:31.883899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:31.883927] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:31.887199] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: UP (p=64.45%)
[2025-12-19T20:21:31.887464] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2025-12-19T20:21:31.887601] [INFO ] [sig       ] ESGE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:32.026445] [INFO ] [LOCAL     ] Saved forecast: ESGE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ESGE.txt
[2025-12-19T20:21:32.026587] [INFO ] [sig       ] [1119/3561] Completed ESGE in 0.3s | 2.89 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-19T20:21:32.026628] [INFO ] [sig       ] [1120/3561] Forecasting ESI...
[2025-12-19T20:21:32.026656] [INFO ] [sig       ] Generating forecast for: ESI
[2025-12-19T20:21:32.026686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-12-19T20:21:32.037842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2025-12-19T20:21:32.038148] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-12-19T20:21:32.038940] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-12-19T20:21:32.038990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:32.039021] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:32.039047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:32.039103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:32.096764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:32.097530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:32.097630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:32.097663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:32.211244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:32.211387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:32.211424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:32.211451] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:32.214700] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: UP (p=86.07%)
[2025-12-19T20:21:32.214962] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-12-19T20:21:32.215082] [INFO ] [sig       ] ESI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:32.356872] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ESI.txt
[2025-12-19T20:21:32.357029] [INFO ] [sig       ] [1120/3561] Completed ESI in 0.3s | 2.89 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-19T20:21:32.357076] [INFO ] [sig       ] [1121/3561] Forecasting ESOA...
[2025-12-19T20:21:32.357107] [INFO ] [sig       ] Generating forecast for: ESOA
[2025-12-19T20:21:32.357136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2025-12-19T20:21:32.370122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2025-12-19T20:21:32.370475] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2025-12-19T20:21:32.371226] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2025-12-19T20:21:32.371278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:32.371310] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:32.371336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:32.371391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:32.430655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:32.431498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:32.431602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:32.431637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:32.560205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:32.560371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:32.560410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:32.560439] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:32.563749] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: DOWN (p=49.15%)
[2025-12-19T20:21:32.564011] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2025-12-19T20:21:32.564131] [INFO ] [sig       ] ESOA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:32.705998] [INFO ] [LOCAL     ] Saved forecast: ESOA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ESOA.txt
[2025-12-19T20:21:32.706176] [INFO ] [sig       ] [1121/3561] Completed ESOA in 0.3s | 2.89 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-19T20:21:32.706220] [INFO ] [sig       ] [1122/3561] Forecasting ESPO...
[2025-12-19T20:21:32.706249] [INFO ] [sig       ] Generating forecast for: ESPO
[2025-12-19T20:21:32.706280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2025-12-19T20:21:32.717140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2025-12-19T20:21:32.717510] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2025-12-19T20:21:32.718279] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2025-12-19T20:21:32.718330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:32.718361] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:32.718387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:32.718442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:32.776967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:32.777843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:32.777927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:32.777960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:32.905013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:32.905174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:32.905214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:32.905244] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:32.908682] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: UP (p=66.41%)
[2025-12-19T20:21:32.908981] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2025-12-19T20:21:32.909130] [INFO ] [sig       ] ESPO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:33.049543] [INFO ] [LOCAL     ] Saved forecast: ESPO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ESPO.txt
[2025-12-19T20:21:33.049712] [INFO ] [sig       ] [1122/3561] Completed ESPO in 0.3s | 2.89 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-19T20:21:33.049751] [INFO ] [sig       ] [1123/3561] Forecasting ESQ...
[2025-12-19T20:21:33.049781] [INFO ] [sig       ] Generating forecast for: ESQ
[2025-12-19T20:21:33.049810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2025-12-19T20:21:33.060917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2025-12-19T20:21:33.061215] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2025-12-19T20:21:33.061978] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2025-12-19T20:21:33.062028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:33.062060] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:33.062087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:33.062142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:33.119439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:33.120246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:33.120326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:33.120358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:33.237933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:33.238092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:33.238131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:33.238159] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:33.241459] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: DOWN (p=6.86%)
[2025-12-19T20:21:33.241745] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2025-12-19T20:21:33.241865] [INFO ] [sig       ] ESQ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:33.383376] [INFO ] [LOCAL     ] Saved forecast: ESQ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ESQ.txt
[2025-12-19T20:21:33.383511] [INFO ] [sig       ] [1123/3561] Completed ESQ in 0.3s | 2.89 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-19T20:21:33.383549] [INFO ] [sig       ] [1124/3561] Forecasting ESTA...
[2025-12-19T20:21:33.383597] [INFO ] [sig       ] Generating forecast for: ESTA
[2025-12-19T20:21:33.383630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2025-12-19T20:21:33.396254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2025-12-19T20:21:33.396660] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2025-12-19T20:21:33.397647] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2025-12-19T20:21:33.397697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:33.397729] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:33.397756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:33.397811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:33.455398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:33.456445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:33.456526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:33.456559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:33.579889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:33.580049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:33.580107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:33.580137] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:33.583632] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: UP (p=89.88%)
[2025-12-19T20:21:33.583894] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2025-12-19T20:21:33.584010] [INFO ] [sig       ] ESTA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:33.725585] [INFO ] [LOCAL     ] Saved forecast: ESTA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ESTA.txt
[2025-12-19T20:21:33.725725] [INFO ] [sig       ] [1124/3561] Completed ESTA in 0.3s | 2.89 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-19T20:21:33.725764] [INFO ] [sig       ] [1125/3561] Forecasting ESTC...
[2025-12-19T20:21:33.725792] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-12-19T20:21:33.725822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-12-19T20:21:33.737032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2025-12-19T20:21:33.737369] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-12-19T20:21:33.738326] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-12-19T20:21:33.738377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:33.738455] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:33.738484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:33.738540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:33.795218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:33.795897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:33.795974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:33.796007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:33.920829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:33.920994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:33.921035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:33.921062] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:33.924757] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: DOWN (p=26.54%)
[2025-12-19T20:21:33.925030] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-12-19T20:21:33.925152] [INFO ] [sig       ] ESTC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:34.068261] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ESTC.txt
[2025-12-19T20:21:34.068410] [INFO ] [sig       ] [1125/3561] Completed ESTC in 0.3s | 2.89 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-19T20:21:34.068451] [INFO ] [sig       ] [1126/3561] Forecasting ETB...
[2025-12-19T20:21:34.068480] [INFO ] [sig       ] Generating forecast for: ETB
[2025-12-19T20:21:34.068510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-12-19T20:21:34.081949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2025-12-19T20:21:34.082351] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-12-19T20:21:34.083302] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-12-19T20:21:34.083355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:34.083388] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:34.083416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:34.083472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:34.142479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:34.143339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:34.143424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:34.143456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:34.259335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:34.259501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:34.259541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:34.259569] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:34.263117] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=17.29%)
[2025-12-19T20:21:34.263394] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-12-19T20:21:34.263522] [INFO ] [sig       ] ETB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:34.405374] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ETB.txt
[2025-12-19T20:21:34.405749] [INFO ] [sig       ] [1126/3561] Completed ETB in 0.3s | 2.89 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-19T20:21:34.405794] [INFO ] [sig       ] [1127/3561] Forecasting ETD...
[2025-12-19T20:21:34.405825] [INFO ] [sig       ] Generating forecast for: ETD
[2025-12-19T20:21:34.405863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-12-19T20:21:34.419223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2025-12-19T20:21:34.419618] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-12-19T20:21:34.420370] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-12-19T20:21:34.420421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:34.420454] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:34.420481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:34.420535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:34.480006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:34.480908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:34.480996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:34.481030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:34.610656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:34.610825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:34.610864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:34.610892] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:34.614291] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=46.95%)
[2025-12-19T20:21:34.614590] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-12-19T20:21:34.614721] [INFO ] [sig       ] ETD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:34.754734] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ETD.txt
[2025-12-19T20:21:34.754901] [INFO ] [sig       ] [1127/3561] Completed ETD in 0.3s | 2.89 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-19T20:21:34.754942] [INFO ] [sig       ] [1128/3561] Forecasting ETG...
[2025-12-19T20:21:34.754971] [INFO ] [sig       ] Generating forecast for: ETG
[2025-12-19T20:21:34.755002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-12-19T20:21:34.776154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2025-12-19T20:21:34.776493] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-12-19T20:21:34.777264] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-12-19T20:21:34.777314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:34.777358] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:34.777386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:34.777442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:34.839076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:34.840094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:34.840178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:34.840210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:34.964745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:34.965118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:34.965156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:34.965225] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:34.969010] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: DOWN (p=46.99%)
[2025-12-19T20:21:34.969286] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-12-19T20:21:34.969411] [INFO ] [sig       ] ETG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:35.121404] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ETG.txt
[2025-12-19T20:21:35.121533] [INFO ] [sig       ] [1128/3561] Completed ETG in 0.4s | 2.89 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-19T20:21:35.121588] [INFO ] [sig       ] [1129/3561] Forecasting ETHA...
[2025-12-19T20:21:35.121629] [INFO ] [sig       ] Generating forecast for: ETHA
[2025-12-19T20:21:35.121660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2025-12-19T20:21:35.133953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2025-12-19T20:21:35.134300] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2025-12-19T20:21:35.135108] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2025-12-19T20:21:35.135162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:35.135194] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:35.135221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:35.135279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:35.196106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:35.196858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:35.196940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:35.196974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:35.318872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:35.319026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:35.319065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:35.319093] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:35.322401] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: DOWN (p=26.72%)
[2025-12-19T20:21:35.322688] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2025-12-19T20:21:35.322812] [INFO ] [sig       ] ETHA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:35.462492] [INFO ] [LOCAL     ] Saved forecast: ETHA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ETHA.txt
[2025-12-19T20:21:35.462651] [INFO ] [sig       ] [1129/3561] Completed ETHA in 0.3s | 2.89 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-19T20:21:35.462692] [INFO ] [sig       ] [1130/3561] Forecasting ETJ...
[2025-12-19T20:21:35.462722] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-12-19T20:21:35.462751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-12-19T20:21:35.474183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2025-12-19T20:21:35.474528] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-12-19T20:21:35.475335] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-12-19T20:21:35.475387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:35.475420] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:35.475447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:35.475505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:35.533639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:35.534345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:35.534426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:35.534458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:35.652562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:35.652736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:35.652775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:35.652804] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:35.656157] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-12-19T20:21:35.656449] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-12-19T20:21:35.656590] [INFO ] [sig       ] ETJ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:35.804959] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ETJ.txt
[2025-12-19T20:21:35.805123] [INFO ] [sig       ] [1130/3561] Completed ETJ in 0.3s | 2.89 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-19T20:21:35.805164] [INFO ] [sig       ] [1131/3561] Forecasting ETN...
[2025-12-19T20:21:35.805193] [INFO ] [sig       ] Generating forecast for: ETN
[2025-12-19T20:21:35.805223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-12-19T20:21:35.816861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2025-12-19T20:21:35.817273] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-12-19T20:21:35.818129] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-12-19T20:21:35.818182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:35.818215] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:35.818243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:35.818299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:35.876106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:35.876988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:35.877071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:35.877105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:35.996223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:35.996383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:35.996421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:35.996451] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:35.999838] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: UP (p=80.95%)
[2025-12-19T20:21:36.000114] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-12-19T20:21:36.000238] [INFO ] [sig       ] ETN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:36.149927] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ETN.txt
[2025-12-19T20:21:36.150085] [INFO ] [sig       ] [1131/3561] Completed ETN in 0.3s | 2.89 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-19T20:21:36.150126] [INFO ] [sig       ] [1132/3561] Forecasting ETO...
[2025-12-19T20:21:36.150169] [INFO ] [sig       ] Generating forecast for: ETO
[2025-12-19T20:21:36.150202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-12-19T20:21:36.161476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2025-12-19T20:21:36.161921] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-12-19T20:21:36.162854] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-12-19T20:21:36.162908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:36.162942] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:36.162970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:36.163027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:36.221515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:36.222397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:36.222482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:36.222515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:36.343145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:36.343299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:36.343338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:36.343367] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:36.346657] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: DOWN (p=21.78%)
[2025-12-19T20:21:36.346923] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-12-19T20:21:36.347042] [INFO ] [sig       ] ETO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:36.483602] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ETO.txt
[2025-12-19T20:21:36.483760] [INFO ] [sig       ] [1132/3561] Completed ETO in 0.3s | 2.89 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-19T20:21:36.483799] [INFO ] [sig       ] [1133/3561] Forecasting ETON...
[2025-12-19T20:21:36.483831] [INFO ] [sig       ] Generating forecast for: ETON
[2025-12-19T20:21:36.483861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2025-12-19T20:21:36.495298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2025-12-19T20:21:36.495642] [INFO ] [FORECASTER] Starting predict_future for ETON
[2025-12-19T20:21:36.496435] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2025-12-19T20:21:36.496488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:36.496521] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:36.496548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:36.496632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:36.555081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:36.555808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:36.555890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:36.555923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:36.675372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:36.675518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:36.675557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:36.675603] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:36.678889] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: UP (p=75.04%)
[2025-12-19T20:21:36.679159] [INFO ] [FORECASTER] Completed predict_future for ETON
[2025-12-19T20:21:36.679277] [INFO ] [sig       ] ETON: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:36.825603] [INFO ] [LOCAL     ] Saved forecast: ETON	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ETON.txt
[2025-12-19T20:21:36.825747] [INFO ] [sig       ] [1133/3561] Completed ETON in 0.3s | 2.89 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-19T20:21:36.825786] [INFO ] [sig       ] [1134/3561] Forecasting ETSY...
[2025-12-19T20:21:36.825815] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-12-19T20:21:36.825844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-12-19T20:21:36.837294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2025-12-19T20:21:36.837720] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-12-19T20:21:36.838474] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-12-19T20:21:36.838525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:36.838556] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:36.838605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:36.838682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:36.895484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:36.896438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:36.896552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:36.896607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:37.019254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:37.019411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:37.019452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:37.019480] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:37.022840] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=4.80%)
[2025-12-19T20:21:37.023115] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-12-19T20:21:37.023239] [INFO ] [sig       ] ETSY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:37.164336] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ETSY.txt
[2025-12-19T20:21:37.164497] [INFO ] [sig       ] [1134/3561] Completed ETSY in 0.3s | 2.89 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-19T20:21:37.164538] [INFO ] [sig       ] [1135/3561] Forecasting ETY...
[2025-12-19T20:21:37.164589] [INFO ] [sig       ] Generating forecast for: ETY
[2025-12-19T20:21:37.164623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-12-19T20:21:37.302899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2025-12-19T20:21:37.303223] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-12-19T20:21:37.303999] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-12-19T20:21:37.304050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:37.304081] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:37.304109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:37.304165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:37.360783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:37.361396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:37.361499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:37.361531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:37.478488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:37.478645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:37.478703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:37.478753] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:37.482078] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=67.68%)
[2025-12-19T20:21:37.482340] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-12-19T20:21:37.482458] [INFO ] [sig       ] ETY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:37.622895] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ETY.txt
[2025-12-19T20:21:37.623033] [INFO ] [sig       ] [1135/3561] Completed ETY in 0.5s | 2.89 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-19T20:21:37.623073] [INFO ] [sig       ] [1136/3561] Forecasting EUFN...
[2025-12-19T20:21:37.623101] [INFO ] [sig       ] Generating forecast for: EUFN
[2025-12-19T20:21:37.623131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2025-12-19T20:21:37.633838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2025-12-19T20:21:37.634191] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2025-12-19T20:21:37.634958] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2025-12-19T20:21:37.635009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:37.635041] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:37.635068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:37.635124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:37.696056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:37.696969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:37.697113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:37.697157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:37.827823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:37.828000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:37.828053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:37.828094] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:37.831898] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: UP (p=63.30%)
[2025-12-19T20:21:37.832187] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2025-12-19T20:21:37.832317] [INFO ] [sig       ] EUFN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:37.978419] [INFO ] [LOCAL     ] Saved forecast: EUFN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EUFN.txt
[2025-12-19T20:21:37.978604] [INFO ] [sig       ] [1136/3561] Completed EUFN in 0.4s | 2.89 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-19T20:21:37.978655] [INFO ] [sig       ] [1137/3561] Forecasting EVAX...
[2025-12-19T20:21:37.978701] [INFO ] [sig       ] Generating forecast for: EVAX
[2025-12-19T20:21:37.978734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2025-12-19T20:21:37.990375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2025-12-19T20:21:37.990763] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2025-12-19T20:21:37.991651] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2025-12-19T20:21:37.991714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:37.991760] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:37.991793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:37.991850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:38.053600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:38.054538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:38.054649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:38.054701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:38.184386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:38.184538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:38.184592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:38.184623] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:38.187918] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: UP (p=96.12%)
[2025-12-19T20:21:38.188180] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2025-12-19T20:21:38.188301] [INFO ] [sig       ] EVAX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:38.328744] [INFO ] [LOCAL     ] Saved forecast: EVAX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EVAX.txt
[2025-12-19T20:21:38.329100] [INFO ] [sig       ] [1137/3561] Completed EVAX in 0.4s | 2.89 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-19T20:21:38.329144] [INFO ] [sig       ] [1138/3561] Forecasting EVC...
[2025-12-19T20:21:38.329174] [INFO ] [sig       ] Generating forecast for: EVC
[2025-12-19T20:21:38.329204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-12-19T20:21:38.341055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2025-12-19T20:21:38.341407] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-12-19T20:21:38.342173] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-12-19T20:21:38.342225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:38.342257] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:38.342284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:38.342340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:38.400214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:38.400918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:38.401012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:38.401045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:38.519362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:38.519512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:38.519550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:38.519602] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:38.522947] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=26.70%)
[2025-12-19T20:21:38.523219] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-12-19T20:21:38.523353] [INFO ] [sig       ] EVC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:38.661474] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EVC.txt
[2025-12-19T20:21:38.661646] [INFO ] [sig       ] [1138/3561] Completed EVC in 0.3s | 2.89 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-19T20:21:38.661689] [INFO ] [sig       ] [1139/3561] Forecasting EVCM...
[2025-12-19T20:21:38.661718] [INFO ] [sig       ] Generating forecast for: EVCM
[2025-12-19T20:21:38.661749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2025-12-19T20:21:38.673359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2025-12-19T20:21:38.673724] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2025-12-19T20:21:38.674465] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2025-12-19T20:21:38.674516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:38.674547] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:38.674593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:38.674664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:38.731903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:38.732626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:38.732703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:38.732735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:38.852763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:38.852915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:38.852954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:38.852982] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:38.856339] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: DOWN (p=40.11%)
[2025-12-19T20:21:38.856625] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2025-12-19T20:21:38.856747] [INFO ] [sig       ] EVCM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:39.000343] [INFO ] [LOCAL     ] Saved forecast: EVCM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EVCM.txt
[2025-12-19T20:21:39.000497] [INFO ] [sig       ] [1139/3561] Completed EVCM in 0.3s | 2.89 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-19T20:21:39.000544] [INFO ] [sig       ] [1140/3561] Forecasting EVEX...
[2025-12-19T20:21:39.000591] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-12-19T20:21:39.000631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-12-19T20:21:39.012193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2025-12-19T20:21:39.012550] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-12-19T20:21:39.013328] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-12-19T20:21:39.013379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:39.013421] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:39.013450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:39.013507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:39.071967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:39.072805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:39.072919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:39.072954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:39.199061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:39.199214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:39.199254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:39.199283] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:39.202691] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: UP (p=87.44%)
[2025-12-19T20:21:39.202968] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-12-19T20:21:39.203096] [INFO ] [sig       ] EVEX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:39.346793] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EVEX.txt
[2025-12-19T20:21:39.346945] [INFO ] [sig       ] [1140/3561] Completed EVEX in 0.3s | 2.89 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-19T20:21:39.346986] [INFO ] [sig       ] [1141/3561] Forecasting EVF...
[2025-12-19T20:21:39.347016] [INFO ] [sig       ] Generating forecast for: EVF
[2025-12-19T20:21:39.347046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-12-19T20:21:39.359447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2025-12-19T20:21:39.360022] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-12-19T20:21:39.361026] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-12-19T20:21:39.361102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:39.361139] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:39.361168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:39.361247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:39.428207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:39.429126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:39.429209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:39.429243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:39.557281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:39.557442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:39.557482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:39.557512] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:39.561829] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=62.27%)
[2025-12-19T20:21:39.562135] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-12-19T20:21:39.562272] [INFO ] [sig       ] EVF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:39.718172] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EVF.txt
[2025-12-19T20:21:39.718339] [INFO ] [sig       ] [1141/3561] Completed EVF in 0.4s | 2.89 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-19T20:21:39.718392] [INFO ] [sig       ] [1142/3561] Forecasting EVG...
[2025-12-19T20:21:39.718425] [INFO ] [sig       ] Generating forecast for: EVG
[2025-12-19T20:21:39.718456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-12-19T20:21:39.730306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2025-12-19T20:21:39.730720] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-12-19T20:21:39.731519] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-12-19T20:21:39.731591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:39.731669] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:39.731701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:39.731758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:39.796872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:39.798357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:39.798484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:39.798542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:39.930194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:39.930347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:39.930388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:39.930418] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:39.934558] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: DOWN (p=6.80%)
[2025-12-19T20:21:39.934863] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-12-19T20:21:39.934993] [INFO ] [sig       ] EVG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:40.091168] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EVG.txt
[2025-12-19T20:21:40.091402] [INFO ] [sig       ] [1142/3561] Completed EVG in 0.4s | 2.89 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-19T20:21:40.091482] [INFO ] [sig       ] [1143/3561] Forecasting EVGO...
[2025-12-19T20:21:40.091534] [INFO ] [sig       ] Generating forecast for: EVGO
[2025-12-19T20:21:40.091604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2025-12-19T20:21:40.106760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2025-12-19T20:21:40.107235] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2025-12-19T20:21:40.108319] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2025-12-19T20:21:40.108391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:40.108442] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:40.108488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:40.108599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:40.190013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:40.191086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:40.191189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:40.191242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:40.331927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:40.332081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:40.332120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:40.332148] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:40.335489] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: DOWN (p=3.47%)
[2025-12-19T20:21:40.335778] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2025-12-19T20:21:40.335899] [INFO ] [sig       ] EVGO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:40.476834] [INFO ] [LOCAL     ] Saved forecast: EVGO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EVGO.txt
[2025-12-19T20:21:40.476984] [INFO ] [sig       ] [1143/3561] Completed EVGO in 0.4s | 2.89 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-19T20:21:40.477025] [INFO ] [sig       ] [1144/3561] Forecasting EVH...
[2025-12-19T20:21:40.477054] [INFO ] [sig       ] Generating forecast for: EVH
[2025-12-19T20:21:40.477083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-12-19T20:21:40.488533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2025-12-19T20:21:40.489098] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-12-19T20:21:40.490072] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-12-19T20:21:40.490123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:40.490155] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:40.490181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:40.490240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:40.545470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:40.546458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:40.546590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:40.546626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:40.666230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:40.666385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:40.666423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:40.666451] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:40.669800] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: UP (p=93.61%)
[2025-12-19T20:21:40.670064] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-12-19T20:21:40.670186] [INFO ] [sig       ] EVH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:40.809604] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EVH.txt
[2025-12-19T20:21:40.809745] [INFO ] [sig       ] [1144/3561] Completed EVH in 0.3s | 2.89 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-19T20:21:40.809784] [INFO ] [sig       ] [1145/3561] Forecasting EVN...
[2025-12-19T20:21:40.809812] [INFO ] [sig       ] Generating forecast for: EVN
[2025-12-19T20:21:40.809841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-12-19T20:21:40.820878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2025-12-19T20:21:40.821421] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-12-19T20:21:40.822392] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-12-19T20:21:40.822443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:40.822474] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:40.822501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:40.822556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:40.882052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:40.882727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:40.882805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:40.882836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:40.998735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:40.998886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:40.998925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:40.998982] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:41.002414] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: DOWN (p=6.58%)
[2025-12-19T20:21:41.002706] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-12-19T20:21:41.002829] [INFO ] [sig       ] EVN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:41.146089] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EVN.txt
[2025-12-19T20:21:41.146231] [INFO ] [sig       ] [1145/3561] Completed EVN in 0.3s | 2.89 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-19T20:21:41.146270] [INFO ] [sig       ] [1146/3561] Forecasting EVO...
[2025-12-19T20:21:41.146299] [INFO ] [sig       ] Generating forecast for: EVO
[2025-12-19T20:21:41.146330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2025-12-19T20:21:41.157977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2025-12-19T20:21:41.158331] [INFO ] [FORECASTER] Starting predict_future for EVO
[2025-12-19T20:21:41.159168] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2025-12-19T20:21:41.159221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:41.159254] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:41.159280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:41.159336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:41.217715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:41.218566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:41.218689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:41.218725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:41.342430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:41.342600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:41.342640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:41.342668] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:41.345977] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: UP (p=96.40%)
[2025-12-19T20:21:41.346269] [INFO ] [FORECASTER] Completed predict_future for EVO
[2025-12-19T20:21:41.346391] [INFO ] [sig       ] EVO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:41.483557] [INFO ] [LOCAL     ] Saved forecast: EVO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EVO.txt
[2025-12-19T20:21:41.483712] [INFO ] [sig       ] [1146/3561] Completed EVO in 0.3s | 2.89 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-19T20:21:41.483752] [INFO ] [sig       ] [1147/3561] Forecasting EVRG...
[2025-12-19T20:21:41.483782] [INFO ] [sig       ] Generating forecast for: EVRG
[2025-12-19T20:21:41.483811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2025-12-19T20:21:41.495284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2025-12-19T20:21:41.495673] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2025-12-19T20:21:41.496458] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2025-12-19T20:21:41.496510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:41.496542] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:41.496569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:41.496646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:41.557172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:41.557995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:41.558075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:41.558108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:41.687255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:41.687410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:41.687452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:41.687482] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:41.691114] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: UP (p=92.61%)
[2025-12-19T20:21:41.691391] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2025-12-19T20:21:41.691514] [INFO ] [sig       ] EVRG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:41.836462] [INFO ] [LOCAL     ] Saved forecast: EVRG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EVRG.txt
[2025-12-19T20:21:41.836607] [INFO ] [sig       ] [1147/3561] Completed EVRG in 0.4s | 2.89 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-19T20:21:41.836648] [INFO ] [sig       ] [1148/3561] Forecasting EVSD...
[2025-12-19T20:21:41.836677] [INFO ] [sig       ] Generating forecast for: EVSD
[2025-12-19T20:21:41.836707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2025-12-19T20:21:41.847632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2025-12-19T20:21:41.847988] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2025-12-19T20:21:41.848813] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2025-12-19T20:21:41.848865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:41.848897] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:41.848925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:41.848982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:41.906639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:41.907473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:41.907558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:41.907609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:42.028201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:42.028354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:42.028410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:42.028439] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:42.032182] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: DOWN (p=9.94%)
[2025-12-19T20:21:42.032455] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2025-12-19T20:21:42.032596] [INFO ] [sig       ] EVSD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:42.170176] [INFO ] [LOCAL     ] Saved forecast: EVSD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EVSD.txt
[2025-12-19T20:21:42.170306] [INFO ] [sig       ] [1148/3561] Completed EVSD in 0.3s | 2.89 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-19T20:21:42.170346] [INFO ] [sig       ] [1149/3561] Forecasting EVTC...
[2025-12-19T20:21:42.170374] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-12-19T20:21:42.170403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-12-19T20:21:42.183111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2025-12-19T20:21:42.183442] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-12-19T20:21:42.184229] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-12-19T20:21:42.184280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:42.184312] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:42.184339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:42.184394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:42.243953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:42.244669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:42.244748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:42.244782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:42.370876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:42.371027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:42.371066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:42.371094] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:42.374603] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: UP (p=79.82%)
[2025-12-19T20:21:42.374876] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-12-19T20:21:42.375179] [INFO ] [sig       ] EVTC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:42.514154] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EVTC.txt
[2025-12-19T20:21:42.514279] [INFO ] [sig       ] [1149/3561] Completed EVTC in 0.3s | 2.89 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-19T20:21:42.514320] [INFO ] [sig       ] [1150/3561] Forecasting EVTL...
[2025-12-19T20:21:42.514350] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-12-19T20:21:42.514380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-12-19T20:21:42.525275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2025-12-19T20:21:42.525634] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-12-19T20:21:42.526408] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-12-19T20:21:42.526459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:42.526492] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:42.526518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:42.526594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:42.589496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:42.590519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:42.590619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:42.590654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:42.714061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:42.714198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:42.714237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:42.714266] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:42.717592] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: DOWN (p=20.81%)
[2025-12-19T20:21:42.717878] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-12-19T20:21:42.718004] [INFO ] [sig       ] EVTL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:42.861460] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EVTL.txt
[2025-12-19T20:21:42.861609] [INFO ] [sig       ] [1150/3561] Completed EVTL in 0.3s | 2.89 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-19T20:21:42.861651] [INFO ] [sig       ] [1151/3561] Forecasting EWBC...
[2025-12-19T20:21:42.861681] [INFO ] [sig       ] Generating forecast for: EWBC
[2025-12-19T20:21:42.861711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2025-12-19T20:21:42.873753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2025-12-19T20:21:42.874088] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2025-12-19T20:21:42.874883] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2025-12-19T20:21:42.874935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:42.874969] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:42.874996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:42.875054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:42.933353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:42.934049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:42.934133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:42.934166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:43.063114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:43.063260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:43.063308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:43.063338] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:43.067340] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: DOWN (p=41.59%)
[2025-12-19T20:21:43.067629] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2025-12-19T20:21:43.067763] [INFO ] [sig       ] EWBC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:43.211168] [INFO ] [LOCAL     ] Saved forecast: EWBC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EWBC.txt
[2025-12-19T20:21:43.211298] [INFO ] [sig       ] [1151/3561] Completed EWBC in 0.3s | 2.89 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-19T20:21:43.211338] [INFO ] [sig       ] [1152/3561] Forecasting EWCZ...
[2025-12-19T20:21:43.211368] [INFO ] [sig       ] Generating forecast for: EWCZ
[2025-12-19T20:21:43.211399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2025-12-19T20:21:43.223337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2025-12-19T20:21:43.223720] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2025-12-19T20:21:43.224543] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2025-12-19T20:21:43.224614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:43.224661] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:43.224691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:43.224749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:43.286522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:43.287459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:43.287610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:43.287648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:43.412272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:43.412424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:43.412462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:43.412490] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:43.415857] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: DOWN (p=33.63%)
[2025-12-19T20:21:43.416137] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2025-12-19T20:21:43.416259] [INFO ] [sig       ] EWCZ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:43.565598] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EWCZ.txt
[2025-12-19T20:21:43.565757] [INFO ] [sig       ] [1152/3561] Completed EWCZ in 0.4s | 2.89 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-19T20:21:43.565799] [INFO ] [sig       ] [1153/3561] Forecasting EWTX...
[2025-12-19T20:21:43.565829] [INFO ] [sig       ] Generating forecast for: EWTX
[2025-12-19T20:21:43.566058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2025-12-19T20:21:43.577469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2025-12-19T20:21:43.577843] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2025-12-19T20:21:43.578644] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2025-12-19T20:21:43.578727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:43.578764] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:43.578795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:43.578866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:43.637652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:43.638341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:43.638419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:43.638451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:43.759689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:43.759856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:43.759896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:43.759924] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:43.763702] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: DOWN (p=12.52%)
[2025-12-19T20:21:43.763989] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2025-12-19T20:21:43.764114] [INFO ] [sig       ] EWTX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:43.903295] [INFO ] [LOCAL     ] Saved forecast: EWTX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EWTX.txt
[2025-12-19T20:21:43.903456] [INFO ] [sig       ] [1153/3561] Completed EWTX in 0.3s | 2.89 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-19T20:21:43.903498] [INFO ] [sig       ] [1154/3561] Forecasting EWZS...
[2025-12-19T20:21:43.903527] [INFO ] [sig       ] Generating forecast for: EWZS
[2025-12-19T20:21:43.903557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2025-12-19T20:21:43.915549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2025-12-19T20:21:43.915947] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2025-12-19T20:21:43.916758] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2025-12-19T20:21:43.916811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:43.916843] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:43.916870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:43.916927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:43.979218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:43.980181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:43.980273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:43.980308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:44.114003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:44.114157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:44.114209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:44.114240] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:44.117758] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: DOWN (p=37.34%)
[2025-12-19T20:21:44.118032] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2025-12-19T20:21:44.118170] [INFO ] [sig       ] EWZS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:44.257807] [INFO ] [LOCAL     ] Saved forecast: EWZS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EWZS.txt
[2025-12-19T20:21:44.257943] [INFO ] [sig       ] [1154/3561] Completed EWZS in 0.4s | 2.89 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-19T20:21:44.257983] [INFO ] [sig       ] [1155/3561] Forecasting EXAS...
[2025-12-19T20:21:44.258013] [INFO ] [sig       ] Generating forecast for: EXAS
[2025-12-19T20:21:44.258042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2025-12-19T20:21:44.269967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2025-12-19T20:21:44.270314] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2025-12-19T20:21:44.271091] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2025-12-19T20:21:44.271142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:44.271173] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:44.271200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:44.271256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:44.330061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:44.330721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:44.330800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:44.330831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:44.457844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:44.457984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:44.458024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:44.458054] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:44.461692] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: UP (p=72.67%)
[2025-12-19T20:21:44.461980] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2025-12-19T20:21:44.462295] [INFO ] [sig       ] EXAS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:44.604629] [INFO ] [LOCAL     ] Saved forecast: EXAS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EXAS.txt
[2025-12-19T20:21:44.604800] [INFO ] [sig       ] [1155/3561] Completed EXAS in 0.3s | 2.89 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-19T20:21:44.604846] [INFO ] [sig       ] [1156/3561] Forecasting EXC...
[2025-12-19T20:21:44.604881] [INFO ] [sig       ] Generating forecast for: EXC
[2025-12-19T20:21:44.604911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2025-12-19T20:21:44.616452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2025-12-19T20:21:44.616843] [INFO ] [FORECASTER] Starting predict_future for EXC
[2025-12-19T20:21:44.617654] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2025-12-19T20:21:44.617706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:44.617739] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:44.617767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:44.617824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:44.681825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:44.683070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:44.683162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:44.683197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:44.809035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:44.809203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:44.809242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:44.809279] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:44.813755] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: UP (p=85.71%)
[2025-12-19T20:21:44.814166] [INFO ] [FORECASTER] Completed predict_future for EXC
[2025-12-19T20:21:44.814320] [INFO ] [sig       ] EXC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:44.964656] [INFO ] [LOCAL     ] Saved forecast: EXC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EXC.txt
[2025-12-19T20:21:44.964823] [INFO ] [sig       ] [1156/3561] Completed EXC in 0.4s | 2.89 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-19T20:21:44.964865] [INFO ] [sig       ] [1157/3561] Forecasting EXEL...
[2025-12-19T20:21:44.964894] [INFO ] [sig       ] Generating forecast for: EXEL
[2025-12-19T20:21:44.964935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2025-12-19T20:21:44.978786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2025-12-19T20:21:44.979160] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2025-12-19T20:21:44.979955] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2025-12-19T20:21:44.980007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:44.980038] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:44.980065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:44.980120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:45.037506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:45.038435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:45.038537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:45.038605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:45.160717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:45.160874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:45.160915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:45.160943] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:45.164342] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: UP (p=86.88%)
[2025-12-19T20:21:45.164688] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2025-12-19T20:21:45.164840] [INFO ] [sig       ] EXEL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:45.308537] [INFO ] [LOCAL     ] Saved forecast: EXEL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EXEL.txt
[2025-12-19T20:21:45.308726] [INFO ] [sig       ] [1157/3561] Completed EXEL in 0.3s | 2.89 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-19T20:21:45.308769] [INFO ] [sig       ] [1158/3561] Forecasting EXFY...
[2025-12-19T20:21:45.308797] [INFO ] [sig       ] Generating forecast for: EXFY
[2025-12-19T20:21:45.308827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2025-12-19T20:21:45.320972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2025-12-19T20:21:45.321364] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2025-12-19T20:21:45.322369] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2025-12-19T20:21:45.322421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:45.322453] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:45.322479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:45.322536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:45.385439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:45.386382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:45.386464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:45.386498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:45.509255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:45.509411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:45.509449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:45.509478] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:45.512941] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: UP (p=66.93%)
[2025-12-19T20:21:45.513213] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2025-12-19T20:21:45.513347] [INFO ] [sig       ] EXFY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:45.650517] [INFO ] [LOCAL     ] Saved forecast: EXFY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EXFY.txt
[2025-12-19T20:21:45.650663] [INFO ] [sig       ] [1158/3561] Completed EXFY in 0.3s | 2.89 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-19T20:21:45.650703] [INFO ] [sig       ] [1159/3561] Forecasting EXG...
[2025-12-19T20:21:45.650732] [INFO ] [sig       ] Generating forecast for: EXG
[2025-12-19T20:21:45.650761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-12-19T20:21:45.663442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2025-12-19T20:21:45.663819] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-12-19T20:21:45.664607] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-12-19T20:21:45.664659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:45.664717] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:45.664746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:45.664804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:45.725373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:45.726031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:45.726108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:45.726141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:45.847084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:45.847240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:45.847297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:45.847327] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:45.850717] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: UP (p=76.53%)
[2025-12-19T20:21:45.851020] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-12-19T20:21:45.851143] [INFO ] [sig       ] EXG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:45.992380] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EXG.txt
[2025-12-19T20:21:45.992534] [INFO ] [sig       ] [1159/3561] Completed EXG in 0.3s | 2.89 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-19T20:21:45.992592] [INFO ] [sig       ] [1160/3561] Forecasting EXK...
[2025-12-19T20:21:45.992624] [INFO ] [sig       ] Generating forecast for: EXK
[2025-12-19T20:21:45.992655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-12-19T20:21:46.004416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2025-12-19T20:21:46.004803] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-12-19T20:21:46.005603] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-12-19T20:21:46.005655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:46.005687] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:46.005715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:46.005772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:46.064661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:46.065473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:46.065556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:46.065608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:46.190070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:46.190245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:46.190293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:46.190323] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:46.193862] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: UP (p=90.19%)
[2025-12-19T20:21:46.194147] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-12-19T20:21:46.194280] [INFO ] [sig       ] EXK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:46.334361] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EXK.txt
[2025-12-19T20:21:46.334541] [INFO ] [sig       ] [1160/3561] Completed EXK in 0.3s | 2.89 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-19T20:21:46.334601] [INFO ] [sig       ] [1161/3561] Forecasting EXLS...
[2025-12-19T20:21:46.334634] [INFO ] [sig       ] Generating forecast for: EXLS
[2025-12-19T20:21:46.334665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2025-12-19T20:21:46.348847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2025-12-19T20:21:46.349288] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2025-12-19T20:21:46.350124] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2025-12-19T20:21:46.350178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:46.350212] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:46.350239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:46.350296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:46.413053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:46.414106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:46.414227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:46.414261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:46.573893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:46.574091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:46.574145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:46.574185] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:46.579239] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: DOWN (p=39.87%)
[2025-12-19T20:21:46.579737] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2025-12-19T20:21:46.579931] [INFO ] [sig       ] EXLS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:46.790547] [INFO ] [LOCAL     ] Saved forecast: EXLS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EXLS.txt
[2025-12-19T20:21:46.790804] [INFO ] [sig       ] [1161/3561] Completed EXLS in 0.5s | 2.89 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-19T20:21:46.790871] [INFO ] [sig       ] [1162/3561] Forecasting EXP...
[2025-12-19T20:21:46.790914] [INFO ] [sig       ] Generating forecast for: EXP
[2025-12-19T20:21:46.790954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-12-19T20:21:46.816727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2025-12-19T20:21:46.817233] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-12-19T20:21:46.818277] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-12-19T20:21:46.818341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:46.818383] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:46.818419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:46.818500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:46.914264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:46.915672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:46.915828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:46.915882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:47.094268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:47.094489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:47.094545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:47.096639] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:47.102704] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: DOWN (p=3.90%)
[2025-12-19T20:21:47.103253] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-12-19T20:21:47.103509] [INFO ] [sig       ] EXP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:47.286567] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EXP.txt
[2025-12-19T20:21:47.286750] [INFO ] [sig       ] [1162/3561] Completed EXP in 0.5s | 2.88 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-19T20:21:47.286789] [INFO ] [sig       ] [1163/3561] Forecasting EXPD...
[2025-12-19T20:21:47.286823] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-12-19T20:21:47.286853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-12-19T20:21:47.304246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2025-12-19T20:21:47.304812] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-12-19T20:21:47.306161] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-12-19T20:21:47.306235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:47.306294] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:47.306333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:47.306425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:47.390805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:47.391731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:47.391822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:47.391856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:47.539888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:47.540056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:47.540097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:47.540124] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:47.543843] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: DOWN (p=4.72%)
[2025-12-19T20:21:47.544172] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-12-19T20:21:47.544314] [INFO ] [sig       ] EXPD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:47.694264] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EXPD.txt
[2025-12-19T20:21:47.694426] [INFO ] [sig       ] [1163/3561] Completed EXPD in 0.4s | 2.88 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-19T20:21:47.694466] [INFO ] [sig       ] [1164/3561] Forecasting EXPE...
[2025-12-19T20:21:47.694495] [INFO ] [sig       ] Generating forecast for: EXPE
[2025-12-19T20:21:47.694526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2025-12-19T20:21:47.707194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2025-12-19T20:21:47.707635] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2025-12-19T20:21:47.708456] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2025-12-19T20:21:47.708520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:47.708553] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:47.708599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:47.708659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:47.772030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:47.772928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:47.773023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:47.773062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:47.904848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:47.905022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:47.905062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:47.905091] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:47.909016] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: UP (p=94.43%)
[2025-12-19T20:21:47.909434] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2025-12-19T20:21:47.909611] [INFO ] [sig       ] EXPE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:48.055873] [INFO ] [LOCAL     ] Saved forecast: EXPE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/EXPE.txt
[2025-12-19T20:21:48.056032] [INFO ] [sig       ] [1164/3561] Completed EXPE in 0.4s | 2.88 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-19T20:21:48.056073] [INFO ] [sig       ] [1165/3561] Forecasting EXPI...
[2025-12-19T20:21:48.056103] [INFO ] [sig       ] Generating forecast for: EXPI
[2025-12-19T20:21:48.056134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2025-12-19T20:21:48.068156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2025-12-19T20:21:48.068557] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2025-12-19T20:21:48.069399] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2025-12-19T20:21:48.069462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:48.069497] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:48.069526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:48.069603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:48.127623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:48.128479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:48.128561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:48.128614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:48.246013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:48.246169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:48.246207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:48.246235] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:48.249608] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: DOWN (p=32.46%)
[2025-12-19T20:21:48.249895] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2025-12-19T20:21:48.250018] [INFO ] [sig       ] EXPI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:48.391043] [INFO ] [LOCAL     ] Saved forecast: EXPI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EXPI.txt
[2025-12-19T20:21:48.391196] [INFO ] [sig       ] [1165/3561] Completed EXPI in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-19T20:21:48.391237] [INFO ] [sig       ] [1166/3561] Forecasting EXPO...
[2025-12-19T20:21:48.391266] [INFO ] [sig       ] Generating forecast for: EXPO
[2025-12-19T20:21:48.391296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2025-12-19T20:21:48.402564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2025-12-19T20:21:48.402999] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2025-12-19T20:21:48.403881] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2025-12-19T20:21:48.403937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:48.403971] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:48.403999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:48.404057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:48.460180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:48.461086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:48.461171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:48.461204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:48.577917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:48.578067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:48.578107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:48.578137] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:48.581547] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2025-12-19T20:21:48.581837] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2025-12-19T20:21:48.581959] [INFO ] [sig       ] EXPO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:48.720724] [INFO ] [LOCAL     ] Saved forecast: EXPO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EXPO.txt
[2025-12-19T20:21:48.720881] [INFO ] [sig       ] [1166/3561] Completed EXPO in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-19T20:21:48.720921] [INFO ] [sig       ] [1167/3561] Forecasting EYE...
[2025-12-19T20:21:48.720958] [INFO ] [sig       ] Generating forecast for: EYE
[2025-12-19T20:21:48.720992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2025-12-19T20:21:48.732616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2025-12-19T20:21:48.732955] [INFO ] [FORECASTER] Starting predict_future for EYE
[2025-12-19T20:21:48.733768] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2025-12-19T20:21:48.733820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:48.733852] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:48.733880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:48.733936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:48.790076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:48.790951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:48.791037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:48.791070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:48.913405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:48.913560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:48.913616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:48.913645] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:48.916930] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2025-12-19T20:21:48.917190] [INFO ] [FORECASTER] Completed predict_future for EYE
[2025-12-19T20:21:48.917310] [INFO ] [sig       ] EYE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:49.055268] [INFO ] [LOCAL     ] Saved forecast: EYE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EYE.txt
[2025-12-19T20:21:49.055425] [INFO ] [sig       ] [1167/3561] Completed EYE in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-19T20:21:49.055466] [INFO ] [sig       ] [1168/3561] Forecasting EZGO...
[2025-12-19T20:21:49.055496] [INFO ] [sig       ] Generating forecast for: EZGO
[2025-12-19T20:21:49.055527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2025-12-19T20:21:49.066618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2025-12-19T20:21:49.067026] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2025-12-19T20:21:49.067880] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2025-12-19T20:21:49.067934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:49.067966] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:49.067993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:49.068049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:49.124854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:49.125723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:49.125808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:49.125842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:49.235217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:49.235375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:49.235414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:49.235443] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:49.238859] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: DOWN (p=3.31%)
[2025-12-19T20:21:49.239153] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2025-12-19T20:21:49.239282] [INFO ] [sig       ] EZGO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:49.383030] [INFO ] [LOCAL     ] Saved forecast: EZGO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/EZGO.txt
[2025-12-19T20:21:49.383206] [INFO ] [sig       ] [1168/3561] Completed EZGO in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-19T20:21:49.383247] [INFO ] [sig       ] [1169/3561] Forecasting F...
[2025-12-19T20:21:49.383277] [INFO ] [sig       ] Generating forecast for: F
[2025-12-19T20:21:49.383308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-12-19T20:21:49.394934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2025-12-19T20:21:49.395280] [INFO ] [FORECASTER] Starting predict_future for F
[2025-12-19T20:21:49.396086] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-12-19T20:21:49.396137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:49.396168] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:49.396194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:49.396249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:49.454377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:49.455242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:49.455356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:49.455390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:49.580902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:49.581062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:49.581102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:49.581131] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:49.584746] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: DOWN (p=6.53%)
[2025-12-19T20:21:49.585089] [INFO ] [FORECASTER] Completed predict_future for F
[2025-12-19T20:21:49.585223] [INFO ] [sig       ] F: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:49.731347] [INFO ] [LOCAL     ] Saved forecast: F	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/F.txt
[2025-12-19T20:21:49.731501] [INFO ] [sig       ] [1169/3561] Completed F in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-19T20:21:49.731542] [INFO ] [sig       ] [1170/3561] Forecasting FA...
[2025-12-19T20:21:49.731591] [INFO ] [sig       ] Generating forecast for: FA
[2025-12-19T20:21:49.731626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2025-12-19T20:21:49.743059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2025-12-19T20:21:49.743451] [INFO ] [FORECASTER] Starting predict_future for FA
[2025-12-19T20:21:49.744260] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2025-12-19T20:21:49.744324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:49.744378] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:49.744418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:49.744496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:49.801803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:49.802634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:49.802714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:49.802746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:49.927372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:49.927527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:49.927567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:49.927617] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:49.931090] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: UP (p=92.97%)
[2025-12-19T20:21:49.931363] [INFO ] [FORECASTER] Completed predict_future for FA
[2025-12-19T20:21:49.931487] [INFO ] [sig       ] FA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:50.085584] [INFO ] [LOCAL     ] Saved forecast: FA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FA.txt
[2025-12-19T20:21:50.085753] [INFO ] [sig       ] [1170/3561] Completed FA in 0.4s | 2.88 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-19T20:21:50.085794] [INFO ] [sig       ] [1171/3561] Forecasting FAF...
[2025-12-19T20:21:50.085823] [INFO ] [sig       ] Generating forecast for: FAF
[2025-12-19T20:21:50.085852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-12-19T20:21:50.098244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2025-12-19T20:21:50.098625] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-12-19T20:21:50.099428] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-12-19T20:21:50.099479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:50.099510] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:50.099536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:50.099627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:50.166889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:50.168252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:50.168374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:50.168432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:50.298006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:50.298164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:50.298202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:50.298230] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:50.301872] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: DOWN (p=30.01%)
[2025-12-19T20:21:50.302137] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-12-19T20:21:50.302258] [INFO ] [sig       ] FAF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:50.451729] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FAF.txt
[2025-12-19T20:21:50.451888] [INFO ] [sig       ] [1171/3561] Completed FAF in 0.4s | 2.88 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-19T20:21:50.451928] [INFO ] [sig       ] [1172/3561] Forecasting FALN...
[2025-12-19T20:21:50.451961] [INFO ] [sig       ] Generating forecast for: FALN
[2025-12-19T20:21:50.451993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2025-12-19T20:21:50.463861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2025-12-19T20:21:50.464234] [INFO ] [FORECASTER] Starting predict_future for FALN
[2025-12-19T20:21:50.465059] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2025-12-19T20:21:50.465113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:50.465147] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:50.465174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:50.465230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:50.528636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:50.529534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:50.529648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:50.529683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:50.654132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:50.654287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:50.654326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:50.654356] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:50.657721] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: DOWN (p=22.76%)
[2025-12-19T20:21:50.657996] [INFO ] [FORECASTER] Completed predict_future for FALN
[2025-12-19T20:21:50.658121] [INFO ] [sig       ] FALN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:50.807657] [INFO ] [LOCAL     ] Saved forecast: FALN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FALN.txt
[2025-12-19T20:21:50.807844] [INFO ] [sig       ] [1172/3561] Completed FALN in 0.4s | 2.88 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-19T20:21:50.807886] [INFO ] [sig       ] [1173/3561] Forecasting FANG...
[2025-12-19T20:21:50.807917] [INFO ] [sig       ] Generating forecast for: FANG
[2025-12-19T20:21:50.807947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2025-12-19T20:21:50.819770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2025-12-19T20:21:50.820163] [INFO ] [FORECASTER] Starting predict_future for FANG
[2025-12-19T20:21:50.820960] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2025-12-19T20:21:50.821013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:50.821046] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:50.821075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:50.821132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:50.878931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:50.879872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:50.879959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:50.879993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:51.003836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:51.004012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:51.004054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:51.004082] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:51.007671] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: UP (p=85.26%)
[2025-12-19T20:21:51.007987] [INFO ] [FORECASTER] Completed predict_future for FANG
[2025-12-19T20:21:51.008315] [INFO ] [sig       ] FANG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:51.156141] [INFO ] [LOCAL     ] Saved forecast: FANG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FANG.txt
[2025-12-19T20:21:51.156299] [INFO ] [sig       ] [1173/3561] Completed FANG in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-19T20:21:51.156343] [INFO ] [sig       ] [1174/3561] Forecasting FARM...
[2025-12-19T20:21:51.156386] [INFO ] [sig       ] Generating forecast for: FARM
[2025-12-19T20:21:51.156430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2025-12-19T20:21:51.168218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2025-12-19T20:21:51.168642] [INFO ] [FORECASTER] Starting predict_future for FARM
[2025-12-19T20:21:51.169460] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2025-12-19T20:21:51.169513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:51.169545] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:51.169588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:51.169661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:51.227599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:51.228449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:51.228564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:51.228628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:51.369730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:51.369889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:51.369931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:51.369961] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:51.373384] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: DOWN (p=28.17%)
[2025-12-19T20:21:51.373712] [INFO ] [FORECASTER] Completed predict_future for FARM
[2025-12-19T20:21:51.373847] [INFO ] [sig       ] FARM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:51.526197] [INFO ] [LOCAL     ] Saved forecast: FARM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FARM.txt
[2025-12-19T20:21:51.526363] [INFO ] [sig       ] [1174/3561] Completed FARM in 0.4s | 2.88 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-19T20:21:51.526402] [INFO ] [sig       ] [1175/3561] Forecasting FBIN...
[2025-12-19T20:21:51.526433] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-12-19T20:21:51.526465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-12-19T20:21:51.537706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2025-12-19T20:21:51.538003] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-12-19T20:21:51.538799] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-12-19T20:21:51.538851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:51.538884] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:51.538910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:51.538971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:51.593901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:51.594497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:51.594588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:51.594623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:51.717654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:51.717806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:51.717843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:51.717873] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:51.721201] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: UP (p=88.45%)
[2025-12-19T20:21:51.721464] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-12-19T20:21:51.721599] [INFO ] [sig       ] FBIN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:51.858092] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FBIN.txt
[2025-12-19T20:21:51.858206] [INFO ] [sig       ] [1175/3561] Completed FBIN in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-19T20:21:51.858244] [INFO ] [sig       ] [1176/3561] Forecasting FBIO...
[2025-12-19T20:21:51.858272] [INFO ] [sig       ] Generating forecast for: FBIO
[2025-12-19T20:21:51.858302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2025-12-19T20:21:51.870627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2025-12-19T20:21:51.870956] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2025-12-19T20:21:51.871946] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2025-12-19T20:21:51.872008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:51.872064] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:51.872093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:51.872149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:51.928146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:51.928775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:51.928849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:51.928881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:52.049771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:52.049912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:52.049951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:52.049983] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:52.053798] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: DOWN (p=16.98%)
[2025-12-19T20:21:52.054093] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2025-12-19T20:21:52.054212] [INFO ] [sig       ] FBIO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:52.196351] [INFO ] [LOCAL     ] Saved forecast: FBIO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FBIO.txt
[2025-12-19T20:21:52.196475] [INFO ] [sig       ] [1176/3561] Completed FBIO in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-19T20:21:52.196514] [INFO ] [sig       ] [1177/3561] Forecasting FBIZ...
[2025-12-19T20:21:52.196543] [INFO ] [sig       ] Generating forecast for: FBIZ
[2025-12-19T20:21:52.196587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2025-12-19T20:21:52.208932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2025-12-19T20:21:52.209304] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2025-12-19T20:21:52.210175] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2025-12-19T20:21:52.210236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:52.210278] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:52.210315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:52.210389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:52.268028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:52.268751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:52.268831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:52.268862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:52.387261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:52.387403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:52.387440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:52.387469] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:52.390773] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: UP (p=83.45%)
[2025-12-19T20:21:52.391036] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2025-12-19T20:21:52.391154] [INFO ] [sig       ] FBIZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:52.530991] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FBIZ.txt
[2025-12-19T20:21:52.531125] [INFO ] [sig       ] [1177/3561] Completed FBIZ in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-19T20:21:52.531164] [INFO ] [sig       ] [1178/3561] Forecasting FBK...
[2025-12-19T20:21:52.531194] [INFO ] [sig       ] Generating forecast for: FBK
[2025-12-19T20:21:52.531225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-12-19T20:21:52.543524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2025-12-19T20:21:52.543980] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-12-19T20:21:52.544833] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-12-19T20:21:52.544885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:52.544918] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:52.544946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:52.545006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:52.602466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:52.603324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:52.603406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:52.603439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:52.724142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:52.724294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:52.724333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:52.724361] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:52.727981] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-19T20:21:52.728246] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-12-19T20:21:52.728364] [INFO ] [sig       ] FBK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:52.935975] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FBK.txt
[2025-12-19T20:21:52.936132] [INFO ] [sig       ] [1178/3561] Completed FBK in 0.4s | 2.88 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-19T20:21:52.936172] [INFO ] [sig       ] [1179/3561] Forecasting FBL...
[2025-12-19T20:21:52.936202] [INFO ] [sig       ] Generating forecast for: FBL
[2025-12-19T20:21:52.936234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2025-12-19T20:21:52.948391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2025-12-19T20:21:52.948785] [INFO ] [FORECASTER] Starting predict_future for FBL
[2025-12-19T20:21:52.949569] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2025-12-19T20:21:52.949651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:52.949684] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:52.949712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:52.949768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:53.009738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:53.010502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:53.010600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:53.010636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:53.137610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:53.137755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:53.137794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:53.137854] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:53.141554] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: DOWN (p=28.47%)
[2025-12-19T20:21:53.141847] [INFO ] [FORECASTER] Completed predict_future for FBL
[2025-12-19T20:21:53.141972] [INFO ] [sig       ] FBL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:53.286104] [INFO ] [LOCAL     ] Saved forecast: FBL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FBL.txt
[2025-12-19T20:21:53.286439] [INFO ] [sig       ] [1179/3561] Completed FBL in 0.4s | 2.88 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-19T20:21:53.286478] [INFO ] [sig       ] [1180/3561] Forecasting FBNC...
[2025-12-19T20:21:53.286507] [INFO ] [sig       ] Generating forecast for: FBNC
[2025-12-19T20:21:53.286537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2025-12-19T20:21:53.298402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2025-12-19T20:21:53.302324] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2025-12-19T20:21:53.303224] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2025-12-19T20:21:53.303275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:53.303307] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:53.303333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:53.303389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:53.360870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:53.361606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:53.361684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:53.361715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:53.483947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:53.484122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:53.484162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:53.484190] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:53.487747] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: DOWN (p=17.32%)
[2025-12-19T20:21:53.488017] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2025-12-19T20:21:53.488138] [INFO ] [sig       ] FBNC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:53.630437] [INFO ] [LOCAL     ] Saved forecast: FBNC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FBNC.txt
[2025-12-19T20:21:53.630607] [INFO ] [sig       ] [1180/3561] Completed FBNC in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-19T20:21:53.630649] [INFO ] [sig       ] [1181/3561] Forecasting FBP...
[2025-12-19T20:21:53.630679] [INFO ] [sig       ] Generating forecast for: FBP
[2025-12-19T20:21:53.630710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-12-19T20:21:53.642995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2025-12-19T20:21:53.643400] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-12-19T20:21:53.644416] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-12-19T20:21:53.644469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:53.644502] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:53.644528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:53.644602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:53.705564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:53.706416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:53.706498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:53.706531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:53.834366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:53.834527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:53.834566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:53.834617] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:53.838521] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=22.97%)
[2025-12-19T20:21:53.838865] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-12-19T20:21:53.838997] [INFO ] [sig       ] FBP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:54.000022] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FBP.txt
[2025-12-19T20:21:54.000212] [INFO ] [sig       ] [1181/3561] Completed FBP in 0.4s | 2.88 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-19T20:21:54.000253] [INFO ] [sig       ] [1182/3561] Forecasting FC...
[2025-12-19T20:21:54.000283] [INFO ] [sig       ] Generating forecast for: FC
[2025-12-19T20:21:54.000317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-12-19T20:21:54.012385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2025-12-19T20:21:54.012790] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-12-19T20:21:54.013807] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-12-19T20:21:54.013859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:54.013891] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:54.013918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:54.013976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:54.075015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:54.076000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:54.076085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:54.076118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:54.200501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:54.200677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:54.200717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:54.200745] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:54.204315] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: UP (p=96.38%)
[2025-12-19T20:21:54.204688] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-12-19T20:21:54.204829] [INFO ] [sig       ] FC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:54.347713] [INFO ] [LOCAL     ] Saved forecast: FC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FC.txt
[2025-12-19T20:21:54.347866] [INFO ] [sig       ] [1182/3561] Completed FC in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-19T20:21:54.347907] [INFO ] [sig       ] [1183/3561] Forecasting FCAL...
[2025-12-19T20:21:54.347936] [INFO ] [sig       ] Generating forecast for: FCAL
[2025-12-19T20:21:54.347967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2025-12-19T20:21:54.360011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2025-12-19T20:21:54.360366] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2025-12-19T20:21:54.361199] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2025-12-19T20:21:54.361252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:54.361284] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:54.361311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:54.361367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:54.423976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:54.424882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:54.424968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:54.425001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:54.538876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:54.539058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:54.539128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:54.539169] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:54.543242] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: UP (p=97.45%)
[2025-12-19T20:21:54.543530] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2025-12-19T20:21:54.543678] [INFO ] [sig       ] FCAL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:54.693139] [INFO ] [LOCAL     ] Saved forecast: FCAL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FCAL.txt
[2025-12-19T20:21:54.693481] [INFO ] [sig       ] [1183/3561] Completed FCAL in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-19T20:21:54.693522] [INFO ] [sig       ] [1184/3561] Forecasting FCBC...
[2025-12-19T20:21:54.693552] [INFO ] [sig       ] Generating forecast for: FCBC
[2025-12-19T20:21:54.693600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2025-12-19T20:21:54.705118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2025-12-19T20:21:54.705491] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2025-12-19T20:21:54.706618] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2025-12-19T20:21:54.706673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:54.706704] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:54.706731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:54.706786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:54.772421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:54.773677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:54.773778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:54.773812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:54.910654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:54.910824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:54.910866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:54.910896] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:54.914862] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: UP (p=97.24%)
[2025-12-19T20:21:54.915219] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2025-12-19T20:21:54.915395] [INFO ] [sig       ] FCBC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:55.061212] [INFO ] [LOCAL     ] Saved forecast: FCBC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FCBC.txt
[2025-12-19T20:21:55.061361] [INFO ] [sig       ] [1184/3561] Completed FCBC in 0.4s | 2.88 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-19T20:21:55.061402] [INFO ] [sig       ] [1185/3561] Forecasting FCCO...
[2025-12-19T20:21:55.061432] [INFO ] [sig       ] Generating forecast for: FCCO
[2025-12-19T20:21:55.061462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2025-12-19T20:21:55.072862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2025-12-19T20:21:55.073231] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2025-12-19T20:21:55.074031] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2025-12-19T20:21:55.074084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:55.074115] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:55.074143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:55.074199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:55.134972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:55.135829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:55.135911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:55.135944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:55.268799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:55.268955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:55.268994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:55.269024] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:55.272569] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: UP (p=81.98%)
[2025-12-19T20:21:55.272874] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2025-12-19T20:21:55.273006] [INFO ] [sig       ] FCCO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:55.421011] [INFO ] [LOCAL     ] Saved forecast: FCCO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FCCO.txt
[2025-12-19T20:21:55.421360] [INFO ] [sig       ] [1185/3561] Completed FCCO in 0.4s | 2.88 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-19T20:21:55.421400] [INFO ] [sig       ] [1186/3561] Forecasting FCEL...
[2025-12-19T20:21:55.421430] [INFO ] [sig       ] Generating forecast for: FCEL
[2025-12-19T20:21:55.421462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2025-12-19T20:21:55.434651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2025-12-19T20:21:55.435025] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2025-12-19T20:21:55.435816] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2025-12-19T20:21:55.435868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:55.435899] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:55.435927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:55.435984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:55.501226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:55.502118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:55.502249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:55.502292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:55.628302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:55.628450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:55.628491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:55.628519] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:55.632234] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: DOWN (p=25.80%)
[2025-12-19T20:21:55.632533] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2025-12-19T20:21:55.632683] [INFO ] [sig       ] FCEL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:55.780741] [INFO ] [LOCAL     ] Saved forecast: FCEL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FCEL.txt
[2025-12-19T20:21:55.780884] [INFO ] [sig       ] [1186/3561] Completed FCEL in 0.4s | 2.88 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-19T20:21:55.780924] [INFO ] [sig       ] [1187/3561] Forecasting FCF...
[2025-12-19T20:21:55.780955] [INFO ] [sig       ] Generating forecast for: FCF
[2025-12-19T20:21:55.780985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-12-19T20:21:55.792655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2025-12-19T20:21:55.793028] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-12-19T20:21:55.793828] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-12-19T20:21:55.793880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:55.793924] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:55.793953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:55.794009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:55.851625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:55.852358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:55.852439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:55.852471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:55.975915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:55.976069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:55.976109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:55.976138] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:55.980239] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=18.77%)
[2025-12-19T20:21:55.980554] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-12-19T20:21:55.980722] [INFO ] [sig       ] FCF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:56.128889] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FCF.txt
[2025-12-19T20:21:56.129035] [INFO ] [sig       ] [1187/3561] Completed FCF in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-19T20:21:56.129074] [INFO ] [sig       ] [1188/3561] Forecasting FCFS...
[2025-12-19T20:21:56.129104] [INFO ] [sig       ] Generating forecast for: FCFS
[2025-12-19T20:21:56.129133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2025-12-19T20:21:56.141724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2025-12-19T20:21:56.142142] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2025-12-19T20:21:56.143224] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2025-12-19T20:21:56.143277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:56.143309] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:56.143336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:56.143393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:56.207565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:56.208444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:56.208537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:56.208570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:56.334762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:56.334915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:56.334954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:56.334981] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:56.338562] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: DOWN (p=5.59%)
[2025-12-19T20:21:56.338895] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2025-12-19T20:21:56.339031] [INFO ] [sig       ] FCFS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:56.489205] [INFO ] [LOCAL     ] Saved forecast: FCFS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FCFS.txt
[2025-12-19T20:21:56.489357] [INFO ] [sig       ] [1188/3561] Completed FCFS in 0.4s | 2.88 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-19T20:21:56.489400] [INFO ] [sig       ] [1189/3561] Forecasting FCN...
[2025-12-19T20:21:56.489431] [INFO ] [sig       ] Generating forecast for: FCN
[2025-12-19T20:21:56.489460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-12-19T20:21:56.503392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2025-12-19T20:21:56.503799] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-12-19T20:21:56.504696] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-12-19T20:21:56.504761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:56.504801] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:56.504837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:56.504915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:56.568165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:56.568995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:56.569086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:56.569120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:56.698038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:56.698218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:56.698259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:56.698288] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:56.701964] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: DOWN (p=16.20%)
[2025-12-19T20:21:56.702481] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-12-19T20:21:56.702636] [INFO ] [sig       ] FCN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:56.851264] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FCN.txt
[2025-12-19T20:21:56.851432] [INFO ] [sig       ] [1189/3561] Completed FCN in 0.4s | 2.88 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-19T20:21:56.851472] [INFO ] [sig       ] [1190/3561] Forecasting FCNCA...
[2025-12-19T20:21:56.851502] [INFO ] [sig       ] Generating forecast for: FCNCA
[2025-12-19T20:21:56.851534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2025-12-19T20:21:56.864160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2025-12-19T20:21:56.864558] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2025-12-19T20:21:56.865381] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2025-12-19T20:21:56.865443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:56.865481] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:56.865507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:56.865563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:56.930039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:56.930989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:56.931081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:56.931122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:57.056270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:57.056431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:57.056471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:57.056499] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:57.059892] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: UP (p=55.43%)
[2025-12-19T20:21:57.060160] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2025-12-19T20:21:57.060283] [INFO ] [sig       ] FCNCA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:57.198659] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FCNCA.txt
[2025-12-19T20:21:57.198814] [INFO ] [sig       ] [1190/3561] Completed FCNCA in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-19T20:21:57.198861] [INFO ] [sig       ] [1191/3561] Forecasting FCNCO...
[2025-12-19T20:21:57.198891] [INFO ] [sig       ] Generating forecast for: FCNCO
[2025-12-19T20:21:57.198920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2025-12-19T20:21:57.210750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2025-12-19T20:21:57.211090] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2025-12-19T20:21:57.211858] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2025-12-19T20:21:57.211909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:57.211940] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:57.211966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:57.212021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:57.268687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:57.269702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:57.269786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:57.269817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:57.373928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:57.374090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:57.374129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:57.374156] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:57.377643] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: UP (p=98.43%)
[2025-12-19T20:21:57.377905] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2025-12-19T20:21:57.378023] [INFO ] [sig       ] FCNCO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:57.516669] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FCNCO.txt
[2025-12-19T20:21:57.516801] [INFO ] [sig       ] [1191/3561] Completed FCNCO in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-19T20:21:57.516840] [INFO ] [sig       ] [1192/3561] Forecasting FCNCP...
[2025-12-19T20:21:57.516869] [INFO ] [sig       ] Generating forecast for: FCNCP
[2025-12-19T20:21:57.516899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2025-12-19T20:21:57.527980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2025-12-19T20:21:57.528503] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2025-12-19T20:21:57.529306] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2025-12-19T20:21:57.529357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:57.529388] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:57.529414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:57.529469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:57.592287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:57.593332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:57.593420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:57.593453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:57.698986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:57.699156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:57.699203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:57.699235] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:57.702717] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: UP (p=91.74%)
[2025-12-19T20:21:57.702987] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2025-12-19T20:21:57.703129] [INFO ] [sig       ] FCNCP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:57.857127] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FCNCP.txt
[2025-12-19T20:21:57.857287] [INFO ] [sig       ] [1192/3561] Completed FCNCP in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-19T20:21:57.857328] [INFO ] [sig       ] [1193/3561] Forecasting FCTE...
[2025-12-19T20:21:57.857356] [INFO ] [sig       ] Generating forecast for: FCTE
[2025-12-19T20:21:57.857386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2025-12-19T20:21:57.869646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2025-12-19T20:21:57.870026] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2025-12-19T20:21:57.870812] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2025-12-19T20:21:57.870864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:57.870929] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:57.870957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:57.871014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:57.929611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:57.930485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:57.930593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:57.930630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:58.053177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:58.053344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:58.053383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:58.053412] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:58.057269] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: UP (p=84.77%)
[2025-12-19T20:21:58.057532] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2025-12-19T20:21:58.057669] [INFO ] [sig       ] FCTE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:58.196472] [INFO ] [LOCAL     ] Saved forecast: FCTE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FCTE.txt
[2025-12-19T20:21:58.196611] [INFO ] [sig       ] [1193/3561] Completed FCTE in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-19T20:21:58.196652] [INFO ] [sig       ] [1194/3561] Forecasting FCX...
[2025-12-19T20:21:58.196682] [INFO ] [sig       ] Generating forecast for: FCX
[2025-12-19T20:21:58.196711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-12-19T20:21:58.209043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2025-12-19T20:21:58.209393] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-12-19T20:21:58.210173] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-12-19T20:21:58.210225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:58.210256] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:58.210282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:58.210338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:58.268739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:58.269370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:58.269447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:58.269478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:58.400058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:58.400241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:58.400300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:58.400331] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:58.403870] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: DOWN (p=31.05%)
[2025-12-19T20:21:58.404154] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-12-19T20:21:58.404281] [INFO ] [sig       ] FCX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:58.546237] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FCX.txt
[2025-12-19T20:21:58.546389] [INFO ] [sig       ] [1194/3561] Completed FCX in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-19T20:21:58.546429] [INFO ] [sig       ] [1195/3561] Forecasting FDBC...
[2025-12-19T20:21:58.546458] [INFO ] [sig       ] Generating forecast for: FDBC
[2025-12-19T20:21:58.546488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2025-12-19T20:21:58.557075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2025-12-19T20:21:58.557350] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2025-12-19T20:21:58.558134] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2025-12-19T20:21:58.558187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:58.558220] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:58.558247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:58.558304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:58.616901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:58.617955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:58.618040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:58.618080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:58.717004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:58.717174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:58.717212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:58.717242] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:58.720748] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-19T20:21:58.721037] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2025-12-19T20:21:58.721164] [INFO ] [sig       ] FDBC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:21:58.859918] [INFO ] [LOCAL     ] Saved forecast: FDBC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FDBC.txt
[2025-12-19T20:21:58.860049] [INFO ] [sig       ] [1195/3561] Completed FDBC in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-19T20:21:58.860089] [INFO ] [sig       ] [1196/3561] Forecasting FDIF...
[2025-12-19T20:21:58.860118] [INFO ] [sig       ] Generating forecast for: FDIF
[2025-12-19T20:21:58.860148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2025-12-19T20:21:58.871907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2025-12-19T20:21:58.872241] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2025-12-19T20:21:58.873008] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2025-12-19T20:21:58.873059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:58.873091] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:58.873118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:58.873174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:58.929182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:58.929888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:58.929983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:58.930015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:59.039703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:59.039900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:59.039940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:59.040000] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:59.043481] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: UP (p=85.79%)
[2025-12-19T20:21:59.043798] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2025-12-19T20:21:59.043937] [INFO ] [sig       ] FDIF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:59.183868] [INFO ] [LOCAL     ] Saved forecast: FDIF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FDIF.txt
[2025-12-19T20:21:59.184028] [INFO ] [sig       ] [1196/3561] Completed FDIF in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-19T20:21:59.184074] [INFO ] [sig       ] [1197/3561] Forecasting FDIG...
[2025-12-19T20:21:59.184113] [INFO ] [sig       ] Generating forecast for: FDIG
[2025-12-19T20:21:59.184150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2025-12-19T20:21:59.195759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIG'.
[2025-12-19T20:21:59.196092] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2025-12-19T20:21:59.196858] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2025-12-19T20:21:59.196908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:59.196940] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:59.196967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:59.197022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:59.254323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:59.255072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:59.255153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:59.255185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:59.370978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:59.371142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:59.371182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:59.371210] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:59.374552] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: UP (p=53.02%)
[2025-12-19T20:21:59.374849] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2025-12-19T20:21:59.374973] [INFO ] [sig       ] FDIG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:59.513999] [INFO ] [LOCAL     ] Saved forecast: FDIG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FDIG.txt
[2025-12-19T20:21:59.514159] [INFO ] [sig       ] [1197/3561] Completed FDIG in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-19T20:21:59.514197] [INFO ] [sig       ] [1198/3561] Forecasting FDP...
[2025-12-19T20:21:59.514229] [INFO ] [sig       ] Generating forecast for: FDP
[2025-12-19T20:21:59.514259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-12-19T20:21:59.527274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2025-12-19T20:21:59.527781] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-12-19T20:21:59.528924] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-12-19T20:21:59.529002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:59.529054] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:59.529084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:59.529161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:59.590893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:59.592102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:59.592302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:59.592342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:21:59.722521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:21:59.722704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:21:59.722747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:21:59.722788] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:21:59.726727] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: UP (p=64.05%)
[2025-12-19T20:21:59.727038] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-12-19T20:21:59.727173] [INFO ] [sig       ] FDP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:21:59.881805] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FDP.txt
[2025-12-19T20:21:59.881983] [INFO ] [sig       ] [1198/3561] Completed FDP in 0.4s | 2.88 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-19T20:21:59.882028] [INFO ] [sig       ] [1199/3561] Forecasting FDS...
[2025-12-19T20:21:59.882060] [INFO ] [sig       ] Generating forecast for: FDS
[2025-12-19T20:21:59.882092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-12-19T20:21:59.895023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-12-19T20:21:59.895688] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-12-19T20:21:59.896743] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-12-19T20:21:59.896798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:21:59.896830] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:21:59.896857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:21:59.896914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:21:59.961048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:21:59.962138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:21:59.962229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:21:59.962454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:00.088717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:00.088881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:00.088922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:00.088950] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:00.092652] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: UP (p=52.03%)
[2025-12-19T20:22:00.092956] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-12-19T20:22:00.093093] [INFO ] [sig       ] FDS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:00.251540] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FDS.txt
[2025-12-19T20:22:00.251773] [INFO ] [sig       ] [1199/3561] Completed FDS in 0.4s | 2.88 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-19T20:22:00.251827] [INFO ] [sig       ] [1200/3561] Forecasting FDTX...
[2025-12-19T20:22:00.251866] [INFO ] [sig       ] Generating forecast for: FDTX
[2025-12-19T20:22:00.251907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2025-12-19T20:22:00.266049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2025-12-19T20:22:00.266415] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2025-12-19T20:22:00.267250] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2025-12-19T20:22:00.267304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:00.267336] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:00.267364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:00.267420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:00.325745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:00.326594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:00.326685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:00.326717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:00.469507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:00.469700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:00.469740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:00.469768] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:00.473814] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: UP (p=75.33%)
[2025-12-19T20:22:00.474237] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2025-12-19T20:22:00.474402] [INFO ] [sig       ] FDTX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:00.617299] [INFO ] [LOCAL     ] Saved forecast: FDTX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FDTX.txt
[2025-12-19T20:22:00.617452] [INFO ] [sig       ] [1200/3561] Completed FDTX in 0.4s | 2.88 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-19T20:22:00.617493] [INFO ] [sig       ] [1201/3561] Forecasting FDUS...
[2025-12-19T20:22:00.617524] [INFO ] [sig       ] Generating forecast for: FDUS
[2025-12-19T20:22:00.617555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2025-12-19T20:22:00.628996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2025-12-19T20:22:00.629344] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2025-12-19T20:22:00.630159] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2025-12-19T20:22:00.630213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:00.630245] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:00.630273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:00.630330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:00.687837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:00.688634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:00.688739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:00.688773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:00.810874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:00.810983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:00.811022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:00.811049] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:00.814351] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: UP (p=89.84%)
[2025-12-19T20:22:00.814637] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2025-12-19T20:22:00.814760] [INFO ] [sig       ] FDUS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:00.956395] [INFO ] [LOCAL     ] Saved forecast: FDUS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FDUS.txt
[2025-12-19T20:22:00.956520] [INFO ] [sig       ] [1201/3561] Completed FDUS in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-19T20:22:00.956559] [INFO ] [sig       ] [1202/3561] Forecasting FDX...
[2025-12-19T20:22:00.956614] [INFO ] [sig       ] Generating forecast for: FDX
[2025-12-19T20:22:00.956647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-12-19T20:22:00.967201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2025-12-19T20:22:00.967511] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-12-19T20:22:00.968277] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-12-19T20:22:00.968328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:00.968360] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:00.968387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:00.968443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:01.024735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:01.025399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:01.025480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:01.025513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:01.152752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:01.152908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:01.152948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:01.152976] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:01.156392] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: UP (p=84.94%)
[2025-12-19T20:22:01.156733] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-12-19T20:22:01.156870] [INFO ] [sig       ] FDX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:01.297192] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FDX.txt
[2025-12-19T20:22:01.297334] [INFO ] [sig       ] [1202/3561] Completed FDX in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-19T20:22:01.297373] [INFO ] [sig       ] [1203/3561] Forecasting FE...
[2025-12-19T20:22:01.297402] [INFO ] [sig       ] Generating forecast for: FE
[2025-12-19T20:22:01.297433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-12-19T20:22:01.309080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2025-12-19T20:22:01.309444] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-12-19T20:22:01.310244] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-12-19T20:22:01.310303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:01.310335] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:01.310363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:01.310423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:01.366242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:01.366944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:01.367063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:01.367098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:01.484980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:01.485131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:01.485170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:01.485198] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:01.488496] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=86.48%)
[2025-12-19T20:22:01.488792] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-12-19T20:22:01.488912] [INFO ] [sig       ] FE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:01.630622] [INFO ] [LOCAL     ] Saved forecast: FE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FE.txt
[2025-12-19T20:22:01.630772] [INFO ] [sig       ] [1203/3561] Completed FE in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-19T20:22:01.630814] [INFO ] [sig       ] [1204/3561] Forecasting FEIM...
[2025-12-19T20:22:01.630847] [INFO ] [sig       ] Generating forecast for: FEIM
[2025-12-19T20:22:01.630879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2025-12-19T20:22:01.641994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2025-12-19T20:22:01.642351] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2025-12-19T20:22:01.643251] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2025-12-19T20:22:01.643302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:01.643333] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:01.643360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:01.643416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:01.698405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:01.699385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:01.699496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:01.699528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:01.820509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:01.820698] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-19T20:22:01.820737] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:01.820765] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:01.824330] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: UP (p=82.20%)
[2025-12-19T20:22:01.824706] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2025-12-19T20:22:01.824856] [INFO ] [sig       ] FEIM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:01.973456] [INFO ] [LOCAL     ] Saved forecast: FEIM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FEIM.txt
[2025-12-19T20:22:01.973682] [INFO ] [sig       ] [1204/3561] Completed FEIM in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-19T20:22:01.973745] [INFO ] [sig       ] [1205/3561] Forecasting FELE...
[2025-12-19T20:22:01.973793] [INFO ] [sig       ] Generating forecast for: FELE
[2025-12-19T20:22:01.973829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2025-12-19T20:22:01.985735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2025-12-19T20:22:01.986160] [INFO ] [FORECASTER] Starting predict_future for FELE
[2025-12-19T20:22:01.987011] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2025-12-19T20:22:01.987064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:01.987096] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:01.987123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:01.987179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:02.045274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:02.046243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:02.046362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:02.046401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:02.178071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:02.178277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:02.178325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:02.179078] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:02.183041] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: UP (p=62.17%)
[2025-12-19T20:22:02.183421] [INFO ] [FORECASTER] Completed predict_future for FELE
[2025-12-19T20:22:02.183564] [INFO ] [sig       ] FELE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:02.327746] [INFO ] [LOCAL     ] Saved forecast: FELE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FELE.txt
[2025-12-19T20:22:02.327903] [INFO ] [sig       ] [1205/3561] Completed FELE in 0.4s | 2.88 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-19T20:22:02.327943] [INFO ] [sig       ] [1206/3561] Forecasting FEM...
[2025-12-19T20:22:02.327974] [INFO ] [sig       ] Generating forecast for: FEM
[2025-12-19T20:22:02.328003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2025-12-19T20:22:02.339875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2025-12-19T20:22:02.340290] [INFO ] [FORECASTER] Starting predict_future for FEM
[2025-12-19T20:22:02.341162] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2025-12-19T20:22:02.341217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:02.341250] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:02.341277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:02.341514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:02.399999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:02.401044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:02.401144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:02.401176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:02.525792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:02.525952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:02.525991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:02.526020] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:02.529382] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: DOWN (p=8.22%)
[2025-12-19T20:22:02.529668] [INFO ] [FORECASTER] Completed predict_future for FEM
[2025-12-19T20:22:02.529793] [INFO ] [sig       ] FEM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:02.665663] [INFO ] [LOCAL     ] Saved forecast: FEM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FEM.txt
[2025-12-19T20:22:02.665796] [INFO ] [sig       ] [1206/3561] Completed FEM in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-19T20:22:02.665859] [INFO ] [sig       ] [1207/3561] Forecasting FEMB...
[2025-12-19T20:22:02.665904] [INFO ] [sig       ] Generating forecast for: FEMB
[2025-12-19T20:22:02.665944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-12-19T20:22:02.677109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-12-19T20:22:02.677452] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2025-12-19T20:22:02.678277] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2025-12-19T20:22:02.678330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:02.678362] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:02.678390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:02.678447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:02.733038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:02.733660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:02.733738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:02.733769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:02.854347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:02.854491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:02.854528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:02.854557] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:02.857843] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: DOWN (p=2.10%)
[2025-12-19T20:22:02.858108] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2025-12-19T20:22:02.858232] [INFO ] [sig       ] FEMB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:02.993004] [INFO ] [LOCAL     ] Saved forecast: FEMB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FEMB.txt
[2025-12-19T20:22:02.993124] [INFO ] [sig       ] [1207/3561] Completed FEMB in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-19T20:22:02.993164] [INFO ] [sig       ] [1208/3561] Forecasting FEMS...
[2025-12-19T20:22:02.993193] [INFO ] [sig       ] Generating forecast for: FEMS
[2025-12-19T20:22:02.993223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2025-12-19T20:22:03.004400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2025-12-19T20:22:03.004776] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2025-12-19T20:22:03.005611] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2025-12-19T20:22:03.005665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:03.005697] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:03.005723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:03.005779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:03.061113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:03.061774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:03.061852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:03.061884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:03.181123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:03.181276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:03.181314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:03.181342] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:03.184812] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: UP (p=77.98%)
[2025-12-19T20:22:03.185087] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2025-12-19T20:22:03.185206] [INFO ] [sig       ] FEMS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:03.321113] [INFO ] [LOCAL     ] Saved forecast: FEMS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FEMS.txt
[2025-12-19T20:22:03.321236] [INFO ] [sig       ] [1208/3561] Completed FEMS in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-19T20:22:03.321273] [INFO ] [sig       ] [1209/3561] Forecasting FEP...
[2025-12-19T20:22:03.321304] [INFO ] [sig       ] Generating forecast for: FEP
[2025-12-19T20:22:03.321333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2025-12-19T20:22:03.333419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2025-12-19T20:22:03.333808] [INFO ] [FORECASTER] Starting predict_future for FEP
[2025-12-19T20:22:03.334607] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2025-12-19T20:22:03.334659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:03.334692] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:03.334720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:03.334789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:03.391794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:03.392395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:03.392472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:03.392504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:03.511618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:03.511740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:03.511778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:03.511807] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:03.515100] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: DOWN (p=21.39%)
[2025-12-19T20:22:03.515389] [INFO ] [FORECASTER] Completed predict_future for FEP
[2025-12-19T20:22:03.515504] [INFO ] [sig       ] FEP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:03.660539] [INFO ] [LOCAL     ] Saved forecast: FEP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FEP.txt
[2025-12-19T20:22:03.660683] [INFO ] [sig       ] [1209/3561] Completed FEP in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-19T20:22:03.660721] [INFO ] [sig       ] [1210/3561] Forecasting FEPI...
[2025-12-19T20:22:03.660751] [INFO ] [sig       ] Generating forecast for: FEPI
[2025-12-19T20:22:03.660781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2025-12-19T20:22:03.671441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2025-12-19T20:22:03.671792] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2025-12-19T20:22:03.672532] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2025-12-19T20:22:03.672602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:03.672661] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:03.672689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:03.672747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:03.729058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:03.729710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:03.729788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:03.729820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:03.847020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:03.847155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:03.847192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:03.847220] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:03.850513] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: DOWN (p=7.91%)
[2025-12-19T20:22:03.850833] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2025-12-19T20:22:03.850965] [INFO ] [sig       ] FEPI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:03.987912] [INFO ] [LOCAL     ] Saved forecast: FEPI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FEPI.txt
[2025-12-19T20:22:03.988019] [INFO ] [sig       ] [1210/3561] Completed FEPI in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-19T20:22:03.988056] [INFO ] [sig       ] [1211/3561] Forecasting FERG...
[2025-12-19T20:22:03.988083] [INFO ] [sig       ] Generating forecast for: FERG
[2025-12-19T20:22:03.988112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-12-19T20:22:03.999134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2025-12-19T20:22:03.999473] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-12-19T20:22:04.000264] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-12-19T20:22:04.000328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:04.000363] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:04.000390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:04.000446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:04.056729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:04.057329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:04.057408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:04.057440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:04.178217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:04.178351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:04.178389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:04.178417] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:04.181700] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=82.79%)
[2025-12-19T20:22:04.181962] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-12-19T20:22:04.182082] [INFO ] [sig       ] FERG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:04.319463] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FERG.txt
[2025-12-19T20:22:04.319608] [INFO ] [sig       ] [1211/3561] Completed FERG in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-19T20:22:04.319649] [INFO ] [sig       ] [1212/3561] Forecasting FEX...
[2025-12-19T20:22:04.319679] [INFO ] [sig       ] Generating forecast for: FEX
[2025-12-19T20:22:04.319708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2025-12-19T20:22:04.330544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2025-12-19T20:22:04.330885] [INFO ] [FORECASTER] Starting predict_future for FEX
[2025-12-19T20:22:04.331663] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2025-12-19T20:22:04.331715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:04.331747] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:04.331773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:04.331829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:04.387250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:04.387996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:04.388075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:04.388106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:04.499139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:04.499250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:04.499290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:04.499318] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:04.502456] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: UP (p=90.35%)
[2025-12-19T20:22:04.502736] [INFO ] [FORECASTER] Completed predict_future for FEX
[2025-12-19T20:22:04.502860] [INFO ] [sig       ] FEX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:04.638592] [INFO ] [LOCAL     ] Saved forecast: FEX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FEX.txt
[2025-12-19T20:22:04.638729] [INFO ] [sig       ] [1212/3561] Completed FEX in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-19T20:22:04.638767] [INFO ] [sig       ] [1213/3561] Forecasting FF...
[2025-12-19T20:22:04.638797] [INFO ] [sig       ] Generating forecast for: FF
[2025-12-19T20:22:04.638827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-12-19T20:22:04.649487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2025-12-19T20:22:04.649820] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-12-19T20:22:04.650565] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-12-19T20:22:04.650635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:04.650669] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:04.650695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:04.650751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:04.705570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:04.706190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:04.706265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:04.706296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:04.825471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:04.825622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:04.825661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:04.825717] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:04.829021] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=6.17%)
[2025-12-19T20:22:04.829293] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-12-19T20:22:04.829415] [INFO ] [sig       ] FF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:04.972691] [INFO ] [LOCAL     ] Saved forecast: FF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FF.txt
[2025-12-19T20:22:04.972837] [INFO ] [sig       ] [1213/3561] Completed FF in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-19T20:22:04.972876] [INFO ] [sig       ] [1214/3561] Forecasting FFA...
[2025-12-19T20:22:04.972905] [INFO ] [sig       ] Generating forecast for: FFA
[2025-12-19T20:22:04.972935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-12-19T20:22:04.983985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2025-12-19T20:22:04.984367] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-12-19T20:22:04.985141] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-12-19T20:22:04.985191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:04.985223] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:04.985250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:04.985305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:05.041463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:05.042314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:05.042398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:05.042432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:05.158546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:05.158726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:05.158765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:05.158793] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:05.162103] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: DOWN (p=5.40%)
[2025-12-19T20:22:05.162369] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-12-19T20:22:05.162491] [INFO ] [sig       ] FFA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:05.301010] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FFA.txt
[2025-12-19T20:22:05.301156] [INFO ] [sig       ] [1214/3561] Completed FFA in 0.3s | 2.89 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-19T20:22:05.301204] [INFO ] [sig       ] [1215/3561] Forecasting FFBC...
[2025-12-19T20:22:05.301242] [INFO ] [sig       ] Generating forecast for: FFBC
[2025-12-19T20:22:05.301278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2025-12-19T20:22:05.312599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2025-12-19T20:22:05.312972] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2025-12-19T20:22:05.313761] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2025-12-19T20:22:05.313811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:05.313842] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:05.313867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:05.313922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:05.373939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:05.374797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:05.374876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:05.374909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:05.493020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:05.493178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:05.493215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:05.493244] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:05.496650] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: UP (p=68.52%)
[2025-12-19T20:22:05.496925] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2025-12-19T20:22:05.497047] [INFO ] [sig       ] FFBC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:05.635327] [INFO ] [LOCAL     ] Saved forecast: FFBC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FFBC.txt
[2025-12-19T20:22:05.635480] [INFO ] [sig       ] [1215/3561] Completed FFBC in 0.3s | 2.89 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-19T20:22:05.635519] [INFO ] [sig       ] [1216/3561] Forecasting FFC...
[2025-12-19T20:22:05.635549] [INFO ] [sig       ] Generating forecast for: FFC
[2025-12-19T20:22:05.635600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-12-19T20:22:05.647617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2025-12-19T20:22:05.647993] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-12-19T20:22:05.648830] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-12-19T20:22:05.648882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:05.648914] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:05.648940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:05.648996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:05.707605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:05.708479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:05.708565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:05.708621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:05.832258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:05.832426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:05.832467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:05.832495] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:05.835910] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: UP (p=57.95%)
[2025-12-19T20:22:05.836212] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-12-19T20:22:05.836334] [INFO ] [sig       ] FFC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:05.974335] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FFC.txt
[2025-12-19T20:22:05.974463] [INFO ] [sig       ] [1216/3561] Completed FFC in 0.3s | 2.89 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-19T20:22:05.974502] [INFO ] [sig       ] [1217/3561] Forecasting FFIC...
[2025-12-19T20:22:05.974531] [INFO ] [sig       ] Generating forecast for: FFIC
[2025-12-19T20:22:05.974561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2025-12-19T20:22:05.985697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2025-12-19T20:22:05.986029] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2025-12-19T20:22:05.986819] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2025-12-19T20:22:05.986870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:05.986902] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:05.986929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:05.986984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:06.043167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:06.043795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:06.043871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:06.043903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:06.161516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:06.161672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:06.161710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:06.161738] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:06.164984] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: DOWN (p=3.47%)
[2025-12-19T20:22:06.165256] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2025-12-19T20:22:06.165403] [INFO ] [sig       ] FFIC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:06.304879] [INFO ] [LOCAL     ] Saved forecast: FFIC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FFIC.txt
[2025-12-19T20:22:06.305034] [INFO ] [sig       ] [1217/3561] Completed FFIC in 0.3s | 2.89 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-19T20:22:06.305074] [INFO ] [sig       ] [1218/3561] Forecasting FFIN...
[2025-12-19T20:22:06.305103] [INFO ] [sig       ] Generating forecast for: FFIN
[2025-12-19T20:22:06.305133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2025-12-19T20:22:06.316275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2025-12-19T20:22:06.316621] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2025-12-19T20:22:06.317364] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2025-12-19T20:22:06.317415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:06.317447] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:06.317474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:06.317529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:06.373021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:06.373638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:06.373715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:06.373747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:06.489305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:06.489446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:06.489501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:06.489530] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:06.492854] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: DOWN (p=17.75%)
[2025-12-19T20:22:06.493115] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2025-12-19T20:22:06.493233] [INFO ] [sig       ] FFIN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:06.631190] [INFO ] [LOCAL     ] Saved forecast: FFIN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FFIN.txt
[2025-12-19T20:22:06.631340] [INFO ] [sig       ] [1218/3561] Completed FFIN in 0.3s | 2.89 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-19T20:22:06.631380] [INFO ] [sig       ] [1219/3561] Forecasting FFWM...
[2025-12-19T20:22:06.631410] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-12-19T20:22:06.631439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-12-19T20:22:06.643602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2025-12-19T20:22:06.643949] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-12-19T20:22:06.644723] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-12-19T20:22:06.644774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:06.644805] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:06.644833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:06.644889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:06.699968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:06.700594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:06.700671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:06.700703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:06.821857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:06.822008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:06.822046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:06.822074] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:06.825756] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=4.60%)
[2025-12-19T20:22:06.826017] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-12-19T20:22:06.826136] [INFO ] [sig       ] FFWM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:06.964446] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FFWM.txt
[2025-12-19T20:22:06.964586] [INFO ] [sig       ] [1219/3561] Completed FFWM in 0.3s | 2.89 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-19T20:22:06.964626] [INFO ] [sig       ] [1220/3561] Forecasting FG...
[2025-12-19T20:22:06.964656] [INFO ] [sig       ] Generating forecast for: FG
[2025-12-19T20:22:06.964686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-12-19T20:22:06.978173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2025-12-19T20:22:06.978601] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-12-19T20:22:06.979430] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-12-19T20:22:06.979484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:06.979516] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:06.979544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:06.979619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:07.036388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:07.037258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:07.037378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:07.037411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:07.158070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:07.158229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:07.158268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:07.158296] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:07.161833] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=19.73%)
[2025-12-19T20:22:07.162131] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-12-19T20:22:07.162262] [INFO ] [sig       ] FG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:07.302024] [INFO ] [LOCAL     ] Saved forecast: FG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FG.txt
[2025-12-19T20:22:07.302182] [INFO ] [sig       ] [1220/3561] Completed FG in 0.3s | 2.89 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-19T20:22:07.302222] [INFO ] [sig       ] [1221/3561] Forecasting FGEN...
[2025-12-19T20:22:07.302252] [INFO ] [sig       ] Generating forecast for: FGEN
[2025-12-19T20:22:07.302282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'.
[2025-12-19T20:22:07.314256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FGEN'.
[2025-12-19T20:22:07.314669] [INFO ] [FORECASTER] Starting predict_future for FGEN
[2025-12-19T20:22:07.315443] [DEBUG] [LOCAL     ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt
[2025-12-19T20:22:07.315494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:07.315527] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:07.315554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:07.315631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:07.371765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:07.372623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:07.372724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:07.372757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:07.492687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:07.492845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:07.492883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:07.492912] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:07.496256] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: UP (p=98.82%)
[2025-12-19T20:22:07.496559] [INFO ] [FORECASTER] Completed predict_future for FGEN
[2025-12-19T20:22:07.496705] [INFO ] [sig       ] FGEN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:07.638493] [INFO ] [LOCAL     ] Saved forecast: FGEN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FGEN.txt
[2025-12-19T20:22:07.638681] [INFO ] [sig       ] [1221/3561] Completed FGEN in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-19T20:22:07.638727] [INFO ] [sig       ] [1222/3561] Forecasting FHB...
[2025-12-19T20:22:07.638756] [INFO ] [sig       ] Generating forecast for: FHB
[2025-12-19T20:22:07.638786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2025-12-19T20:22:07.649863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2025-12-19T20:22:07.650176] [INFO ] [FORECASTER] Starting predict_future for FHB
[2025-12-19T20:22:07.650976] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2025-12-19T20:22:07.651027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:07.651069] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:07.651097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:07.651153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:07.707543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:07.708378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:07.708462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:07.708495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:07.825297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:07.825457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:07.825494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:07.825522] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:07.828893] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: DOWN (p=10.27%)
[2025-12-19T20:22:07.829165] [INFO ] [FORECASTER] Completed predict_future for FHB
[2025-12-19T20:22:07.829287] [INFO ] [sig       ] FHB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:07.966998] [INFO ] [LOCAL     ] Saved forecast: FHB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FHB.txt
[2025-12-19T20:22:07.967149] [INFO ] [sig       ] [1222/3561] Completed FHB in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-19T20:22:07.967190] [INFO ] [sig       ] [1223/3561] Forecasting FHI...
[2025-12-19T20:22:07.967219] [INFO ] [sig       ] Generating forecast for: FHI
[2025-12-19T20:22:07.967250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-12-19T20:22:07.981274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2025-12-19T20:22:07.981729] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-12-19T20:22:07.982766] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-12-19T20:22:07.982834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:07.982881] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:07.982921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:07.983006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:08.047324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:08.048205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:08.048286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:08.048318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:08.166784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:08.166939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:08.166978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:08.167006] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:08.170372] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: UP (p=96.75%)
[2025-12-19T20:22:08.170663] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-12-19T20:22:08.170786] [INFO ] [sig       ] FHI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:08.309982] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FHI.txt
[2025-12-19T20:22:08.310163] [INFO ] [sig       ] [1223/3561] Completed FHI in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-19T20:22:08.310207] [INFO ] [sig       ] [1224/3561] Forecasting FHN...
[2025-12-19T20:22:08.310238] [INFO ] [sig       ] Generating forecast for: FHN
[2025-12-19T20:22:08.310271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-12-19T20:22:08.321937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2025-12-19T20:22:08.322328] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-12-19T20:22:08.323105] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-12-19T20:22:08.323156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:08.323189] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:08.323217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:08.323272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:08.382989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:08.383810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:08.383891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:08.383923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:08.509647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:08.509805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:08.509843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:08.509874] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:08.513305] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: UP (p=97.70%)
[2025-12-19T20:22:08.513608] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-12-19T20:22:08.513732] [INFO ] [sig       ] FHN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:08.658565] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FHN.txt
[2025-12-19T20:22:08.658753] [INFO ] [sig       ] [1224/3561] Completed FHN in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-19T20:22:08.658794] [INFO ] [sig       ] [1225/3561] Forecasting FHTX...
[2025-12-19T20:22:08.658824] [INFO ] [sig       ] Generating forecast for: FHTX
[2025-12-19T20:22:08.658855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2025-12-19T20:22:08.669805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2025-12-19T20:22:08.670191] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2025-12-19T20:22:08.671018] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2025-12-19T20:22:08.671069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:08.671100] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:08.671128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:08.671183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:08.728185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:08.729028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:08.729110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:08.729142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:08.853176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:08.853331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:08.853371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:08.853399] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:08.856765] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-12-19T20:22:08.857055] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2025-12-19T20:22:08.857185] [INFO ] [sig       ] FHTX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:09.001964] [INFO ] [LOCAL     ] Saved forecast: FHTX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FHTX.txt
[2025-12-19T20:22:09.002120] [INFO ] [sig       ] [1225/3561] Completed FHTX in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-19T20:22:09.002160] [INFO ] [sig       ] [1226/3561] Forecasting FIBK...
[2025-12-19T20:22:09.002195] [INFO ] [sig       ] Generating forecast for: FIBK
[2025-12-19T20:22:09.002226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2025-12-19T20:22:09.014482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2025-12-19T20:22:09.015063] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2025-12-19T20:22:09.015877] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2025-12-19T20:22:09.015930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:09.015962] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:09.015990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:09.016047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:09.074740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:09.075560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:09.075665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:09.075699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:09.195311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:09.195484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:09.195524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:09.195555] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:09.199148] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: DOWN (p=30.26%)
[2025-12-19T20:22:09.199451] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2025-12-19T20:22:09.199606] [INFO ] [sig       ] FIBK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:09.341809] [INFO ] [LOCAL     ] Saved forecast: FIBK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FIBK.txt
[2025-12-19T20:22:09.341971] [INFO ] [sig       ] [1226/3561] Completed FIBK in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-19T20:22:09.342011] [INFO ] [sig       ] [1227/3561] Forecasting FICO...
[2025-12-19T20:22:09.342040] [INFO ] [sig       ] Generating forecast for: FICO
[2025-12-19T20:22:09.342070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-12-19T20:22:09.354899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2025-12-19T20:22:09.355282] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-12-19T20:22:09.356264] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-12-19T20:22:09.356315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:09.356383] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:09.356423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:09.356501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:09.416223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:09.417052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:09.417137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:09.417169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:09.544936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:09.545099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:09.545147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:09.545177] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:09.548587] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: UP (p=53.44%)
[2025-12-19T20:22:09.548895] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-12-19T20:22:09.549022] [INFO ] [sig       ] FICO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:09.687623] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FICO.txt
[2025-12-19T20:22:09.687782] [INFO ] [sig       ] [1227/3561] Completed FICO in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-19T20:22:09.687823] [INFO ] [sig       ] [1228/3561] Forecasting FICS...
[2025-12-19T20:22:09.687852] [INFO ] [sig       ] Generating forecast for: FICS
[2025-12-19T20:22:09.687882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2025-12-19T20:22:09.698926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2025-12-19T20:22:09.699320] [INFO ] [FORECASTER] Starting predict_future for FICS
[2025-12-19T20:22:09.700123] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2025-12-19T20:22:09.700176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:09.700209] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:09.700236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:09.700293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:09.758956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:09.759871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:09.759972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:09.760006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:09.885109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:09.885270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:09.885311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:09.885340] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:09.889293] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: DOWN (p=42.22%)
[2025-12-19T20:22:09.889736] [INFO ] [FORECASTER] Completed predict_future for FICS
[2025-12-19T20:22:09.889858] [INFO ] [sig       ] FICS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:10.031538] [INFO ] [LOCAL     ] Saved forecast: FICS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FICS.txt
[2025-12-19T20:22:10.031749] [INFO ] [sig       ] [1228/3561] Completed FICS in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-19T20:22:10.031791] [INFO ] [sig       ] [1229/3561] Forecasting FID...
[2025-12-19T20:22:10.031821] [INFO ] [sig       ] Generating forecast for: FID
[2025-12-19T20:22:10.031850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2025-12-19T20:22:10.044220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2025-12-19T20:22:10.044649] [INFO ] [FORECASTER] Starting predict_future for FID
[2025-12-19T20:22:10.045448] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2025-12-19T20:22:10.045501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:10.045534] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:10.045563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:10.045651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:10.103501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:10.104357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:10.104452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:10.104484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:10.228141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:10.228301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:10.228338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:10.228384] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:10.231829] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: DOWN (p=26.23%)
[2025-12-19T20:22:10.232114] [INFO ] [FORECASTER] Completed predict_future for FID
[2025-12-19T20:22:10.232246] [INFO ] [sig       ] FID: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:10.379959] [INFO ] [LOCAL     ] Saved forecast: FID	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FID.txt
[2025-12-19T20:22:10.380110] [INFO ] [sig       ] [1229/3561] Completed FID in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-19T20:22:10.380150] [INFO ] [sig       ] [1230/3561] Forecasting FIGS...
[2025-12-19T20:22:10.380179] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-12-19T20:22:10.380211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-12-19T20:22:10.392917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2025-12-19T20:22:10.393315] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-12-19T20:22:10.394316] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-12-19T20:22:10.394367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:10.394398] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:10.394424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:10.394479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:10.455218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:10.456222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:10.456307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:10.456341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:10.582285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:10.582446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:10.582483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:10.582554] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:10.588078] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: UP (p=54.95%)
[2025-12-19T20:22:10.588386] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-12-19T20:22:10.588521] [INFO ] [sig       ] FIGS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:10.733634] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FIGS.txt
[2025-12-19T20:22:10.733798] [INFO ] [sig       ] [1230/3561] Completed FIGS in 0.4s | 2.89 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-19T20:22:10.733842] [INFO ] [sig       ] [1231/3561] Forecasting FIHL...
[2025-12-19T20:22:10.733872] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-12-19T20:22:10.733903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-12-19T20:22:10.745858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2025-12-19T20:22:10.746279] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-12-19T20:22:10.747162] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-12-19T20:22:10.747221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:10.747255] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:10.747283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:10.747339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:10.806988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:10.807821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:10.807901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:10.807949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:10.934864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:10.935023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:10.935061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:10.935089] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:10.938760] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=37.79%)
[2025-12-19T20:22:10.939123] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-12-19T20:22:10.939262] [INFO ] [sig       ] FIHL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:11.084605] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FIHL.txt
[2025-12-19T20:22:11.084767] [INFO ] [sig       ] [1231/3561] Completed FIHL in 0.4s | 2.89 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-19T20:22:11.084809] [INFO ] [sig       ] [1232/3561] Forecasting FINS...
[2025-12-19T20:22:11.084840] [INFO ] [sig       ] Generating forecast for: FINS
[2025-12-19T20:22:11.084870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-12-19T20:22:11.096683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2025-12-19T20:22:11.097100] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-12-19T20:22:11.097937] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-12-19T20:22:11.097990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:11.098023] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:11.098051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:11.098108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:11.157710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:11.158542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:11.158653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:11.158707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:11.279105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:11.279262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:11.279301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:11.279334] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:11.282718] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=89.94%)
[2025-12-19T20:22:11.283011] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-12-19T20:22:11.283137] [INFO ] [sig       ] FINS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:11.421604] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FINS.txt
[2025-12-19T20:22:11.421742] [INFO ] [sig       ] [1232/3561] Completed FINS in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-19T20:22:11.421781] [INFO ] [sig       ] [1233/3561] Forecasting FINX...
[2025-12-19T20:22:11.421810] [INFO ] [sig       ] Generating forecast for: FINX
[2025-12-19T20:22:11.421841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2025-12-19T20:22:11.433133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2025-12-19T20:22:11.433478] [INFO ] [FORECASTER] Starting predict_future for FINX
[2025-12-19T20:22:11.434284] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2025-12-19T20:22:11.434335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:11.434367] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:11.434405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:11.434462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:11.492076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:11.492900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:11.492982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:11.493013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:11.610366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:11.610517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:11.610563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:11.610619] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:11.613903] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: DOWN (p=29.73%)
[2025-12-19T20:22:11.614164] [INFO ] [FORECASTER] Completed predict_future for FINX
[2025-12-19T20:22:11.614283] [INFO ] [sig       ] FINX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:11.753143] [INFO ] [LOCAL     ] Saved forecast: FINX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FINX.txt
[2025-12-19T20:22:11.753287] [INFO ] [sig       ] [1233/3561] Completed FINX in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-19T20:22:11.753328] [INFO ] [sig       ] [1234/3561] Forecasting FIP...
[2025-12-19T20:22:11.753357] [INFO ] [sig       ] Generating forecast for: FIP
[2025-12-19T20:22:11.753387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2025-12-19T20:22:11.765056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2025-12-19T20:22:11.765407] [INFO ] [FORECASTER] Starting predict_future for FIP
[2025-12-19T20:22:11.766221] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2025-12-19T20:22:11.766274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:11.766307] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:11.766335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:11.766393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:11.824306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:11.824968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:11.825047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:11.825079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:11.945522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:11.945680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:11.945720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:11.945749] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:11.949051] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: UP (p=92.96%)
[2025-12-19T20:22:11.949378] [INFO ] [FORECASTER] Completed predict_future for FIP
[2025-12-19T20:22:11.949562] [INFO ] [sig       ] FIP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:12.107056] [INFO ] [LOCAL     ] Saved forecast: FIP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FIP.txt
[2025-12-19T20:22:12.107214] [INFO ] [sig       ] [1234/3561] Completed FIP in 0.4s | 2.89 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-19T20:22:12.107257] [INFO ] [sig       ] [1235/3561] Forecasting FIS...
[2025-12-19T20:22:12.107286] [INFO ] [sig       ] Generating forecast for: FIS
[2025-12-19T20:22:12.107316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-12-19T20:22:12.118835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2025-12-19T20:22:12.119248] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-12-19T20:22:12.120139] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-12-19T20:22:12.120193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:12.120225] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:12.120252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:12.120310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:12.179508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:12.180379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:12.180467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:12.180501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:12.302725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:12.302887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:12.302927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:12.302956] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:12.306486] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=50.00%)
[2025-12-19T20:22:12.306794] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-12-19T20:22:12.306924] [INFO ] [sig       ] FIS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:12.467251] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FIS.txt
[2025-12-19T20:22:12.467411] [INFO ] [sig       ] [1235/3561] Completed FIS in 0.4s | 2.89 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-19T20:22:12.467457] [INFO ] [sig       ] [1236/3561] Forecasting FISI...
[2025-12-19T20:22:12.467487] [INFO ] [sig       ] Generating forecast for: FISI
[2025-12-19T20:22:12.467517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2025-12-19T20:22:12.478759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2025-12-19T20:22:12.479156] [INFO ] [FORECASTER] Starting predict_future for FISI
[2025-12-19T20:22:12.480020] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2025-12-19T20:22:12.480072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:12.480105] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:12.480133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:12.480190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:12.539445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:12.540307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:12.540391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:12.540425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:12.665078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:12.665234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:12.665272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:12.665301] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:12.668777] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: DOWN (p=14.46%)
[2025-12-19T20:22:12.669062] [INFO ] [FORECASTER] Completed predict_future for FISI
[2025-12-19T20:22:12.669186] [INFO ] [sig       ] FISI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:12.830050] [INFO ] [LOCAL     ] Saved forecast: FISI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FISI.txt
[2025-12-19T20:22:12.830204] [INFO ] [sig       ] [1236/3561] Completed FISI in 0.4s | 2.89 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-19T20:22:12.830245] [INFO ] [sig       ] [1237/3561] Forecasting FITB...
[2025-12-19T20:22:12.830274] [INFO ] [sig       ] Generating forecast for: FITB
[2025-12-19T20:22:12.830310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2025-12-19T20:22:12.843165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2025-12-19T20:22:12.843566] [INFO ] [FORECASTER] Starting predict_future for FITB
[2025-12-19T20:22:12.844375] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2025-12-19T20:22:12.844429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:12.844462] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:12.844490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:12.844547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:12.910566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:12.911451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:12.911594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:12.911654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:13.043957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:13.044115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:13.044157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:13.044187] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:13.047610] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: DOWN (p=25.23%)
[2025-12-19T20:22:13.047887] [INFO ] [FORECASTER] Completed predict_future for FITB
[2025-12-19T20:22:13.048016] [INFO ] [sig       ] FITB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:13.194893] [INFO ] [LOCAL     ] Saved forecast: FITB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FITB.txt
[2025-12-19T20:22:13.195043] [INFO ] [sig       ] [1237/3561] Completed FITB in 0.4s | 2.89 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-19T20:22:13.195082] [INFO ] [sig       ] [1238/3561] Forecasting FITBI...
[2025-12-19T20:22:13.195112] [INFO ] [sig       ] Generating forecast for: FITBI
[2025-12-19T20:22:13.195143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2025-12-19T20:22:13.206870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2025-12-19T20:22:13.207253] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2025-12-19T20:22:13.208209] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2025-12-19T20:22:13.208261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:13.208295] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:13.208322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:13.208379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:13.267167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:13.268222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:13.268303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:13.268335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:13.397018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:13.397175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:13.397215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:13.397243] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:13.400964] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: UP (p=92.06%)
[2025-12-19T20:22:13.401227] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2025-12-19T20:22:13.401346] [INFO ] [sig       ] FITBI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:13.543258] [INFO ] [LOCAL     ] Saved forecast: FITBI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FITBI.txt
[2025-12-19T20:22:13.543393] [INFO ] [sig       ] [1238/3561] Completed FITBI in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-19T20:22:13.543432] [INFO ] [sig       ] [1239/3561] Forecasting FITBO...
[2025-12-19T20:22:13.543461] [INFO ] [sig       ] Generating forecast for: FITBO
[2025-12-19T20:22:13.543492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2025-12-19T20:22:13.554835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2025-12-19T20:22:13.555149] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2025-12-19T20:22:13.555912] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2025-12-19T20:22:13.555963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:13.555994] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:13.556021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:13.556076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:13.611740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:13.612329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:13.612404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:13.612436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:13.734303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:13.734426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:13.734462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:13.734491] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:13.738345] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: UP (p=73.09%)
[2025-12-19T20:22:13.738850] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2025-12-19T20:22:13.738976] [INFO ] [sig       ] FITBO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:13.874398] [INFO ] [LOCAL     ] Saved forecast: FITBO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FITBO.txt
[2025-12-19T20:22:13.874502] [INFO ] [sig       ] [1239/3561] Completed FITBO in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-19T20:22:13.874539] [INFO ] [sig       ] [1240/3561] Forecasting FIVE...
[2025-12-19T20:22:13.874583] [INFO ] [sig       ] Generating forecast for: FIVE
[2025-12-19T20:22:13.874615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2025-12-19T20:22:13.886276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2025-12-19T20:22:13.886614] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2025-12-19T20:22:13.887357] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2025-12-19T20:22:13.887408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:13.887441] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:13.887472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:13.887528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:13.943926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:13.944514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:13.944606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:13.944640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:14.072747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:14.072860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:14.072896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:14.072940] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:14.076099] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: DOWN (p=6.55%)
[2025-12-19T20:22:14.076359] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2025-12-19T20:22:14.076476] [INFO ] [sig       ] FIVE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:14.213695] [INFO ] [LOCAL     ] Saved forecast: FIVE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FIVE.txt
[2025-12-19T20:22:14.213812] [INFO ] [sig       ] [1240/3561] Completed FIVE in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-19T20:22:14.213851] [INFO ] [sig       ] [1241/3561] Forecasting FIVN...
[2025-12-19T20:22:14.213879] [INFO ] [sig       ] Generating forecast for: FIVN
[2025-12-19T20:22:14.213909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2025-12-19T20:22:14.225005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2025-12-19T20:22:14.225317] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2025-12-19T20:22:14.226083] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2025-12-19T20:22:14.226133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:14.226164] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:14.226190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:14.226246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:14.281267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:14.281900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:14.281976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:14.282007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:14.405223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:14.405341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:14.405379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:14.405406] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:14.408588] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: UP (p=76.16%)
[2025-12-19T20:22:14.408865] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2025-12-19T20:22:14.408982] [INFO ] [sig       ] FIVN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:14.548869] [INFO ] [LOCAL     ] Saved forecast: FIVN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FIVN.txt
[2025-12-19T20:22:14.549182] [INFO ] [sig       ] [1241/3561] Completed FIVN in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-19T20:22:14.549220] [INFO ] [sig       ] [1242/3561] Forecasting FIX...
[2025-12-19T20:22:14.549251] [INFO ] [sig       ] Generating forecast for: FIX
[2025-12-19T20:22:14.549281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-12-19T20:22:14.560195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2025-12-19T20:22:14.560517] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-12-19T20:22:14.561285] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-12-19T20:22:14.561336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:14.561367] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:14.561393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:14.561447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:14.619321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:14.619933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:14.620009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:14.620042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:14.746364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:14.746501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:14.746540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:14.746568] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:14.750120] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: UP (p=99.82%)
[2025-12-19T20:22:14.750385] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-12-19T20:22:14.750507] [INFO ] [sig       ] FIX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:14.891263] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FIX.txt
[2025-12-19T20:22:14.891386] [INFO ] [sig       ] [1242/3561] Completed FIX in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-19T20:22:14.891424] [INFO ] [sig       ] [1243/3561] Forecasting FIXD...
[2025-12-19T20:22:14.891453] [INFO ] [sig       ] Generating forecast for: FIXD
[2025-12-19T20:22:14.891483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2025-12-19T20:22:14.902924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2025-12-19T20:22:14.903241] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2025-12-19T20:22:14.904046] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2025-12-19T20:22:14.904099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:14.904130] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:14.904158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:14.904215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:14.962064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:14.962687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:14.962764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:14.962797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:15.094619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:15.094973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:15.095014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:15.095043] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:15.098705] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: UP (p=86.98%)
[2025-12-19T20:22:15.098998] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2025-12-19T20:22:15.099126] [INFO ] [sig       ] FIXD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:15.238828] [INFO ] [LOCAL     ] Saved forecast: FIXD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FIXD.txt
[2025-12-19T20:22:15.238957] [INFO ] [sig       ] [1243/3561] Completed FIXD in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-19T20:22:15.238997] [INFO ] [sig       ] [1244/3561] Forecasting FIZZ...
[2025-12-19T20:22:15.239026] [INFO ] [sig       ] Generating forecast for: FIZZ
[2025-12-19T20:22:15.239056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2025-12-19T20:22:15.250419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2025-12-19T20:22:15.250780] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2025-12-19T20:22:15.251526] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2025-12-19T20:22:15.251620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:15.251653] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:15.251681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:15.251747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:15.307805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:15.308507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:15.308608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:15.308642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:15.428445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:15.428595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:15.428634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:15.428661] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:15.432112] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: UP (p=62.32%)
[2025-12-19T20:22:15.432372] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2025-12-19T20:22:15.432487] [INFO ] [sig       ] FIZZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:15.573086] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FIZZ.txt
[2025-12-19T20:22:15.573215] [INFO ] [sig       ] [1244/3561] Completed FIZZ in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-19T20:22:15.573255] [INFO ] [sig       ] [1245/3561] Forecasting FJP...
[2025-12-19T20:22:15.573300] [INFO ] [sig       ] Generating forecast for: FJP
[2025-12-19T20:22:15.573330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2025-12-19T20:22:15.584014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2025-12-19T20:22:15.584353] [INFO ] [FORECASTER] Starting predict_future for FJP
[2025-12-19T20:22:15.585128] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2025-12-19T20:22:15.585179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:15.585211] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:15.585238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:15.585293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:15.640306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:15.640898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:15.640973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:15.641004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:15.749921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:15.750051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:15.750089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:15.750117] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:15.753348] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: UP (p=88.38%)
[2025-12-19T20:22:15.753635] [INFO ] [FORECASTER] Completed predict_future for FJP
[2025-12-19T20:22:15.753757] [INFO ] [sig       ] FJP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:15.889951] [INFO ] [LOCAL     ] Saved forecast: FJP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FJP.txt
[2025-12-19T20:22:15.890075] [INFO ] [sig       ] [1245/3561] Completed FJP in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-19T20:22:15.890112] [INFO ] [sig       ] [1246/3561] Forecasting FLEX...
[2025-12-19T20:22:15.890141] [INFO ] [sig       ] Generating forecast for: FLEX
[2025-12-19T20:22:15.890170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2025-12-19T20:22:15.901488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2025-12-19T20:22:15.901830] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2025-12-19T20:22:15.902605] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2025-12-19T20:22:15.902668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:15.902700] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:15.902726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:15.902781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:15.957917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:15.958504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:15.958614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:15.958654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:16.079253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:16.079388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:16.079425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:16.079454] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:16.083087] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: UP (p=77.84%)
[2025-12-19T20:22:16.083347] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2025-12-19T20:22:16.083464] [INFO ] [sig       ] FLEX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:16.220364] [INFO ] [LOCAL     ] Saved forecast: FLEX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FLEX.txt
[2025-12-19T20:22:16.220471] [INFO ] [sig       ] [1246/3561] Completed FLEX in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-19T20:22:16.220509] [INFO ] [sig       ] [1247/3561] Forecasting FLGC...
[2025-12-19T20:22:16.220538] [INFO ] [sig       ] Generating forecast for: FLGC
[2025-12-19T20:22:16.220567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'.
[2025-12-19T20:22:16.231438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLGC'.
[2025-12-19T20:22:16.231768] [INFO ] [FORECASTER] Starting predict_future for FLGC
[2025-12-19T20:22:16.232508] [DEBUG] [LOCAL     ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt
[2025-12-19T20:22:16.232558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:16.232614] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:16.232642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:16.232699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:16.288697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:16.289410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:16.289488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:16.289520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:16.401610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:16.401732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:16.401797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:16.401827] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:16.405379] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: DOWN (p=22.08%)
[2025-12-19T20:22:16.405661] [INFO ] [FORECASTER] Completed predict_future for FLGC
[2025-12-19T20:22:16.405784] [INFO ] [sig       ] FLGC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:16.545553] [INFO ] [LOCAL     ] Saved forecast: FLGC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FLGC.txt
[2025-12-19T20:22:16.545895] [INFO ] [sig       ] [1247/3561] Completed FLGC in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-19T20:22:16.545934] [INFO ] [sig       ] [1248/3561] Forecasting FLL...
[2025-12-19T20:22:16.545963] [INFO ] [sig       ] Generating forecast for: FLL
[2025-12-19T20:22:16.545993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2025-12-19T20:22:16.557925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2025-12-19T20:22:16.558248] [INFO ] [FORECASTER] Starting predict_future for FLL
[2025-12-19T20:22:16.559060] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2025-12-19T20:22:16.559110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:16.559145] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:16.559172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:16.559228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:16.614840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:16.615421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:16.615498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:16.615530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:16.730216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:16.730371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:16.730409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:16.730439] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:16.733947] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: DOWN (p=1.95%)
[2025-12-19T20:22:16.734208] [INFO ] [FORECASTER] Completed predict_future for FLL
[2025-12-19T20:22:16.734326] [INFO ] [sig       ] FLL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:16.871077] [INFO ] [LOCAL     ] Saved forecast: FLL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FLL.txt
[2025-12-19T20:22:16.871198] [INFO ] [sig       ] [1248/3561] Completed FLL in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-19T20:22:16.871235] [INFO ] [sig       ] [1249/3561] Forecasting FLNC...
[2025-12-19T20:22:16.871265] [INFO ] [sig       ] Generating forecast for: FLNC
[2025-12-19T20:22:16.871294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2025-12-19T20:22:16.882209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2025-12-19T20:22:16.882525] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2025-12-19T20:22:16.883281] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2025-12-19T20:22:16.883331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:16.883362] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:16.883389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:16.883445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:16.940273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:16.940957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:16.941035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:16.941068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:17.064908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:17.065044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:17.065081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:17.065110] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:17.068601] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: UP (p=95.28%)
[2025-12-19T20:22:17.068899] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2025-12-19T20:22:17.069034] [INFO ] [sig       ] FLNC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:17.208974] [INFO ] [LOCAL     ] Saved forecast: FLNC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FLNC.txt
[2025-12-19T20:22:17.209102] [INFO ] [sig       ] [1249/3561] Completed FLNC in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-19T20:22:17.209141] [INFO ] [sig       ] [1250/3561] Forecasting FLNG...
[2025-12-19T20:22:17.209171] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-12-19T20:22:17.209200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-12-19T20:22:17.221236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2025-12-19T20:22:17.221562] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-12-19T20:22:17.222341] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-12-19T20:22:17.222392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:17.222425] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:17.222453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:17.222509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:17.279982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:17.280613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:17.280690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:17.280722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:17.397798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:17.397943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:17.397982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:17.398010] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:17.401426] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: UP (p=59.76%)
[2025-12-19T20:22:17.401724] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-12-19T20:22:17.401847] [INFO ] [sig       ] FLNG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:17.540396] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FLNG.txt
[2025-12-19T20:22:17.540537] [INFO ] [sig       ] [1250/3561] Completed FLNG in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-19T20:22:17.540597] [INFO ] [sig       ] [1251/3561] Forecasting FLO...
[2025-12-19T20:22:17.540652] [INFO ] [sig       ] Generating forecast for: FLO
[2025-12-19T20:22:17.540686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-12-19T20:22:17.552115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2025-12-19T20:22:17.552468] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-12-19T20:22:17.553277] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-12-19T20:22:17.553329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:17.553361] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:17.553388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:17.553444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:17.609243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:17.609894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:17.609970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:17.610002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:17.729090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:17.729247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:17.729285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:17.729313] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:17.732972] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: UP (p=97.55%)
[2025-12-19T20:22:17.733257] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-12-19T20:22:17.733382] [INFO ] [sig       ] FLO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:17.870482] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FLO.txt
[2025-12-19T20:22:17.870647] [INFO ] [sig       ] [1251/3561] Completed FLO in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-19T20:22:17.870689] [INFO ] [sig       ] [1252/3561] Forecasting FLS...
[2025-12-19T20:22:17.870719] [INFO ] [sig       ] Generating forecast for: FLS
[2025-12-19T20:22:17.870750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-12-19T20:22:17.881954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2025-12-19T20:22:17.882326] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-12-19T20:22:17.883100] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-12-19T20:22:17.883151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:17.883182] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:17.883208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:17.883263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:17.938445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:17.939291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:17.939373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:17.939406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:18.061678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:18.061831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:18.061869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:18.061897] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:18.065504] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=9.81%)
[2025-12-19T20:22:18.065797] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-12-19T20:22:18.065918] [INFO ] [sig       ] FLS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:18.203690] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FLS.txt
[2025-12-19T20:22:18.203814] [INFO ] [sig       ] [1252/3561] Completed FLS in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-19T20:22:18.203864] [INFO ] [sig       ] [1253/3561] Forecasting FLUX...
[2025-12-19T20:22:18.203900] [INFO ] [sig       ] Generating forecast for: FLUX
[2025-12-19T20:22:18.203931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2025-12-19T20:22:18.215132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2025-12-19T20:22:18.215456] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2025-12-19T20:22:18.216230] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2025-12-19T20:22:18.216281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:18.216313] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:18.216339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:18.216395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:18.272606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:18.273185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:18.273261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:18.273293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:18.397142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:18.397292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:18.397346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:18.397375] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:18.401096] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: DOWN (p=12.76%)
[2025-12-19T20:22:18.401370] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2025-12-19T20:22:18.401496] [INFO ] [sig       ] FLUX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:18.546662] [INFO ] [LOCAL     ] Saved forecast: FLUX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FLUX.txt
[2025-12-19T20:22:18.546820] [INFO ] [sig       ] [1253/3561] Completed FLUX in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-19T20:22:18.546861] [INFO ] [sig       ] [1254/3561] Forecasting FLWS...
[2025-12-19T20:22:18.546893] [INFO ] [sig       ] Generating forecast for: FLWS
[2025-12-19T20:22:18.546923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2025-12-19T20:22:18.559249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2025-12-19T20:22:18.559655] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2025-12-19T20:22:18.560459] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2025-12-19T20:22:18.560512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:18.560556] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:18.560614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:18.560901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:18.621220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:18.622045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:18.622146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:18.622181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:18.739786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:18.739906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:18.739943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:18.739971] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:18.743147] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: UP (p=73.99%)
[2025-12-19T20:22:18.743406] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2025-12-19T20:22:18.743523] [INFO ] [sig       ] FLWS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:18.882026] [INFO ] [LOCAL     ] Saved forecast: FLWS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FLWS.txt
[2025-12-19T20:22:18.882183] [INFO ] [sig       ] [1254/3561] Completed FLWS in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-19T20:22:18.882222] [INFO ] [sig       ] [1255/3561] Forecasting FLXS...
[2025-12-19T20:22:18.882252] [INFO ] [sig       ] Generating forecast for: FLXS
[2025-12-19T20:22:18.882283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2025-12-19T20:22:18.893346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2025-12-19T20:22:18.893680] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2025-12-19T20:22:18.894450] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2025-12-19T20:22:18.894500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:18.894532] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:18.894559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:18.894642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:18.951277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:18.951938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:18.952016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:18.952048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:19.069370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:19.069523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:19.069561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:19.069608] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:19.073376] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: DOWN (p=14.50%)
[2025-12-19T20:22:19.073678] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2025-12-19T20:22:19.074002] [INFO ] [sig       ] FLXS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:19.214755] [INFO ] [LOCAL     ] Saved forecast: FLXS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FLXS.txt
[2025-12-19T20:22:19.214882] [INFO ] [sig       ] [1255/3561] Completed FLXS in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-19T20:22:19.214921] [INFO ] [sig       ] [1256/3561] Forecasting FLYE...
[2025-12-19T20:22:19.214951] [INFO ] [sig       ] Generating forecast for: FLYE
[2025-12-19T20:22:19.214982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2025-12-19T20:22:19.225679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2025-12-19T20:22:19.226000] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2025-12-19T20:22:19.226761] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2025-12-19T20:22:19.226811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:19.226843] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:19.226871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:19.226927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:19.283344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:19.284174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:19.284252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:19.284286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:19.397822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:19.397965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:19.398002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:19.398031] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:19.401319] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: UP (p=99.07%)
[2025-12-19T20:22:19.401604] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2025-12-19T20:22:19.401725] [INFO ] [sig       ] FLYE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:19.539007] [INFO ] [LOCAL     ] Saved forecast: FLYE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FLYE.txt
[2025-12-19T20:22:19.539163] [INFO ] [sig       ] [1256/3561] Completed FLYE in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-19T20:22:19.539202] [INFO ] [sig       ] [1257/3561] Forecasting FMAO...
[2025-12-19T20:22:19.539233] [INFO ] [sig       ] Generating forecast for: FMAO
[2025-12-19T20:22:19.539264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2025-12-19T20:22:19.549893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2025-12-19T20:22:19.550275] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2025-12-19T20:22:19.551056] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2025-12-19T20:22:19.551107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:19.551151] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:19.551178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:19.551233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:19.606716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:19.607510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:19.607609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:19.607644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:19.714715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:19.714858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:19.714896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:19.714924] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:19.718412] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: DOWN (p=21.81%)
[2025-12-19T20:22:19.718754] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2025-12-19T20:22:19.718882] [INFO ] [sig       ] FMAO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:19.859684] [INFO ] [LOCAL     ] Saved forecast: FMAO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FMAO.txt
[2025-12-19T20:22:19.859800] [INFO ] [sig       ] [1257/3561] Completed FMAO in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-19T20:22:19.859837] [INFO ] [sig       ] [1258/3561] Forecasting FMB...
[2025-12-19T20:22:19.859867] [INFO ] [sig       ] Generating forecast for: FMB
[2025-12-19T20:22:19.859896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2025-12-19T20:22:19.870764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2025-12-19T20:22:19.871084] [INFO ] [FORECASTER] Starting predict_future for FMB
[2025-12-19T20:22:19.871854] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2025-12-19T20:22:19.871905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:19.871937] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:19.871963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:19.872018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:19.927540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:19.928199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:19.928276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:19.928309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:20.046609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:20.046757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:20.046795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:20.046825] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:20.050104] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: UP (p=89.47%)
[2025-12-19T20:22:20.050367] [INFO ] [FORECASTER] Completed predict_future for FMB
[2025-12-19T20:22:20.050486] [INFO ] [sig       ] FMB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:20.185896] [INFO ] [LOCAL     ] Saved forecast: FMB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FMB.txt
[2025-12-19T20:22:20.186005] [INFO ] [sig       ] [1258/3561] Completed FMB in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-19T20:22:20.186042] [INFO ] [sig       ] [1259/3561] Forecasting FMBH...
[2025-12-19T20:22:20.186071] [INFO ] [sig       ] Generating forecast for: FMBH
[2025-12-19T20:22:20.186100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2025-12-19T20:22:20.196975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2025-12-19T20:22:20.197291] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2025-12-19T20:22:20.198061] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2025-12-19T20:22:20.198112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:20.198143] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:20.198169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:20.198224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:20.255235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:20.256045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:20.256124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:20.256157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:20.377295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:20.377440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:20.377477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:20.377505] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:20.380807] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: DOWN (p=34.16%)
[2025-12-19T20:22:20.381069] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2025-12-19T20:22:20.381186] [INFO ] [sig       ] FMBH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:20.517870] [INFO ] [LOCAL     ] Saved forecast: FMBH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FMBH.txt
[2025-12-19T20:22:20.517984] [INFO ] [sig       ] [1259/3561] Completed FMBH in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-19T20:22:20.518022] [INFO ] [sig       ] [1260/3561] Forecasting FMC...
[2025-12-19T20:22:20.518051] [INFO ] [sig       ] Generating forecast for: FMC
[2025-12-19T20:22:20.518080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-12-19T20:22:20.529837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2025-12-19T20:22:20.530166] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-12-19T20:22:20.530939] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-12-19T20:22:20.530990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:20.531020] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:20.531047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:20.531102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:20.585757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:20.586349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:20.586424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:20.586456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:20.708262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:20.708398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:20.708437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:20.708464] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:20.711770] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=85.23%)
[2025-12-19T20:22:20.712035] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-12-19T20:22:20.712151] [INFO ] [sig       ] FMC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:20.849705] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FMC.txt
[2025-12-19T20:22:20.849956] [INFO ] [sig       ] [1260/3561] Completed FMC in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-19T20:22:20.850000] [INFO ] [sig       ] [1261/3561] Forecasting FMHI...
[2025-12-19T20:22:20.850030] [INFO ] [sig       ] Generating forecast for: FMHI
[2025-12-19T20:22:20.850059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-12-19T20:22:20.861046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2025-12-19T20:22:20.861401] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2025-12-19T20:22:20.862186] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2025-12-19T20:22:20.862238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:20.862269] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:20.862297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:20.862352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:20.918045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:20.918664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:20.918750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:20.918781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:21.043094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:21.043244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:21.043283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:21.043311] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:21.046689] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: UP (p=81.86%)
[2025-12-19T20:22:21.046952] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2025-12-19T20:22:21.047079] [INFO ] [sig       ] FMHI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:21.183298] [INFO ] [LOCAL     ] Saved forecast: FMHI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FMHI.txt
[2025-12-19T20:22:21.183407] [INFO ] [sig       ] [1261/3561] Completed FMHI in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-19T20:22:21.183445] [INFO ] [sig       ] [1262/3561] Forecasting FMN...
[2025-12-19T20:22:21.183474] [INFO ] [sig       ] Generating forecast for: FMN
[2025-12-19T20:22:21.183504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-12-19T20:22:21.194479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2025-12-19T20:22:21.194807] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-12-19T20:22:21.195552] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-12-19T20:22:21.195619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:21.195660] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:21.195686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:21.195741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:21.251256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:21.251873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:21.251967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:21.252007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:21.365760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:21.365901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:21.365939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:21.365968] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:21.369265] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: UP (p=80.34%)
[2025-12-19T20:22:21.369530] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-12-19T20:22:21.369694] [INFO ] [sig       ] FMN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:21.505143] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FMN.txt
[2025-12-19T20:22:21.505247] [INFO ] [sig       ] [1262/3561] Completed FMN in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-19T20:22:21.505285] [INFO ] [sig       ] [1263/3561] Forecasting FMNB...
[2025-12-19T20:22:21.505313] [INFO ] [sig       ] Generating forecast for: FMNB
[2025-12-19T20:22:21.505344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2025-12-19T20:22:21.516698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2025-12-19T20:22:21.517022] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2025-12-19T20:22:21.517795] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2025-12-19T20:22:21.517845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:21.517876] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:21.517903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:21.517959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:21.573257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:21.573847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:21.573922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:21.573953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:21.686222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:21.686360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:21.686397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:21.686426] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:21.689715] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: UP (p=83.26%)
[2025-12-19T20:22:21.689979] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2025-12-19T20:22:21.690105] [INFO ] [sig       ] FMNB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:21.826623] [INFO ] [LOCAL     ] Saved forecast: FMNB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FMNB.txt
[2025-12-19T20:22:21.826750] [INFO ] [sig       ] [1263/3561] Completed FMNB in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-19T20:22:21.826788] [INFO ] [sig       ] [1264/3561] Forecasting FMS...
[2025-12-19T20:22:21.826817] [INFO ] [sig       ] Generating forecast for: FMS
[2025-12-19T20:22:21.826847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-12-19T20:22:21.837927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2025-12-19T20:22:21.838246] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-12-19T20:22:21.839049] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-12-19T20:22:21.839100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:21.839131] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:21.839156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:21.839212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:21.896982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:21.897813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:21.897894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:21.897926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:22.039099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:22.039253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:22.039294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:22.039340] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:22.043828] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=95.87%)
[2025-12-19T20:22:22.044211] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-12-19T20:22:22.044377] [INFO ] [sig       ] FMS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:22.187138] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FMS.txt
[2025-12-19T20:22:22.187283] [INFO ] [sig       ] [1264/3561] Completed FMS in 0.4s | 2.89 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-19T20:22:22.187323] [INFO ] [sig       ] [1265/3561] Forecasting FMX...
[2025-12-19T20:22:22.187354] [INFO ] [sig       ] Generating forecast for: FMX
[2025-12-19T20:22:22.187385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-12-19T20:22:22.198658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2025-12-19T20:22:22.199009] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-12-19T20:22:22.199842] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-12-19T20:22:22.199895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:22.199929] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:22.199956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:22.200013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:22.257356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:22.258232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:22.258316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:22.258349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:22.382964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:22.383123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:22.383162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:22.383192] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:22.386881] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: UP (p=80.92%)
[2025-12-19T20:22:22.387155] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-12-19T20:22:22.387282] [INFO ] [sig       ] FMX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:22.534526] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FMX.txt
[2025-12-19T20:22:22.534705] [INFO ] [sig       ] [1265/3561] Completed FMX in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-19T20:22:22.534747] [INFO ] [sig       ] [1266/3561] Forecasting FN...
[2025-12-19T20:22:22.534777] [INFO ] [sig       ] Generating forecast for: FN
[2025-12-19T20:22:22.534807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-12-19T20:22:22.547949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-12-19T20:22:22.548332] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-12-19T20:22:22.549161] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-12-19T20:22:22.549213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:22.549245] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:22.549272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:22.549327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:22.606183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:22.607014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:22.607126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:22.607177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:22.729167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:22.729320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:22.729360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:22.729390] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:22.732804] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: DOWN (p=3.22%)
[2025-12-19T20:22:22.733092] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-12-19T20:22:22.733221] [INFO ] [sig       ] FN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:22.870926] [INFO ] [LOCAL     ] Saved forecast: FN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FN.txt
[2025-12-19T20:22:22.871086] [INFO ] [sig       ] [1266/3561] Completed FN in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-19T20:22:22.871125] [INFO ] [sig       ] [1267/3561] Forecasting FNB...
[2025-12-19T20:22:22.871155] [INFO ] [sig       ] Generating forecast for: FNB
[2025-12-19T20:22:22.871185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-12-19T20:22:22.885036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2025-12-19T20:22:22.885446] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-12-19T20:22:22.886287] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-12-19T20:22:22.886342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:22.886375] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:22.886402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:22.886459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:22.949820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:22.950692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:22.950778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:22.950811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:23.081607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:23.081787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:23.081838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:23.081878] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:23.086413] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: DOWN (p=23.15%)
[2025-12-19T20:22:23.086839] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-12-19T20:22:23.087020] [INFO ] [sig       ] FNB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:23.238453] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FNB.txt
[2025-12-19T20:22:23.238603] [INFO ] [sig       ] [1267/3561] Completed FNB in 0.4s | 2.89 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-19T20:22:23.238698] [INFO ] [sig       ] [1268/3561] Forecasting FND...
[2025-12-19T20:22:23.238734] [INFO ] [sig       ] Generating forecast for: FND
[2025-12-19T20:22:23.238767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-12-19T20:22:23.251296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2025-12-19T20:22:23.251668] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-12-19T20:22:23.252643] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-12-19T20:22:23.252694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:23.252726] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:23.252789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:23.252848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:23.308931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:23.309539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:23.309632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:23.309664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:23.430385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:23.430542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:23.430597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:23.430627] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:23.433923] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: UP (p=64.07%)
[2025-12-19T20:22:23.434186] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-12-19T20:22:23.434304] [INFO ] [sig       ] FND: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:23.572686] [INFO ] [LOCAL     ] Saved forecast: FND	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FND.txt
[2025-12-19T20:22:23.572809] [INFO ] [sig       ] [1268/3561] Completed FND in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-19T20:22:23.572848] [INFO ] [sig       ] [1269/3561] Forecasting FNF...
[2025-12-19T20:22:23.573037] [INFO ] [sig       ] Generating forecast for: FNF
[2025-12-19T20:22:23.573067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-12-19T20:22:23.583838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2025-12-19T20:22:23.584151] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-12-19T20:22:23.584908] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-12-19T20:22:23.584959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:23.584991] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:23.585018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:23.585075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:23.640007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:23.640605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:23.640682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:23.640714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:23.762142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:23.762304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:23.762341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:23.762369] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:23.765739] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: UP (p=65.76%)
[2025-12-19T20:22:23.766028] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-12-19T20:22:23.766155] [INFO ] [sig       ] FNF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:23.906913] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FNF.txt
[2025-12-19T20:22:23.907051] [INFO ] [sig       ] [1269/3561] Completed FNF in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-19T20:22:23.907090] [INFO ] [sig       ] [1270/3561] Forecasting FNKO...
[2025-12-19T20:22:23.907118] [INFO ] [sig       ] Generating forecast for: FNKO
[2025-12-19T20:22:23.907148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-12-19T20:22:23.919756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2025-12-19T20:22:23.920112] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2025-12-19T20:22:23.920928] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2025-12-19T20:22:23.920979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:23.921011] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:23.921037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:23.921092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:23.977685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:23.978421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:23.978505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:23.978536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:24.098352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:24.098504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:24.098543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:24.098588] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:24.101917] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: UP (p=54.83%)
[2025-12-19T20:22:24.102179] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2025-12-19T20:22:24.102301] [INFO ] [sig       ] FNKO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:24.242963] [INFO ] [LOCAL     ] Saved forecast: FNKO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FNKO.txt
[2025-12-19T20:22:24.243083] [INFO ] [sig       ] [1270/3561] Completed FNKO in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-19T20:22:24.243122] [INFO ] [sig       ] [1271/3561] Forecasting FNLC...
[2025-12-19T20:22:24.243150] [INFO ] [sig       ] Generating forecast for: FNLC
[2025-12-19T20:22:24.243180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2025-12-19T20:22:24.253778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2025-12-19T20:22:24.254100] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2025-12-19T20:22:24.254874] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2025-12-19T20:22:24.254925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:24.254956] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:24.255010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:24.255067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:24.311480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:24.312463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:24.312596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:24.312634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:24.419517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:24.419685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:24.419725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:24.419754] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:24.423049] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=48.56%)
[2025-12-19T20:22:24.423312] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2025-12-19T20:22:24.423433] [INFO ] [sig       ] FNLC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:24.562035] [INFO ] [LOCAL     ] Saved forecast: FNLC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FNLC.txt
[2025-12-19T20:22:24.562169] [INFO ] [sig       ] [1271/3561] Completed FNLC in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-19T20:22:24.562209] [INFO ] [sig       ] [1272/3561] Forecasting FNX...
[2025-12-19T20:22:24.562239] [INFO ] [sig       ] Generating forecast for: FNX
[2025-12-19T20:22:24.562287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2025-12-19T20:22:24.573327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2025-12-19T20:22:24.573686] [INFO ] [FORECASTER] Starting predict_future for FNX
[2025-12-19T20:22:24.574430] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2025-12-19T20:22:24.574480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:24.574511] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:24.574538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:24.574617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:24.632106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:24.632808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:24.632884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:24.632916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:24.750038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:24.750194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:24.750231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:24.750260] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:24.753605] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=7.78%)
[2025-12-19T20:22:24.753876] [INFO ] [FORECASTER] Completed predict_future for FNX
[2025-12-19T20:22:24.754187] [INFO ] [sig       ] FNX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:24.893642] [INFO ] [LOCAL     ] Saved forecast: FNX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FNX.txt
[2025-12-19T20:22:24.893776] [INFO ] [sig       ] [1272/3561] Completed FNX in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-19T20:22:24.893816] [INFO ] [sig       ] [1273/3561] Forecasting FNY...
[2025-12-19T20:22:24.893845] [INFO ] [sig       ] Generating forecast for: FNY
[2025-12-19T20:22:24.893875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2025-12-19T20:22:24.904993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2025-12-19T20:22:24.905316] [INFO ] [FORECASTER] Starting predict_future for FNY
[2025-12-19T20:22:24.906097] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2025-12-19T20:22:24.906148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:24.906180] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:24.906207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:24.906264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:24.962614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:24.963337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:24.963415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:24.963447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:25.074403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:25.074558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:25.074616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:25.074645] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:25.078455] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: DOWN (p=21.23%)
[2025-12-19T20:22:25.078759] [INFO ] [FORECASTER] Completed predict_future for FNY
[2025-12-19T20:22:25.078882] [INFO ] [sig       ] FNY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:25.217919] [INFO ] [LOCAL     ] Saved forecast: FNY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FNY.txt
[2025-12-19T20:22:25.218066] [INFO ] [sig       ] [1273/3561] Completed FNY in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-19T20:22:25.218105] [INFO ] [sig       ] [1274/3561] Forecasting FOA...
[2025-12-19T20:22:25.218136] [INFO ] [sig       ] Generating forecast for: FOA
[2025-12-19T20:22:25.218166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-12-19T20:22:25.230290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2025-12-19T20:22:25.230666] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-12-19T20:22:25.231440] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-12-19T20:22:25.231491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:25.231521] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:25.231547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:25.231645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:25.288894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:25.290139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:25.290221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:25.290255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:25.425865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:25.426017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:25.426054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:25.426082] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:25.430830] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=9.18%)
[2025-12-19T20:22:25.431302] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-12-19T20:22:25.431437] [INFO ] [sig       ] FOA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:25.572646] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FOA.txt
[2025-12-19T20:22:25.572788] [INFO ] [sig       ] [1274/3561] Completed FOA in 0.4s | 2.89 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-19T20:22:25.572827] [INFO ] [sig       ] [1275/3561] Forecasting FOF...
[2025-12-19T20:22:25.572856] [INFO ] [sig       ] Generating forecast for: FOF
[2025-12-19T20:22:25.572886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-12-19T20:22:25.584043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2025-12-19T20:22:25.584405] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-12-19T20:22:25.585259] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-12-19T20:22:25.585310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:25.585343] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:25.585370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:25.585424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:25.642569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:25.643233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:25.643310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:25.643342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:25.753862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:25.754018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:25.754057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:25.754085] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:25.757404] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=41.01%)
[2025-12-19T20:22:25.757716] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-12-19T20:22:25.757843] [INFO ] [sig       ] FOF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:25.894643] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FOF.txt
[2025-12-19T20:22:25.894772] [INFO ] [sig       ] [1275/3561] Completed FOF in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-19T20:22:25.894811] [INFO ] [sig       ] [1276/3561] Forecasting FOLD...
[2025-12-19T20:22:25.894840] [INFO ] [sig       ] Generating forecast for: FOLD
[2025-12-19T20:22:25.894869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2025-12-19T20:22:25.905678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2025-12-19T20:22:25.906012] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2025-12-19T20:22:25.906776] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2025-12-19T20:22:25.906827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:25.906858] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:25.906885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:25.906939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:25.962069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:25.962786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:25.962864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:25.962896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:26.080335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:26.080496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:26.080535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:26.080563] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:26.084073] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: UP (p=97.81%)
[2025-12-19T20:22:26.084339] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2025-12-19T20:22:26.084460] [INFO ] [sig       ] FOLD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:26.220389] [INFO ] [LOCAL     ] Saved forecast: FOLD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FOLD.txt
[2025-12-19T20:22:26.220548] [INFO ] [sig       ] [1276/3561] Completed FOLD in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-19T20:22:26.220606] [INFO ] [sig       ] [1277/3561] Forecasting FORM...
[2025-12-19T20:22:26.220637] [INFO ] [sig       ] Generating forecast for: FORM
[2025-12-19T20:22:26.220667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2025-12-19T20:22:26.231869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2025-12-19T20:22:26.232256] [INFO ] [FORECASTER] Starting predict_future for FORM
[2025-12-19T20:22:26.233127] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2025-12-19T20:22:26.233188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:26.233230] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:26.233264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:26.233345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:26.294721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:26.295773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:26.295876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:26.295911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:26.429100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:26.429272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:26.429317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:26.429345] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:26.432762] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: DOWN (p=3.82%)
[2025-12-19T20:22:26.433285] [INFO ] [FORECASTER] Completed predict_future for FORM
[2025-12-19T20:22:26.433420] [INFO ] [sig       ] FORM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:26.576057] [INFO ] [LOCAL     ] Saved forecast: FORM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FORM.txt
[2025-12-19T20:22:26.576184] [INFO ] [sig       ] [1277/3561] Completed FORM in 0.4s | 2.89 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-19T20:22:26.576223] [INFO ] [sig       ] [1278/3561] Forecasting FOSL...
[2025-12-19T20:22:26.576251] [INFO ] [sig       ] Generating forecast for: FOSL
[2025-12-19T20:22:26.576280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2025-12-19T20:22:26.588821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2025-12-19T20:22:26.589170] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2025-12-19T20:22:26.590022] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2025-12-19T20:22:26.590074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:26.590120] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:26.590149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:26.590207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:26.645464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:26.646269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:26.646349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:26.646381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:26.764587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:26.764748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:26.764786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:26.764814] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:26.768119] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: DOWN (p=16.67%)
[2025-12-19T20:22:26.768397] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2025-12-19T20:22:26.768522] [INFO ] [sig       ] FOSL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:26.906822] [INFO ] [LOCAL     ] Saved forecast: FOSL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FOSL.txt
[2025-12-19T20:22:26.906970] [INFO ] [sig       ] [1278/3561] Completed FOSL in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-19T20:22:26.907201] [INFO ] [sig       ] [1279/3561] Forecasting FOX...
[2025-12-19T20:22:26.907230] [INFO ] [sig       ] Generating forecast for: FOX
[2025-12-19T20:22:26.907259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2025-12-19T20:22:26.919117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2025-12-19T20:22:26.919505] [INFO ] [FORECASTER] Starting predict_future for FOX
[2025-12-19T20:22:26.920335] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2025-12-19T20:22:26.920389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:26.920420] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:26.920446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:26.920502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:26.978289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:26.979144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:26.979225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:26.979257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:27.105866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:27.106022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:27.106062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:27.106093] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:27.109819] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: UP (p=87.10%)
[2025-12-19T20:22:27.110268] [INFO ] [FORECASTER] Completed predict_future for FOX
[2025-12-19T20:22:27.110396] [INFO ] [sig       ] FOX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:27.255318] [INFO ] [LOCAL     ] Saved forecast: FOX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FOX.txt
[2025-12-19T20:22:27.255494] [INFO ] [sig       ] [1279/3561] Completed FOX in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-19T20:22:27.255546] [INFO ] [sig       ] [1280/3561] Forecasting FOXA...
[2025-12-19T20:22:27.255605] [INFO ] [sig       ] Generating forecast for: FOXA
[2025-12-19T20:22:27.255650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2025-12-19T20:22:27.268389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2025-12-19T20:22:27.268805] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2025-12-19T20:22:27.269557] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2025-12-19T20:22:27.269631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:27.269663] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:27.269689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:27.269744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:27.327464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:27.328352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:27.328431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:27.328463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:27.449963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:27.450317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:27.450356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:27.450385] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:27.454000] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: UP (p=99.46%)
[2025-12-19T20:22:27.454267] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2025-12-19T20:22:27.454413] [INFO ] [sig       ] FOXA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:27.595351] [INFO ] [LOCAL     ] Saved forecast: FOXA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FOXA.txt
[2025-12-19T20:22:27.595510] [INFO ] [sig       ] [1280/3561] Completed FOXA in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-19T20:22:27.595549] [INFO ] [sig       ] [1281/3561] Forecasting FOXF...
[2025-12-19T20:22:27.595596] [INFO ] [sig       ] Generating forecast for: FOXF
[2025-12-19T20:22:27.595629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2025-12-19T20:22:27.608038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2025-12-19T20:22:27.608385] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2025-12-19T20:22:27.609230] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2025-12-19T20:22:27.609298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:27.609332] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:27.609361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:27.609419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:27.667721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:27.668508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:27.668635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:27.668696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:27.793415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:27.793588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:27.793631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:27.793662] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:27.797069] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2025-12-19T20:22:27.797345] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2025-12-19T20:22:27.797469] [INFO ] [sig       ] FOXF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:27.948127] [INFO ] [LOCAL     ] Saved forecast: FOXF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FOXF.txt
[2025-12-19T20:22:27.948278] [INFO ] [sig       ] [1281/3561] Completed FOXF in 0.4s | 2.89 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-19T20:22:27.948321] [INFO ] [sig       ] [1282/3561] Forecasting FPF...
[2025-12-19T20:22:27.948353] [INFO ] [sig       ] Generating forecast for: FPF
[2025-12-19T20:22:27.948387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-12-19T20:22:27.961878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2025-12-19T20:22:27.962254] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-12-19T20:22:27.963065] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-12-19T20:22:27.963118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:27.963151] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:27.963179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:27.963239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:28.023526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:28.024377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:28.024480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:28.024516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:28.156242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:28.156397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:28.156435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:28.156465] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:28.160006] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: UP (p=83.09%)
[2025-12-19T20:22:28.160277] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-12-19T20:22:28.160399] [INFO ] [sig       ] FPF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:28.305621] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FPF.txt
[2025-12-19T20:22:28.305777] [INFO ] [sig       ] [1282/3561] Completed FPF in 0.4s | 2.89 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-19T20:22:28.305815] [INFO ] [sig       ] [1283/3561] Forecasting FPH...
[2025-12-19T20:22:28.305847] [INFO ] [sig       ] Generating forecast for: FPH
[2025-12-19T20:22:28.305877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-12-19T20:22:28.317417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2025-12-19T20:22:28.317805] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-12-19T20:22:28.318792] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-12-19T20:22:28.318845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:28.318878] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:28.318906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:28.318969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:28.379837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:28.380707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:28.380791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:28.380828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:28.508709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:28.508872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:28.508911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:28.508941] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:28.512360] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: DOWN (p=16.71%)
[2025-12-19T20:22:28.512660] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-12-19T20:22:28.512789] [INFO ] [sig       ] FPH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:28.658766] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FPH.txt
[2025-12-19T20:22:28.658931] [INFO ] [sig       ] [1283/3561] Completed FPH in 0.4s | 2.89 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-19T20:22:28.658975] [INFO ] [sig       ] [1284/3561] Forecasting FPI...
[2025-12-19T20:22:28.659005] [INFO ] [sig       ] Generating forecast for: FPI
[2025-12-19T20:22:28.659038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-12-19T20:22:28.671610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2025-12-19T20:22:28.671976] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-12-19T20:22:28.672752] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-12-19T20:22:28.672802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:28.672834] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:28.672860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:28.672915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:28.729552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:28.730411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:28.730496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:28.730530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:28.851684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:28.851842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:28.851882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:28.851913] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:28.855515] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=94.38%)
[2025-12-19T20:22:28.855820] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-12-19T20:22:28.855950] [INFO ] [sig       ] FPI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:28.999381] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FPI.txt
[2025-12-19T20:22:28.999557] [INFO ] [sig       ] [1284/3561] Completed FPI in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-19T20:22:28.999629] [INFO ] [sig       ] [1285/3561] Forecasting FPXI...
[2025-12-19T20:22:28.999662] [INFO ] [sig       ] Generating forecast for: FPXI
[2025-12-19T20:22:28.999692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2025-12-19T20:22:29.010793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2025-12-19T20:22:29.011138] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2025-12-19T20:22:29.011907] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2025-12-19T20:22:29.011958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:29.011990] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:29.012017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:29.012073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:29.072287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:29.072940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:29.073021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:29.073055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:29.185719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:29.185877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:29.185916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:29.185944] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:29.189294] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: UP (p=89.04%)
[2025-12-19T20:22:29.189565] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2025-12-19T20:22:29.189708] [INFO ] [sig       ] FPXI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:29.338023] [INFO ] [LOCAL     ] Saved forecast: FPXI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FPXI.txt
[2025-12-19T20:22:29.338383] [INFO ] [sig       ] [1285/3561] Completed FPXI in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-19T20:22:29.338425] [INFO ] [sig       ] [1286/3561] Forecasting FRA...
[2025-12-19T20:22:29.338455] [INFO ] [sig       ] Generating forecast for: FRA
[2025-12-19T20:22:29.338491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-12-19T20:22:29.352239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2025-12-19T20:22:29.352600] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-12-19T20:22:29.353390] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-12-19T20:22:29.353443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:29.353485] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:29.353525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:29.353603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:29.413310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:29.413993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:29.414072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:29.414107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:29.537829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:29.537982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:29.538021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:29.538049] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:29.541760] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=61.29%)
[2025-12-19T20:22:29.542088] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-12-19T20:22:29.542242] [INFO ] [sig       ] FRA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:29.681236] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FRA.txt
[2025-12-19T20:22:29.681364] [INFO ] [sig       ] [1286/3561] Completed FRA in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-19T20:22:29.681402] [INFO ] [sig       ] [1287/3561] Forecasting FRBA...
[2025-12-19T20:22:29.681431] [INFO ] [sig       ] Generating forecast for: FRBA
[2025-12-19T20:22:29.681461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2025-12-19T20:22:29.693195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2025-12-19T20:22:29.693618] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2025-12-19T20:22:29.694640] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2025-12-19T20:22:29.694692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:29.694725] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:29.694752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:29.694808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:29.756381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:29.757251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:29.757335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:29.757368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:29.883241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:29.883407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:29.883449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:29.883478] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:29.887651] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: UP (p=51.16%)
[2025-12-19T20:22:29.888026] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2025-12-19T20:22:29.888195] [INFO ] [sig       ] FRBA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:30.039456] [INFO ] [LOCAL     ] Saved forecast: FRBA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FRBA.txt
[2025-12-19T20:22:30.039686] [INFO ] [sig       ] [1287/3561] Completed FRBA in 0.4s | 2.89 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-19T20:22:30.039757] [INFO ] [sig       ] [1288/3561] Forecasting FRGE...
[2025-12-19T20:22:30.039801] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-12-19T20:22:30.039845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-12-19T20:22:30.052781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2025-12-19T20:22:30.053202] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-12-19T20:22:30.054036] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-12-19T20:22:30.054090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:30.054151] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:30.054181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:30.054240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:30.124935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:30.125844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:30.125930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:30.125964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:30.252989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:30.253144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:30.253204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:30.253235] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:30.256667] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: UP (p=71.14%)
[2025-12-19T20:22:30.257132] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-12-19T20:22:30.257255] [INFO ] [sig       ] FRGE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:30.406875] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FRGE.txt
[2025-12-19T20:22:30.407009] [INFO ] [sig       ] [1288/3561] Completed FRGE in 0.4s | 2.89 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-19T20:22:30.407238] [INFO ] [sig       ] [1289/3561] Forecasting FRHC...
[2025-12-19T20:22:30.407268] [INFO ] [sig       ] Generating forecast for: FRHC
[2025-12-19T20:22:30.407298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2025-12-19T20:22:30.419531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2025-12-19T20:22:30.419897] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2025-12-19T20:22:30.420665] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2025-12-19T20:22:30.420716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:30.420747] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:30.420774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:30.420829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:30.480326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:30.481049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:30.481128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:30.481162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:30.602511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:30.602681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:30.602725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:30.602755] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:30.606334] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: UP (p=72.88%)
[2025-12-19T20:22:30.606630] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2025-12-19T20:22:30.606756] [INFO ] [sig       ] FRHC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:30.756465] [INFO ] [LOCAL     ] Saved forecast: FRHC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FRHC.txt
[2025-12-19T20:22:30.756631] [INFO ] [sig       ] [1289/3561] Completed FRHC in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-19T20:22:30.756674] [INFO ] [sig       ] [1290/3561] Forecasting FRME...
[2025-12-19T20:22:30.756704] [INFO ] [sig       ] Generating forecast for: FRME
[2025-12-19T20:22:30.756744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2025-12-19T20:22:30.768940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2025-12-19T20:22:30.769307] [INFO ] [FORECASTER] Starting predict_future for FRME
[2025-12-19T20:22:30.770164] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2025-12-19T20:22:30.770217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:30.770250] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:30.770277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:30.770334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:30.830294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:30.831109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:30.831212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:30.831249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:30.955447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:30.955625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:30.955667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:30.955703] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:30.959457] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-12-19T20:22:30.959808] [INFO ] [FORECASTER] Completed predict_future for FRME
[2025-12-19T20:22:30.959941] [INFO ] [sig       ] FRME: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:31.101630] [INFO ] [LOCAL     ] Saved forecast: FRME	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FRME.txt
[2025-12-19T20:22:31.101783] [INFO ] [sig       ] [1290/3561] Completed FRME in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-19T20:22:31.101825] [INFO ] [sig       ] [1291/3561] Forecasting FRO...
[2025-12-19T20:22:31.101856] [INFO ] [sig       ] Generating forecast for: FRO
[2025-12-19T20:22:31.101888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-12-19T20:22:31.113627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2025-12-19T20:22:31.113961] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-12-19T20:22:31.114760] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-12-19T20:22:31.114811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:31.114843] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:31.114869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:31.114925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:31.171958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:31.172623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:31.172704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:31.172737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:31.295770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:31.295926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:31.295967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:31.296031] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:31.299452] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: UP (p=50.70%)
[2025-12-19T20:22:31.299744] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-12-19T20:22:31.299879] [INFO ] [sig       ] FRO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:31.440615] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FRO.txt
[2025-12-19T20:22:31.440741] [INFO ] [sig       ] [1291/3561] Completed FRO in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-19T20:22:31.440779] [INFO ] [sig       ] [1292/3561] Forecasting FROG...
[2025-12-19T20:22:31.440809] [INFO ] [sig       ] Generating forecast for: FROG
[2025-12-19T20:22:31.440839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2025-12-19T20:22:31.452474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2025-12-19T20:22:31.452815] [INFO ] [FORECASTER] Starting predict_future for FROG
[2025-12-19T20:22:31.453586] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2025-12-19T20:22:31.453638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:31.453680] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:31.453708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:31.453764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:31.511604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:31.512444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:31.512528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:31.512561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:31.632203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:31.632328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:31.632365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:31.632393] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:31.635692] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: DOWN (p=20.70%)
[2025-12-19T20:22:31.635958] [INFO ] [FORECASTER] Completed predict_future for FROG
[2025-12-19T20:22:31.636075] [INFO ] [sig       ] FROG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:31.773822] [INFO ] [LOCAL     ] Saved forecast: FROG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FROG.txt
[2025-12-19T20:22:31.773980] [INFO ] [sig       ] [1292/3561] Completed FROG in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-19T20:22:31.774021] [INFO ] [sig       ] [1293/3561] Forecasting FRPH...
[2025-12-19T20:22:31.774050] [INFO ] [sig       ] Generating forecast for: FRPH
[2025-12-19T20:22:31.774080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2025-12-19T20:22:31.787132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2025-12-19T20:22:31.787596] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2025-12-19T20:22:31.788453] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2025-12-19T20:22:31.788506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:31.788539] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:31.788565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:31.788643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:31.847518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:31.848407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:31.848493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:31.848526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:31.969471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:31.969644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:31.969685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:31.969714] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:31.973637] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: DOWN (p=15.31%)
[2025-12-19T20:22:31.973905] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2025-12-19T20:22:31.974022] [INFO ] [sig       ] FRPH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:32.117215] [INFO ] [LOCAL     ] Saved forecast: FRPH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FRPH.txt
[2025-12-19T20:22:32.117395] [INFO ] [sig       ] [1293/3561] Completed FRPH in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-19T20:22:32.117438] [INFO ] [sig       ] [1294/3561] Forecasting FRSH...
[2025-12-19T20:22:32.117467] [INFO ] [sig       ] Generating forecast for: FRSH
[2025-12-19T20:22:32.117497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2025-12-19T20:22:32.129559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2025-12-19T20:22:32.129942] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2025-12-19T20:22:32.130743] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2025-12-19T20:22:32.130793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:32.130824] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:32.130850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:32.130906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:32.189866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:32.190492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:32.190597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:32.190634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:32.316849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:32.317008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:32.317046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:32.317075] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:32.320430] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: UP (p=99.09%)
[2025-12-19T20:22:32.320712] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2025-12-19T20:22:32.320834] [INFO ] [sig       ] FRSH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:32.457760] [INFO ] [LOCAL     ] Saved forecast: FRSH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FRSH.txt
[2025-12-19T20:22:32.457892] [INFO ] [sig       ] [1294/3561] Completed FRSH in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-19T20:22:32.457932] [INFO ] [sig       ] [1295/3561] Forecasting FRSX...
[2025-12-19T20:22:32.457961] [INFO ] [sig       ] Generating forecast for: FRSX
[2025-12-19T20:22:32.457990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'.
[2025-12-19T20:22:32.469963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSX'.
[2025-12-19T20:22:32.470291] [INFO ] [FORECASTER] Starting predict_future for FRSX
[2025-12-19T20:22:32.471108] [DEBUG] [LOCAL     ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt
[2025-12-19T20:22:32.471159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:32.471190] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:32.471218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:32.471274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:32.529033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:32.529806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:32.529884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:32.529916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:32.651566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:32.651734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:32.651774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:32.651803] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:32.655770] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: DOWN (p=32.88%)
[2025-12-19T20:22:32.656031] [INFO ] [FORECASTER] Completed predict_future for FRSX
[2025-12-19T20:22:32.656148] [INFO ] [sig       ] FRSX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:32.795750] [INFO ] [LOCAL     ] Saved forecast: FRSX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FRSX.txt
[2025-12-19T20:22:32.795871] [INFO ] [sig       ] [1295/3561] Completed FRSX in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-19T20:22:32.795909] [INFO ] [sig       ] [1296/3561] Forecasting FSBC...
[2025-12-19T20:22:32.795945] [INFO ] [sig       ] Generating forecast for: FSBC
[2025-12-19T20:22:32.795975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2025-12-19T20:22:32.807642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2025-12-19T20:22:32.807958] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2025-12-19T20:22:32.808742] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2025-12-19T20:22:32.808793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:32.808825] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:32.808852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:32.808919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:32.867952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:32.868628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:32.868734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:32.868773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:32.986183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:32.986336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:32.986374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:32.986402] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:32.989921] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: UP (p=86.21%)
[2025-12-19T20:22:32.990182] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2025-12-19T20:22:32.990304] [INFO ] [sig       ] FSBC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:33.127747] [INFO ] [LOCAL     ] Saved forecast: FSBC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FSBC.txt
[2025-12-19T20:22:33.127879] [INFO ] [sig       ] [1296/3561] Completed FSBC in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-19T20:22:33.127919] [INFO ] [sig       ] [1297/3561] Forecasting FSCO...
[2025-12-19T20:22:33.127955] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-12-19T20:22:33.127992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-12-19T20:22:33.139224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2025-12-19T20:22:33.139548] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-12-19T20:22:33.140314] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-12-19T20:22:33.140366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:33.140397] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:33.140423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:33.140479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:33.197656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:33.198253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:33.198329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:33.198360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:33.316237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:33.316386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:33.316424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:33.316451] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:33.319875] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=51.57%)
[2025-12-19T20:22:33.320165] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-12-19T20:22:33.320478] [INFO ] [sig       ] FSCO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:33.459877] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FSCO.txt
[2025-12-19T20:22:33.460007] [INFO ] [sig       ] [1297/3561] Completed FSCO in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-19T20:22:33.460045] [INFO ] [sig       ] [1298/3561] Forecasting FSK...
[2025-12-19T20:22:33.460073] [INFO ] [sig       ] Generating forecast for: FSK
[2025-12-19T20:22:33.460102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-12-19T20:22:33.472437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2025-12-19T20:22:33.472810] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-12-19T20:22:33.473547] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-12-19T20:22:33.473625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:33.473659] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:33.473687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:33.473743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:33.535505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:33.536380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:33.536499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:33.536533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:33.657054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:33.657209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:33.657249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:33.657278] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:33.661328] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=68.65%)
[2025-12-19T20:22:33.661635] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-12-19T20:22:33.661764] [INFO ] [sig       ] FSK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:33.806272] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FSK.txt
[2025-12-19T20:22:33.806405] [INFO ] [sig       ] [1298/3561] Completed FSK in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-19T20:22:33.806447] [INFO ] [sig       ] [1299/3561] Forecasting FSLY...
[2025-12-19T20:22:33.806476] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-12-19T20:22:33.806507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-12-19T20:22:33.818283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2025-12-19T20:22:33.818656] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-12-19T20:22:33.819486] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-12-19T20:22:33.819542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:33.819595] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:33.819626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:33.819684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:33.879219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:33.879889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:33.879974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:33.880015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:34.007682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:34.007849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:34.007893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:34.007945] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:34.011941] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=20.51%)
[2025-12-19T20:22:34.012262] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-12-19T20:22:34.012393] [INFO ] [sig       ] FSLY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:34.152744] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FSLY.txt
[2025-12-19T20:22:34.152877] [INFO ] [sig       ] [1299/3561] Completed FSLY in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-19T20:22:34.152915] [INFO ] [sig       ] [1300/3561] Forecasting FSM...
[2025-12-19T20:22:34.152946] [INFO ] [sig       ] Generating forecast for: FSM
[2025-12-19T20:22:34.152976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-12-19T20:22:34.164635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2025-12-19T20:22:34.164954] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-12-19T20:22:34.165732] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-12-19T20:22:34.165783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:34.165816] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:34.165843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:34.165899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:34.225032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:34.225713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:34.225790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:34.225821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:34.346464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:34.346624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:34.346663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:34.346692] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:34.349965] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: UP (p=92.58%)
[2025-12-19T20:22:34.350231] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-12-19T20:22:34.350350] [INFO ] [sig       ] FSM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:34.489986] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FSM.txt
[2025-12-19T20:22:34.490121] [INFO ] [sig       ] [1300/3561] Completed FSM in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-19T20:22:34.490158] [INFO ] [sig       ] [1301/3561] Forecasting FSS...
[2025-12-19T20:22:34.490187] [INFO ] [sig       ] Generating forecast for: FSS
[2025-12-19T20:22:34.490217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-12-19T20:22:34.502417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2025-12-19T20:22:34.502767] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-12-19T20:22:34.503503] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-12-19T20:22:34.503553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:34.503605] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:34.503633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:34.503689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:34.563307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:34.564120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:34.564199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:34.564247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:34.690786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:34.690941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:34.690987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:34.691023] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:34.694312] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: DOWN (p=5.96%)
[2025-12-19T20:22:34.694596] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-12-19T20:22:34.694724] [INFO ] [sig       ] FSS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:34.835785] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FSS.txt
[2025-12-19T20:22:34.835935] [INFO ] [sig       ] [1301/3561] Completed FSS in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-19T20:22:34.835974] [INFO ] [sig       ] [1302/3561] Forecasting FTA...
[2025-12-19T20:22:34.836008] [INFO ] [sig       ] Generating forecast for: FTA
[2025-12-19T20:22:34.836039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2025-12-19T20:22:34.847019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2025-12-19T20:22:34.847324] [INFO ] [FORECASTER] Starting predict_future for FTA
[2025-12-19T20:22:34.848085] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2025-12-19T20:22:34.848136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:34.848175] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:34.848201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:34.848256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:34.905333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:34.905947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:34.906035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:34.906074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:35.033839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:35.034018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:35.034058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:35.034087] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:35.037544] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: DOWN (p=32.43%)
[2025-12-19T20:22:35.037821] [INFO ] [FORECASTER] Completed predict_future for FTA
[2025-12-19T20:22:35.037957] [INFO ] [sig       ] FTA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:35.179739] [INFO ] [LOCAL     ] Saved forecast: FTA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FTA.txt
[2025-12-19T20:22:35.179871] [INFO ] [sig       ] [1302/3561] Completed FTA in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-19T20:22:35.179913] [INFO ] [sig       ] [1303/3561] Forecasting FTAI...
[2025-12-19T20:22:35.179947] [INFO ] [sig       ] Generating forecast for: FTAI
[2025-12-19T20:22:35.179982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2025-12-19T20:22:35.192061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2025-12-19T20:22:35.192612] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2025-12-19T20:22:35.193552] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2025-12-19T20:22:35.193621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:35.193653] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:35.193680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:35.193748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:35.252875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:35.253550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:35.253645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:35.253678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:35.378021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:35.378170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:35.378208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:35.378236] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:35.381751] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: UP (p=55.56%)
[2025-12-19T20:22:35.382015] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2025-12-19T20:22:35.382132] [INFO ] [sig       ] FTAI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:35.524384] [INFO ] [LOCAL     ] Saved forecast: FTAI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FTAI.txt
[2025-12-19T20:22:35.524504] [INFO ] [sig       ] [1303/3561] Completed FTAI in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-19T20:22:35.524543] [INFO ] [sig       ] [1304/3561] Forecasting FTC...
[2025-12-19T20:22:35.524587] [INFO ] [sig       ] Generating forecast for: FTC
[2025-12-19T20:22:35.524620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2025-12-19T20:22:35.536499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2025-12-19T20:22:35.536857] [INFO ] [FORECASTER] Starting predict_future for FTC
[2025-12-19T20:22:35.537620] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2025-12-19T20:22:35.537671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:35.537703] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:35.537729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:35.537785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:35.595213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:35.595861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:35.595935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:35.595967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:35.714668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:35.714818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:35.714856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:35.714886] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:35.718190] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: DOWN (p=11.51%)
[2025-12-19T20:22:35.718449] [INFO ] [FORECASTER] Completed predict_future for FTC
[2025-12-19T20:22:35.718567] [INFO ] [sig       ] FTC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:35.857299] [INFO ] [LOCAL     ] Saved forecast: FTC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FTC.txt
[2025-12-19T20:22:35.857427] [INFO ] [sig       ] [1304/3561] Completed FTC in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-19T20:22:35.857465] [INFO ] [sig       ] [1305/3561] Forecasting FTCI...
[2025-12-19T20:22:35.857494] [INFO ] [sig       ] Generating forecast for: FTCI
[2025-12-19T20:22:35.857524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2025-12-19T20:22:35.868617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2025-12-19T20:22:35.868973] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2025-12-19T20:22:35.869731] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2025-12-19T20:22:35.869793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:35.869852] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:35.869880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:35.869936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:35.928493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:35.929183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:35.929259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:35.929291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:36.060801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:36.060956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:36.060996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:36.061025] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:36.064341] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: UP (p=50.18%)
[2025-12-19T20:22:36.064630] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2025-12-19T20:22:36.064759] [INFO ] [sig       ] FTCI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:36.202878] [INFO ] [LOCAL     ] Saved forecast: FTCI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FTCI.txt
[2025-12-19T20:22:36.203004] [INFO ] [sig       ] [1305/3561] Completed FTCI in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-19T20:22:36.203044] [INFO ] [sig       ] [1306/3561] Forecasting FTCS...
[2025-12-19T20:22:36.203074] [INFO ] [sig       ] Generating forecast for: FTCS
[2025-12-19T20:22:36.203105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2025-12-19T20:22:36.214329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2025-12-19T20:22:36.214663] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2025-12-19T20:22:36.215400] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2025-12-19T20:22:36.215450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:36.215481] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:36.215507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:36.215563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:36.274555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:36.275185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:36.275262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:36.275294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:36.396565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:36.396764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:36.396812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:36.396842] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:36.400328] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: UP (p=67.22%)
[2025-12-19T20:22:36.400623] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2025-12-19T20:22:36.400756] [INFO ] [sig       ] FTCS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:36.541009] [INFO ] [LOCAL     ] Saved forecast: FTCS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FTCS.txt
[2025-12-19T20:22:36.541150] [INFO ] [sig       ] [1306/3561] Completed FTCS in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-19T20:22:36.541190] [INFO ] [sig       ] [1307/3561] Forecasting FTEK...
[2025-12-19T20:22:36.541219] [INFO ] [sig       ] Generating forecast for: FTEK
[2025-12-19T20:22:36.541257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2025-12-19T20:22:36.552439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2025-12-19T20:22:36.552764] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2025-12-19T20:22:36.553513] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2025-12-19T20:22:36.553564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:36.553616] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:36.553644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:36.553700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:36.610094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:36.610698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:36.610772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:36.610803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:36.726541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:36.726703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:36.726741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:36.726769] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:36.730029] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: DOWN (p=32.78%)
[2025-12-19T20:22:36.730290] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2025-12-19T20:22:36.730407] [INFO ] [sig       ] FTEK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:36.868757] [INFO ] [LOCAL     ] Saved forecast: FTEK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FTEK.txt
[2025-12-19T20:22:36.868884] [INFO ] [sig       ] [1307/3561] Completed FTEK in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-19T20:22:36.868922] [INFO ] [sig       ] [1308/3561] Forecasting FTGC...
[2025-12-19T20:22:36.868952] [INFO ] [sig       ] Generating forecast for: FTGC
[2025-12-19T20:22:36.868984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2025-12-19T20:22:36.880476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2025-12-19T20:22:36.880809] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2025-12-19T20:22:36.881550] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2025-12-19T20:22:36.881621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:36.881654] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:36.881680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:36.881736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:36.938428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:36.939084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:36.939167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:36.939199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:37.056065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:37.056215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:37.056253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:37.056312] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:37.059743] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: DOWN (p=8.86%)
[2025-12-19T20:22:37.060003] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2025-12-19T20:22:37.060120] [INFO ] [sig       ] FTGC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:37.197720] [INFO ] [LOCAL     ] Saved forecast: FTGC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FTGC.txt
[2025-12-19T20:22:37.197847] [INFO ] [sig       ] [1308/3561] Completed FTGC in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-19T20:22:37.197886] [INFO ] [sig       ] [1309/3561] Forecasting FTGS...
[2025-12-19T20:22:37.197914] [INFO ] [sig       ] Generating forecast for: FTGS
[2025-12-19T20:22:37.197944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2025-12-19T20:22:37.210706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2025-12-19T20:22:37.211138] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2025-12-19T20:22:37.211975] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2025-12-19T20:22:37.212029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:37.212061] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:37.212088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:37.212147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:37.271668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:37.272780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:37.272874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:37.272907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:37.393077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:37.393425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:37.393465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:37.393493] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:37.396829] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: DOWN (p=47.76%)
[2025-12-19T20:22:37.397095] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2025-12-19T20:22:37.397215] [INFO ] [sig       ] FTGS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:37.599471] [INFO ] [LOCAL     ] Saved forecast: FTGS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FTGS.txt
[2025-12-19T20:22:37.599631] [INFO ] [sig       ] [1309/3561] Completed FTGS in 0.4s | 2.89 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-19T20:22:37.599674] [INFO ] [sig       ] [1310/3561] Forecasting FTHI...
[2025-12-19T20:22:37.599703] [INFO ] [sig       ] Generating forecast for: FTHI
[2025-12-19T20:22:37.599732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2025-12-19T20:22:37.613044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2025-12-19T20:22:37.613406] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2025-12-19T20:22:37.614216] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2025-12-19T20:22:37.614270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:37.614306] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:37.614334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:37.614393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:37.673560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:37.674387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:37.674472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:37.674511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:37.792636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:37.792796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:37.792836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:37.792865] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:37.796538] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=1.64%)
[2025-12-19T20:22:37.796826] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2025-12-19T20:22:37.796948] [INFO ] [sig       ] FTHI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:37.941254] [INFO ] [LOCAL     ] Saved forecast: FTHI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FTHI.txt
[2025-12-19T20:22:37.941419] [INFO ] [sig       ] [1310/3561] Completed FTHI in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-19T20:22:37.941460] [INFO ] [sig       ] [1311/3561] Forecasting FTHM...
[2025-12-19T20:22:37.941489] [INFO ] [sig       ] Generating forecast for: FTHM
[2025-12-19T20:22:37.941520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHM' from 'https://tdm.silogroup.org/data/derivative_storage/FTHM.csv'.
[2025-12-19T20:22:37.953648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHM'.
[2025-12-19T20:22:37.954017] [INFO ] [FORECASTER] Starting predict_future for FTHM
[2025-12-19T20:22:37.954797] [DEBUG] [LOCAL     ] No optimal features file found for FTHM: ./output/feature-sets/FTHM.txt
[2025-12-19T20:22:37.954847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:37.954879] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:37.954906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:37.954962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:38.010489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:38.011095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:38.011173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:38.011204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:38.129050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:38.129203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:38.129241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:38.129269] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:38.132559] [DEBUG] [FORECASTER] FTHM: Forecast T+1@11:T+2@11: DOWN (p=9.88%)
[2025-12-19T20:22:38.132848] [INFO ] [FORECASTER] Completed predict_future for FTHM
[2025-12-19T20:22:38.132969] [INFO ] [sig       ] FTHM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:38.275381] [INFO ] [LOCAL     ] Saved forecast: FTHM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FTHM.txt
[2025-12-19T20:22:38.275539] [INFO ] [sig       ] [1311/3561] Completed FTHM in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-19T20:22:38.275598] [INFO ] [sig       ] [1312/3561] Forecasting FTHY...
[2025-12-19T20:22:38.275631] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-12-19T20:22:38.275661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-12-19T20:22:38.287766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2025-12-19T20:22:38.288140] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-12-19T20:22:38.289127] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-12-19T20:22:38.289178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:38.289211] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:38.289238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:38.289294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:38.348405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:38.349303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:38.349385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:38.349417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:38.466553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:38.466748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:38.466787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:38.466815] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:38.470468] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: UP (p=63.02%)
[2025-12-19T20:22:38.470750] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-12-19T20:22:38.470870] [INFO ] [sig       ] FTHY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:38.610757] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FTHY.txt
[2025-12-19T20:22:38.610883] [INFO ] [sig       ] [1312/3561] Completed FTHY in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-19T20:22:38.610923] [INFO ] [sig       ] [1313/3561] Forecasting FTI...
[2025-12-19T20:22:38.610951] [INFO ] [sig       ] Generating forecast for: FTI
[2025-12-19T20:22:38.610981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-12-19T20:22:38.622624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2025-12-19T20:22:38.622949] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-12-19T20:22:38.623710] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-12-19T20:22:38.623761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:38.623793] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:38.623819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:38.623876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:38.682613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:38.683255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:38.683332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:38.683364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:38.804930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:38.805079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:38.805117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:38.805146] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:38.808826] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: UP (p=86.62%)
[2025-12-19T20:22:38.809105] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-12-19T20:22:38.809238] [INFO ] [sig       ] FTI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:38.948900] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FTI.txt
[2025-12-19T20:22:38.949020] [INFO ] [sig       ] [1313/3561] Completed FTI in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-19T20:22:38.949059] [INFO ] [sig       ] [1314/3561] Forecasting FTK...
[2025-12-19T20:22:38.949091] [INFO ] [sig       ] Generating forecast for: FTK
[2025-12-19T20:22:38.949120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-12-19T20:22:38.960952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2025-12-19T20:22:38.961275] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-12-19T20:22:38.962035] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-12-19T20:22:38.962085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:38.962116] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:38.962142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:38.962197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:39.019164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:39.019783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:39.019861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:39.019893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:39.136049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:39.136200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:39.136417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:39.136445] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:39.139759] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-12-19T20:22:39.140021] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-12-19T20:22:39.140145] [INFO ] [sig       ] FTK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:39.279166] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FTK.txt
[2025-12-19T20:22:39.279496] [INFO ] [sig       ] [1314/3561] Completed FTK in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-19T20:22:39.279533] [INFO ] [sig       ] [1315/3561] Forecasting FTLF...
[2025-12-19T20:22:39.279562] [INFO ] [sig       ] Generating forecast for: FTLF
[2025-12-19T20:22:39.279636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2025-12-19T20:22:39.291600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2025-12-19T20:22:39.291899] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2025-12-19T20:22:39.292862] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2025-12-19T20:22:39.292912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:39.292943] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:39.292969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:39.293024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:39.350143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:39.350933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:39.351036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:39.351068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:39.463282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:39.463433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:39.463471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:39.463500] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:39.466788] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: DOWN (p=19.84%)
[2025-12-19T20:22:39.467051] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2025-12-19T20:22:39.467171] [INFO ] [sig       ] FTLF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:39.605218] [INFO ] [LOCAL     ] Saved forecast: FTLF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FTLF.txt
[2025-12-19T20:22:39.605344] [INFO ] [sig       ] [1315/3561] Completed FTLF in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-19T20:22:39.605383] [INFO ] [sig       ] [1316/3561] Forecasting FTQI...
[2025-12-19T20:22:39.605414] [INFO ] [sig       ] Generating forecast for: FTQI
[2025-12-19T20:22:39.605443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2025-12-19T20:22:39.616465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2025-12-19T20:22:39.616810] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2025-12-19T20:22:39.617556] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2025-12-19T20:22:39.617639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:39.617672] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:39.617698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:39.617755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:39.673492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:39.674113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:39.674190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:39.674221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:39.792677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:39.792828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:39.792866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:39.792894] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:39.796174] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: DOWN (p=37.59%)
[2025-12-19T20:22:39.796437] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2025-12-19T20:22:39.796552] [INFO ] [sig       ] FTQI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:39.932827] [INFO ] [LOCAL     ] Saved forecast: FTQI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FTQI.txt
[2025-12-19T20:22:39.932954] [INFO ] [sig       ] [1316/3561] Completed FTQI in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-19T20:22:39.932992] [INFO ] [sig       ] [1317/3561] Forecasting FTRE...
[2025-12-19T20:22:39.933021] [INFO ] [sig       ] Generating forecast for: FTRE
[2025-12-19T20:22:39.933050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2025-12-19T20:22:39.945216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2025-12-19T20:22:39.945521] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2025-12-19T20:22:39.946280] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2025-12-19T20:22:39.946331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:39.946363] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:39.946389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:39.946445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:40.002317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:40.002904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:40.002980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:40.003011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:40.129410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:40.129565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:40.129621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:40.129650] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:40.133094] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: DOWN (p=2.79%)
[2025-12-19T20:22:40.133551] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2025-12-19T20:22:40.133689] [INFO ] [sig       ] FTRE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:40.276851] [INFO ] [LOCAL     ] Saved forecast: FTRE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FTRE.txt
[2025-12-19T20:22:40.276999] [INFO ] [sig       ] [1317/3561] Completed FTRE in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-19T20:22:40.277039] [INFO ] [sig       ] [1318/3561] Forecasting FTRI...
[2025-12-19T20:22:40.277068] [INFO ] [sig       ] Generating forecast for: FTRI
[2025-12-19T20:22:40.277098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2025-12-19T20:22:40.290379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2025-12-19T20:22:40.290752] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2025-12-19T20:22:40.291763] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2025-12-19T20:22:40.291816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:40.291848] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:40.291875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:40.291931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:40.348787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:40.349412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:40.349488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:40.349519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:40.465610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:40.465746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:40.465783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:40.465811] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:40.469536] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: DOWN (p=12.11%)
[2025-12-19T20:22:40.469814] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2025-12-19T20:22:40.469936] [INFO ] [sig       ] FTRI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:40.610420] [INFO ] [LOCAL     ] Saved forecast: FTRI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FTRI.txt
[2025-12-19T20:22:40.610550] [INFO ] [sig       ] [1318/3561] Completed FTRI in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-19T20:22:40.610606] [INFO ] [sig       ] [1319/3561] Forecasting FTS...
[2025-12-19T20:22:40.610639] [INFO ] [sig       ] Generating forecast for: FTS
[2025-12-19T20:22:40.610668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-12-19T20:22:40.621564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2025-12-19T20:22:40.621890] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-12-19T20:22:40.622652] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-12-19T20:22:40.622703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:40.622735] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:40.622761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:40.622816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:40.678205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:40.678828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:40.678903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:40.678935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:40.801437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:40.801598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:40.801638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:40.801666] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:40.804917] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=37.03%)
[2025-12-19T20:22:40.805179] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-12-19T20:22:40.805299] [INFO ] [sig       ] FTS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:40.943146] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FTS.txt
[2025-12-19T20:22:40.943251] [INFO ] [sig       ] [1319/3561] Completed FTS in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-19T20:22:40.943466] [INFO ] [sig       ] [1320/3561] Forecasting FTSL...
[2025-12-19T20:22:40.943496] [INFO ] [sig       ] Generating forecast for: FTSL
[2025-12-19T20:22:40.943526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2025-12-19T20:22:40.955893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2025-12-19T20:22:40.956470] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2025-12-19T20:22:40.957435] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2025-12-19T20:22:40.957486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:40.957517] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:40.957542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:40.957612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:41.015117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:41.016234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:41.016322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:41.016357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:41.131890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:41.132058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:41.132101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:41.132128] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:41.135460] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: DOWN (p=28.03%)
[2025-12-19T20:22:41.135742] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2025-12-19T20:22:41.135864] [INFO ] [sig       ] FTSL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:41.273199] [INFO ] [LOCAL     ] Saved forecast: FTSL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FTSL.txt
[2025-12-19T20:22:41.273359] [INFO ] [sig       ] [1320/3561] Completed FTSL in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-19T20:22:41.273398] [INFO ] [sig       ] [1321/3561] Forecasting FTSM...
[2025-12-19T20:22:41.273428] [INFO ] [sig       ] Generating forecast for: FTSM
[2025-12-19T20:22:41.273458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2025-12-19T20:22:41.285877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2025-12-19T20:22:41.286207] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2025-12-19T20:22:41.287003] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2025-12-19T20:22:41.287056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:41.287088] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:41.287115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:41.287176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:41.344394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:41.345025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:41.345104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:41.345135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:41.446293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:41.446449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:41.446488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:41.446516] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:41.449824] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2025-12-19T20:22:41.450105] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2025-12-19T20:22:41.450224] [INFO ] [sig       ] FTSM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:41.587900] [INFO ] [LOCAL     ] Saved forecast: FTSM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FTSM.txt
[2025-12-19T20:22:41.588057] [INFO ] [sig       ] [1321/3561] Completed FTSM in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-19T20:22:41.588096] [INFO ] [sig       ] [1322/3561] Forecasting FTXL...
[2025-12-19T20:22:41.588126] [INFO ] [sig       ] Generating forecast for: FTXL
[2025-12-19T20:22:41.588156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2025-12-19T20:22:41.600417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2025-12-19T20:22:41.600867] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2025-12-19T20:22:41.601744] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2025-12-19T20:22:41.601822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:41.601855] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:41.601882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:41.601938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:41.657774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:41.658601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:41.658693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:41.658726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:41.783090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:41.783244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:41.783281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:41.783309] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:41.786606] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=85.22%)
[2025-12-19T20:22:41.786867] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2025-12-19T20:22:41.786986] [INFO ] [sig       ] FTXL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:41.924107] [INFO ] [LOCAL     ] Saved forecast: FTXL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FTXL.txt
[2025-12-19T20:22:41.924238] [INFO ] [sig       ] [1322/3561] Completed FTXL in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-19T20:22:41.924276] [INFO ] [sig       ] [1323/3561] Forecasting FTXN...
[2025-12-19T20:22:41.924307] [INFO ] [sig       ] Generating forecast for: FTXN
[2025-12-19T20:22:41.924336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2025-12-19T20:22:41.936988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2025-12-19T20:22:41.937361] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2025-12-19T20:22:41.938545] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2025-12-19T20:22:41.938623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:41.938659] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:41.938716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:41.938778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:41.994800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:41.995480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:41.995558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:41.995608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:42.118447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:42.118617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:42.118708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:42.118744] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:42.122469] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: UP (p=51.30%)
[2025-12-19T20:22:42.122756] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2025-12-19T20:22:42.122879] [INFO ] [sig       ] FTXN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:42.264652] [INFO ] [LOCAL     ] Saved forecast: FTXN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FTXN.txt
[2025-12-19T20:22:42.264804] [INFO ] [sig       ] [1323/3561] Completed FTXN in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-19T20:22:42.264843] [INFO ] [sig       ] [1324/3561] Forecasting FTXO...
[2025-12-19T20:22:42.264873] [INFO ] [sig       ] Generating forecast for: FTXO
[2025-12-19T20:22:42.264903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2025-12-19T20:22:42.276377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2025-12-19T20:22:42.276760] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2025-12-19T20:22:42.277752] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2025-12-19T20:22:42.277803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:42.277835] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:42.277863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:42.277919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:42.334698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:42.335528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:42.335629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:42.335663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:42.456273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:42.456433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:42.456472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:42.456500] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:42.460142] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-12-19T20:22:42.460408] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2025-12-19T20:22:42.460527] [INFO ] [sig       ] FTXO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:42.603049] [INFO ] [LOCAL     ] Saved forecast: FTXO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FTXO.txt
[2025-12-19T20:22:42.603181] [INFO ] [sig       ] [1324/3561] Completed FTXO in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-19T20:22:42.603219] [INFO ] [sig       ] [1325/3561] Forecasting FUBO...
[2025-12-19T20:22:42.603249] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-12-19T20:22:42.603280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-12-19T20:22:42.614495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2025-12-19T20:22:42.614868] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-12-19T20:22:42.615638] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-12-19T20:22:42.615689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:42.615720] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:42.615745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:42.615800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:42.673086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:42.673918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:42.673997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:42.674030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:42.799034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:42.799198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:42.799268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:42.799299] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:42.802861] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: UP (p=89.23%)
[2025-12-19T20:22:42.803132] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-12-19T20:22:42.803253] [INFO ] [sig       ] FUBO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:42.941887] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FUBO.txt
[2025-12-19T20:22:42.942020] [INFO ] [sig       ] [1325/3561] Completed FUBO in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-19T20:22:42.942059] [INFO ] [sig       ] [1326/3561] Forecasting FUL...
[2025-12-19T20:22:42.942090] [INFO ] [sig       ] Generating forecast for: FUL
[2025-12-19T20:22:42.942119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-12-19T20:22:42.953315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2025-12-19T20:22:42.953652] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-12-19T20:22:42.954395] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-12-19T20:22:42.954446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:42.954478] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:42.954504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:42.954559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:43.011939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:43.012783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:43.012860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:43.012892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:43.134206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:43.134373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:43.134410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:43.134438] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:43.137783] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: UP (p=75.64%)
[2025-12-19T20:22:43.138054] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-12-19T20:22:43.138173] [INFO ] [sig       ] FUL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:43.276158] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FUL.txt
[2025-12-19T20:22:43.276287] [INFO ] [sig       ] [1326/3561] Completed FUL in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-19T20:22:43.276325] [INFO ] [sig       ] [1327/3561] Forecasting FULC...
[2025-12-19T20:22:43.276354] [INFO ] [sig       ] Generating forecast for: FULC
[2025-12-19T20:22:43.276385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2025-12-19T20:22:43.287495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2025-12-19T20:22:43.287812] [INFO ] [FORECASTER] Starting predict_future for FULC
[2025-12-19T20:22:43.288554] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2025-12-19T20:22:43.288630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:43.288695] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:43.288726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:43.288789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:43.345951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:43.346732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:43.346808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:43.346839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:43.475911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:43.476059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:43.476099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:43.476133] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:43.479510] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: UP (p=89.23%)
[2025-12-19T20:22:43.479796] [INFO ] [FORECASTER] Completed predict_future for FULC
[2025-12-19T20:22:43.479917] [INFO ] [sig       ] FULC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:43.618146] [INFO ] [LOCAL     ] Saved forecast: FULC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FULC.txt
[2025-12-19T20:22:43.618271] [INFO ] [sig       ] [1327/3561] Completed FULC in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-19T20:22:43.618315] [INFO ] [sig       ] [1328/3561] Forecasting FUN...
[2025-12-19T20:22:43.618345] [INFO ] [sig       ] Generating forecast for: FUN
[2025-12-19T20:22:43.618375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-12-19T20:22:43.629423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2025-12-19T20:22:43.629755] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-12-19T20:22:43.630527] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-12-19T20:22:43.630595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:43.630628] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:43.630654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:43.630709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:43.690129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:43.690779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:43.690854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:43.690886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:43.811517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:43.811673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:43.811711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:43.811739] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:43.815097] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: DOWN (p=35.87%)
[2025-12-19T20:22:43.815372] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-12-19T20:22:43.815495] [INFO ] [sig       ] FUN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:43.955280] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FUN.txt
[2025-12-19T20:22:43.955414] [INFO ] [sig       ] [1328/3561] Completed FUN in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-19T20:22:43.955664] [INFO ] [sig       ] [1329/3561] Forecasting FUNC...
[2025-12-19T20:22:43.955697] [INFO ] [sig       ] Generating forecast for: FUNC
[2025-12-19T20:22:43.955753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2025-12-19T20:22:43.966565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2025-12-19T20:22:43.966914] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2025-12-19T20:22:43.967684] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2025-12-19T20:22:43.967736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:43.967768] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:43.967795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:43.967856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:44.023656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:44.024258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:44.024333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:44.024365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:44.141915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:44.142060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:44.142097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:44.142126] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:44.145707] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: DOWN (p=6.29%)
[2025-12-19T20:22:44.145979] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2025-12-19T20:22:44.146099] [INFO ] [sig       ] FUNC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:44.284426] [INFO ] [LOCAL     ] Saved forecast: FUNC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FUNC.txt
[2025-12-19T20:22:44.284558] [INFO ] [sig       ] [1329/3561] Completed FUNC in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-19T20:22:44.284615] [INFO ] [sig       ] [1330/3561] Forecasting FUND...
[2025-12-19T20:22:44.284647] [INFO ] [sig       ] Generating forecast for: FUND
[2025-12-19T20:22:44.284677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2025-12-19T20:22:44.295379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2025-12-19T20:22:44.295707] [INFO ] [FORECASTER] Starting predict_future for FUND
[2025-12-19T20:22:44.296463] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2025-12-19T20:22:44.296515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:44.296548] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:44.296593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:44.296652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:44.351901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:44.352522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:44.352615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:44.352650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:44.466549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:44.466716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:44.466754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:44.466784] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:44.470096] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: UP (p=73.46%)
[2025-12-19T20:22:44.470360] [INFO ] [FORECASTER] Completed predict_future for FUND
[2025-12-19T20:22:44.470479] [INFO ] [sig       ] FUND: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:44.605910] [INFO ] [LOCAL     ] Saved forecast: FUND	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FUND.txt
[2025-12-19T20:22:44.606031] [INFO ] [sig       ] [1330/3561] Completed FUND in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-19T20:22:44.606069] [INFO ] [sig       ] [1331/3561] Forecasting FVCB...
[2025-12-19T20:22:44.606104] [INFO ] [sig       ] Generating forecast for: FVCB
[2025-12-19T20:22:44.606135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2025-12-19T20:22:44.616985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2025-12-19T20:22:44.617301] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2025-12-19T20:22:44.618093] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2025-12-19T20:22:44.618144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:44.618175] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:44.618204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:44.618262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:44.673490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:44.674106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:44.674187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:44.674218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:44.780944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:44.781082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:44.781122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:44.781151] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:44.784414] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: DOWN (p=49.23%)
[2025-12-19T20:22:44.784695] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2025-12-19T20:22:44.784815] [INFO ] [sig       ] FVCB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:44.921133] [INFO ] [LOCAL     ] Saved forecast: FVCB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FVCB.txt
[2025-12-19T20:22:44.921251] [INFO ] [sig       ] [1331/3561] Completed FVCB in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-19T20:22:44.921288] [INFO ] [sig       ] [1332/3561] Forecasting FWONA...
[2025-12-19T20:22:44.921318] [INFO ] [sig       ] Generating forecast for: FWONA
[2025-12-19T20:22:44.921348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2025-12-19T20:22:44.932237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2025-12-19T20:22:44.932549] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2025-12-19T20:22:44.933332] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2025-12-19T20:22:44.933384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:44.933415] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:44.933441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:44.933497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:44.989031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:44.989626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:44.989701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:44.989733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:45.109266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:45.109431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:45.109470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:45.109498] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:45.112912] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: UP (p=63.22%)
[2025-12-19T20:22:45.113177] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2025-12-19T20:22:45.113326] [INFO ] [sig       ] FWONA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:45.248780] [INFO ] [LOCAL     ] Saved forecast: FWONA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FWONA.txt
[2025-12-19T20:22:45.248889] [INFO ] [sig       ] [1332/3561] Completed FWONA in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-19T20:22:45.248927] [INFO ] [sig       ] [1333/3561] Forecasting FWONK...
[2025-12-19T20:22:45.248957] [INFO ] [sig       ] Generating forecast for: FWONK
[2025-12-19T20:22:45.248986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2025-12-19T20:22:45.260105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2025-12-19T20:22:45.260471] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2025-12-19T20:22:45.261244] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2025-12-19T20:22:45.261294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:45.261325] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:45.261352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:45.261408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:45.318403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:45.319090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:45.319168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:45.319200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:45.436290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:45.436434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:45.436471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:45.436499] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:45.439784] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: UP (p=89.65%)
[2025-12-19T20:22:45.440050] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2025-12-19T20:22:45.440168] [INFO ] [sig       ] FWONK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:45.575052] [INFO ] [LOCAL     ] Saved forecast: FWONK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/FWONK.txt
[2025-12-19T20:22:45.575174] [INFO ] [sig       ] [1333/3561] Completed FWONK in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-19T20:22:45.575211] [INFO ] [sig       ] [1334/3561] Forecasting FWRD...
[2025-12-19T20:22:45.575241] [INFO ] [sig       ] Generating forecast for: FWRD
[2025-12-19T20:22:45.575271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2025-12-19T20:22:45.587617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2025-12-19T20:22:45.588025] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2025-12-19T20:22:45.588872] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2025-12-19T20:22:45.588923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:45.588956] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:45.588982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:45.589045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:45.645831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:45.646806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:45.646893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:45.646925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:45.770154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:45.770321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:45.770380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:45.770409] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:45.773771] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: DOWN (p=15.65%)
[2025-12-19T20:22:45.774038] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2025-12-19T20:22:45.774159] [INFO ] [sig       ] FWRD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:45.910790] [INFO ] [LOCAL     ] Saved forecast: FWRD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FWRD.txt
[2025-12-19T20:22:45.910921] [INFO ] [sig       ] [1334/3561] Completed FWRD in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-19T20:22:45.910959] [INFO ] [sig       ] [1335/3561] Forecasting FWRG...
[2025-12-19T20:22:45.910988] [INFO ] [sig       ] Generating forecast for: FWRG
[2025-12-19T20:22:45.911017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2025-12-19T20:22:45.922317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2025-12-19T20:22:45.922661] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2025-12-19T20:22:45.923419] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2025-12-19T20:22:45.923481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:45.923519] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:45.923546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:45.923630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:45.978640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:45.979314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:45.979397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:45.979430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:46.100865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:46.101015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:46.101056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:46.101085] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:46.105217] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: DOWN (p=10.88%)
[2025-12-19T20:22:46.105632] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2025-12-19T20:22:46.105844] [INFO ] [sig       ] FWRG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:46.264063] [INFO ] [LOCAL     ] Saved forecast: FWRG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FWRG.txt
[2025-12-19T20:22:46.264206] [INFO ] [sig       ] [1335/3561] Completed FWRG in 0.4s | 2.89 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-19T20:22:46.264250] [INFO ] [sig       ] [1336/3561] Forecasting FYC...
[2025-12-19T20:22:46.264281] [INFO ] [sig       ] Generating forecast for: FYC
[2025-12-19T20:22:46.264312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2025-12-19T20:22:46.275393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2025-12-19T20:22:46.275741] [INFO ] [FORECASTER] Starting predict_future for FYC
[2025-12-19T20:22:46.276502] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2025-12-19T20:22:46.276553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:46.276609] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:46.276641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:46.276696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:46.332125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:46.332768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:46.332862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:46.332895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:46.456891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:46.457045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:46.457084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:46.457114] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:46.464714] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: DOWN (p=25.66%)
[2025-12-19T20:22:46.465015] [INFO ] [FORECASTER] Completed predict_future for FYC
[2025-12-19T20:22:46.465142] [INFO ] [sig       ] FYC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:46.604346] [INFO ] [LOCAL     ] Saved forecast: FYC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FYC.txt
[2025-12-19T20:22:46.604475] [INFO ] [sig       ] [1336/3561] Completed FYC in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-19T20:22:46.604514] [INFO ] [sig       ] [1337/3561] Forecasting FYX...
[2025-12-19T20:22:46.604544] [INFO ] [sig       ] Generating forecast for: FYX
[2025-12-19T20:22:46.604591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2025-12-19T20:22:46.616382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2025-12-19T20:22:46.616732] [INFO ] [FORECASTER] Starting predict_future for FYX
[2025-12-19T20:22:46.617475] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2025-12-19T20:22:46.617525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:46.617557] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:46.617606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:46.617663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:46.674394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:46.675048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:46.675127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:46.675159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:46.797188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:46.797351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:46.797391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:46.797421] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:46.800875] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: DOWN (p=40.38%)
[2025-12-19T20:22:46.801148] [INFO ] [FORECASTER] Completed predict_future for FYX
[2025-12-19T20:22:46.801273] [INFO ] [sig       ] FYX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:46.943485] [INFO ] [LOCAL     ] Saved forecast: FYX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/FYX.txt
[2025-12-19T20:22:46.943631] [INFO ] [sig       ] [1337/3561] Completed FYX in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-19T20:22:46.943673] [INFO ] [sig       ] [1338/3561] Forecasting G...
[2025-12-19T20:22:46.943702] [INFO ] [sig       ] Generating forecast for: G
[2025-12-19T20:22:46.943732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-12-19T20:22:46.955104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2025-12-19T20:22:46.955448] [INFO ] [FORECASTER] Starting predict_future for G
[2025-12-19T20:22:46.956235] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-12-19T20:22:46.956287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:46.956318] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:46.956358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:46.956415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:47.011477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:47.012180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:47.012258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:47.012290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:47.135355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:47.135510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:47.135550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:47.135596] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:47.138926] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: UP (p=81.86%)
[2025-12-19T20:22:47.139190] [INFO ] [FORECASTER] Completed predict_future for G
[2025-12-19T20:22:47.139309] [INFO ] [sig       ] G: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:47.277586] [INFO ] [LOCAL     ] Saved forecast: G	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/G.txt
[2025-12-19T20:22:47.277711] [INFO ] [sig       ] [1338/3561] Completed G in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-19T20:22:47.277750] [INFO ] [sig       ] [1339/3561] Forecasting GAB...
[2025-12-19T20:22:47.277778] [INFO ] [sig       ] Generating forecast for: GAB
[2025-12-19T20:22:47.277809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-12-19T20:22:47.290219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2025-12-19T20:22:47.290540] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-12-19T20:22:47.291296] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-12-19T20:22:47.291371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:47.291404] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:47.291431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:47.291695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:47.348624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:47.349219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:47.349297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:47.349329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:47.471651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:47.471803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:47.471843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:47.471871] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:47.475203] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: DOWN (p=1.65%)
[2025-12-19T20:22:47.475473] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-12-19T20:22:47.475611] [INFO ] [sig       ] GAB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:47.617165] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GAB.txt
[2025-12-19T20:22:47.617290] [INFO ] [sig       ] [1339/3561] Completed GAB in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-19T20:22:47.617328] [INFO ] [sig       ] [1340/3561] Forecasting GABC...
[2025-12-19T20:22:47.617358] [INFO ] [sig       ] Generating forecast for: GABC
[2025-12-19T20:22:47.617387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2025-12-19T20:22:47.628799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2025-12-19T20:22:47.629167] [INFO ] [FORECASTER] Starting predict_future for GABC
[2025-12-19T20:22:47.629977] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2025-12-19T20:22:47.630028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:47.630061] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:47.630088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:47.630145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:47.688106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:47.688888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:47.688969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:47.689002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:47.807594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:47.807754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:47.807794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:47.807821] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:47.811180] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: DOWN (p=7.88%)
[2025-12-19T20:22:47.811448] [INFO ] [FORECASTER] Completed predict_future for GABC
[2025-12-19T20:22:47.811587] [INFO ] [sig       ] GABC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:47.955362] [INFO ] [LOCAL     ] Saved forecast: GABC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GABC.txt
[2025-12-19T20:22:47.955722] [INFO ] [sig       ] [1340/3561] Completed GABC in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-19T20:22:47.955762] [INFO ] [sig       ] [1341/3561] Forecasting GAIA...
[2025-12-19T20:22:47.955793] [INFO ] [sig       ] Generating forecast for: GAIA
[2025-12-19T20:22:47.955822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2025-12-19T20:22:47.967829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2025-12-19T20:22:47.968176] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2025-12-19T20:22:47.968989] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2025-12-19T20:22:47.969042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:47.969074] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:47.969101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:47.969158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:48.025153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:48.025782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:48.025859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:48.025891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:48.144910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:48.145072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:48.145113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:48.145140] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:48.148557] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: DOWN (p=41.48%)
[2025-12-19T20:22:48.148863] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2025-12-19T20:22:48.148986] [INFO ] [sig       ] GAIA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:48.284611] [INFO ] [LOCAL     ] Saved forecast: GAIA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GAIA.txt
[2025-12-19T20:22:48.284735] [INFO ] [sig       ] [1341/3561] Completed GAIA in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-19T20:22:48.284782] [INFO ] [sig       ] [1342/3561] Forecasting GAIN...
[2025-12-19T20:22:48.284824] [INFO ] [sig       ] Generating forecast for: GAIN
[2025-12-19T20:22:48.284867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2025-12-19T20:22:48.296034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2025-12-19T20:22:48.296365] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2025-12-19T20:22:48.297132] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2025-12-19T20:22:48.297183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:48.297214] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:48.297241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:48.297296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:48.353989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:48.354635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:48.354712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:48.354745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:48.474069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:48.474223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:48.474294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:48.474327] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:48.478943] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: DOWN (p=23.69%)
[2025-12-19T20:22:48.479218] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2025-12-19T20:22:48.479352] [INFO ] [sig       ] GAIN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:48.617714] [INFO ] [LOCAL     ] Saved forecast: GAIN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GAIN.txt
[2025-12-19T20:22:48.617847] [INFO ] [sig       ] [1342/3561] Completed GAIN in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-19T20:22:48.617887] [INFO ] [sig       ] [1343/3561] Forecasting GAM...
[2025-12-19T20:22:48.617916] [INFO ] [sig       ] Generating forecast for: GAM
[2025-12-19T20:22:48.617946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-12-19T20:22:48.628696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2025-12-19T20:22:48.629060] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-12-19T20:22:48.629855] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-12-19T20:22:48.629906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:48.629939] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:48.629967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:48.630024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:48.687059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:48.687779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:48.687861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:48.687893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:48.805566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:48.805728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:48.805792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:48.805826] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:48.809120] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: DOWN (p=22.91%)
[2025-12-19T20:22:48.809420] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-12-19T20:22:48.809541] [INFO ] [sig       ] GAM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:48.962849] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GAM.txt
[2025-12-19T20:22:48.963045] [INFO ] [sig       ] [1343/3561] Completed GAM in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-19T20:22:48.963085] [INFO ] [sig       ] [1344/3561] Forecasting GAMB...
[2025-12-19T20:22:48.963116] [INFO ] [sig       ] Generating forecast for: GAMB
[2025-12-19T20:22:48.963145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2025-12-19T20:22:48.974911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2025-12-19T20:22:48.975293] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2025-12-19T20:22:48.976100] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2025-12-19T20:22:48.976153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:48.976186] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:48.976214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:48.976271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:49.030674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:49.031525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:49.031622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:49.031656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:49.152788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:49.152949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:49.152989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:49.153018] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:49.156543] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: UP (p=63.35%)
[2025-12-19T20:22:49.156837] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2025-12-19T20:22:49.156962] [INFO ] [sig       ] GAMB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:49.296226] [INFO ] [LOCAL     ] Saved forecast: GAMB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GAMB.txt
[2025-12-19T20:22:49.296380] [INFO ] [sig       ] [1344/3561] Completed GAMB in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-19T20:22:49.296420] [INFO ] [sig       ] [1345/3561] Forecasting GANX...
[2025-12-19T20:22:49.296450] [INFO ] [sig       ] Generating forecast for: GANX
[2025-12-19T20:22:49.296480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2025-12-19T20:22:49.307747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2025-12-19T20:22:49.308117] [INFO ] [FORECASTER] Starting predict_future for GANX
[2025-12-19T20:22:49.308924] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2025-12-19T20:22:49.308975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:49.309006] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:49.309032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:49.309087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:49.365093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:49.365966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:49.366050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:49.366084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:49.488623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:49.488804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:49.488844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:49.488889] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:49.492251] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: UP (p=60.69%)
[2025-12-19T20:22:49.492563] [INFO ] [FORECASTER] Completed predict_future for GANX
[2025-12-19T20:22:49.492718] [INFO ] [sig       ] GANX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:49.634807] [INFO ] [LOCAL     ] Saved forecast: GANX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GANX.txt
[2025-12-19T20:22:49.634979] [INFO ] [sig       ] [1345/3561] Completed GANX in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-19T20:22:49.635021] [INFO ] [sig       ] [1346/3561] Forecasting GASS...
[2025-12-19T20:22:49.635079] [INFO ] [sig       ] Generating forecast for: GASS
[2025-12-19T20:22:49.635112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2025-12-19T20:22:49.646645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2025-12-19T20:22:49.647034] [INFO ] [FORECASTER] Starting predict_future for GASS
[2025-12-19T20:22:49.648025] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2025-12-19T20:22:49.648086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:49.648118] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:49.648145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:49.648201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:49.705411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:49.706292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:49.706375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:49.706409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:49.826836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:49.826993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:49.827032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:49.827062] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:49.830465] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: UP (p=76.47%)
[2025-12-19T20:22:49.830759] [INFO ] [FORECASTER] Completed predict_future for GASS
[2025-12-19T20:22:49.830884] [INFO ] [sig       ] GASS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:49.972504] [INFO ] [LOCAL     ] Saved forecast: GASS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GASS.txt
[2025-12-19T20:22:49.972677] [INFO ] [sig       ] [1346/3561] Completed GASS in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-19T20:22:49.972720] [INFO ] [sig       ] [1347/3561] Forecasting GATX...
[2025-12-19T20:22:49.972749] [INFO ] [sig       ] Generating forecast for: GATX
[2025-12-19T20:22:49.972780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-12-19T20:22:49.985140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2025-12-19T20:22:49.985560] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-12-19T20:22:49.986400] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-12-19T20:22:49.986454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:49.986487] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:49.986515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:49.986589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:50.044969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:50.045874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:50.045961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:50.045996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:50.170034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:50.170188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:50.170229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:50.170259] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:50.173703] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: UP (p=65.19%)
[2025-12-19T20:22:50.174005] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-12-19T20:22:50.174136] [INFO ] [sig       ] GATX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:50.309352] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GATX.txt
[2025-12-19T20:22:50.309482] [INFO ] [sig       ] [1347/3561] Completed GATX in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-19T20:22:50.309520] [INFO ] [sig       ] [1348/3561] Forecasting GAUZ...
[2025-12-19T20:22:50.309550] [INFO ] [sig       ] Generating forecast for: GAUZ
[2025-12-19T20:22:50.309596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'.
[2025-12-19T20:22:50.320378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'.
[2025-12-19T20:22:50.320752] [INFO ] [FORECASTER] Starting predict_future for GAUZ
[2025-12-19T20:22:50.321511] [DEBUG] [LOCAL     ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt
[2025-12-19T20:22:50.321562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:50.321622] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:50.321651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:50.321708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:50.376289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:50.376968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:50.377046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:50.377078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:50.494358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:50.494511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:50.494548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:50.494593] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:50.497901] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=5.47%)
[2025-12-19T20:22:50.498169] [INFO ] [FORECASTER] Completed predict_future for GAUZ
[2025-12-19T20:22:50.498289] [INFO ] [sig       ] GAUZ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:50.636321] [INFO ] [LOCAL     ] Saved forecast: GAUZ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GAUZ.txt
[2025-12-19T20:22:50.636484] [INFO ] [sig       ] [1348/3561] Completed GAUZ in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-19T20:22:50.636523] [INFO ] [sig       ] [1349/3561] Forecasting GBAB...
[2025-12-19T20:22:50.636553] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-12-19T20:22:50.636603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-12-19T20:22:50.648403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2025-12-19T20:22:50.648874] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-12-19T20:22:50.649723] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-12-19T20:22:50.649778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:50.649812] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:50.649840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:50.649950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:50.706150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:50.706993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:50.707078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:50.707112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:50.830008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:50.830168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:50.830207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:50.830238] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:50.833711] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-12-19T20:22:50.834019] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-12-19T20:22:50.834155] [INFO ] [sig       ] GBAB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:50.972697] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GBAB.txt
[2025-12-19T20:22:50.972837] [INFO ] [sig       ] [1349/3561] Completed GBAB in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-19T20:22:50.972877] [INFO ] [sig       ] [1350/3561] Forecasting GBCI...
[2025-12-19T20:22:50.972907] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-12-19T20:22:50.972937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-12-19T20:22:50.984014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2025-12-19T20:22:50.984404] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-12-19T20:22:50.985242] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-12-19T20:22:50.985296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:50.985329] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:50.985357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:50.985415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:51.043022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:51.043922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:51.044009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:51.044043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:51.163683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:51.163845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:51.163885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:51.163917] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:51.167339] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=11.38%)
[2025-12-19T20:22:51.167654] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-12-19T20:22:51.167787] [INFO ] [sig       ] GBCI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:51.310551] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GBCI.txt
[2025-12-19T20:22:51.310727] [INFO ] [sig       ] [1350/3561] Completed GBCI in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-19T20:22:51.310773] [INFO ] [sig       ] [1351/3561] Forecasting GBDC...
[2025-12-19T20:22:51.310804] [INFO ] [sig       ] Generating forecast for: GBDC
[2025-12-19T20:22:51.310834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2025-12-19T20:22:51.322400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2025-12-19T20:22:51.322804] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2025-12-19T20:22:51.323627] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2025-12-19T20:22:51.323692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:51.323726] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:51.323754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:51.323813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:51.379818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:51.380760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:51.380854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:51.380887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:51.498403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:51.498564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:51.498627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:51.498660] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:51.502303] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: UP (p=90.39%)
[2025-12-19T20:22:51.502643] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2025-12-19T20:22:51.502781] [INFO ] [sig       ] GBDC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:51.642455] [INFO ] [LOCAL     ] Saved forecast: GBDC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GBDC.txt
[2025-12-19T20:22:51.642623] [INFO ] [sig       ] [1351/3561] Completed GBDC in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-19T20:22:51.642665] [INFO ] [sig       ] [1352/3561] Forecasting GBIO...
[2025-12-19T20:22:51.642694] [INFO ] [sig       ] Generating forecast for: GBIO
[2025-12-19T20:22:51.642724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-12-19T20:22:51.653863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-12-19T20:22:51.654221] [INFO ] [FORECASTER] Starting predict_future for GBIO
[2025-12-19T20:22:51.655063] [DEBUG] [LOCAL     ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt
[2025-12-19T20:22:51.655117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:51.655151] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:51.655180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:51.655239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:51.710990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:51.711669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:51.711749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:51.711783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:51.824892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:51.825040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:51.825078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:51.825106] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:51.828479] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: DOWN (p=17.70%)
[2025-12-19T20:22:51.828859] [INFO ] [FORECASTER] Completed predict_future for GBIO
[2025-12-19T20:22:51.829014] [INFO ] [sig       ] GBIO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:51.967556] [INFO ] [LOCAL     ] Saved forecast: GBIO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GBIO.txt
[2025-12-19T20:22:51.967728] [INFO ] [sig       ] [1352/3561] Completed GBIO in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-19T20:22:51.967769] [INFO ] [sig       ] [1353/3561] Forecasting GBTG...
[2025-12-19T20:22:51.967798] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-12-19T20:22:51.967828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-12-19T20:22:51.978922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2025-12-19T20:22:51.979322] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-12-19T20:22:51.980203] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-12-19T20:22:51.980257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:51.980289] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:51.980317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:51.980376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:52.036218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:52.037051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:52.037132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:52.037164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:52.162086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:52.162245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:52.162287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:52.162315] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:52.166188] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: DOWN (p=45.31%)
[2025-12-19T20:22:52.166474] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-12-19T20:22:52.166806] [INFO ] [sig       ] GBTG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:52.305726] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GBTG.txt
[2025-12-19T20:22:52.305907] [INFO ] [sig       ] [1353/3561] Completed GBTG in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-19T20:22:52.305947] [INFO ] [sig       ] [1354/3561] Forecasting GBX...
[2025-12-19T20:22:52.305977] [INFO ] [sig       ] Generating forecast for: GBX
[2025-12-19T20:22:52.306007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-12-19T20:22:52.319913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2025-12-19T20:22:52.320365] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-12-19T20:22:52.321415] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-12-19T20:22:52.321480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:52.321525] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:52.321564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:52.321665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:52.389510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:52.390360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:52.390441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:52.390474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:52.500728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:52.500888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:52.500928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:52.500956] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:52.504341] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=0.36%)
[2025-12-19T20:22:52.504636] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-12-19T20:22:52.504763] [INFO ] [sig       ] GBX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:52.641413] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GBX.txt
[2025-12-19T20:22:52.641594] [INFO ] [sig       ] [1354/3561] Completed GBX in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-19T20:22:52.641638] [INFO ] [sig       ] [1355/3561] Forecasting GCBC...
[2025-12-19T20:22:52.641669] [INFO ] [sig       ] Generating forecast for: GCBC
[2025-12-19T20:22:52.641699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-12-19T20:22:52.652689] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GCBC'.
[2025-12-19T20:22:52.653094] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2025-12-19T20:22:52.653872] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2025-12-19T20:22:52.653923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:52.653955] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:52.653982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:52.654038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:52.708862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:52.709710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:52.709794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:52.709827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:52.817146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:52.817301] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-19T20:22:52.817339] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:52.817370] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:52.820747] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-12-19T20:22:52.821016] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2025-12-19T20:22:52.821139] [INFO ] [sig       ] GCBC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:52.955740] [INFO ] [LOCAL     ] Saved forecast: GCBC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GCBC.txt
[2025-12-19T20:22:52.955872] [INFO ] [sig       ] [1355/3561] Completed GCBC in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-19T20:22:52.955911] [INFO ] [sig       ] [1356/3561] Forecasting GCMG...
[2025-12-19T20:22:52.955941] [INFO ] [sig       ] Generating forecast for: GCMG
[2025-12-19T20:22:52.955971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2025-12-19T20:22:52.968078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2025-12-19T20:22:52.968532] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2025-12-19T20:22:52.969372] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2025-12-19T20:22:52.969427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:52.969462] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:52.969489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:52.969545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:53.026791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:53.027714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:53.027803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:53.027837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:53.150413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:53.150595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:53.150637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:53.150667] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:53.154195] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: DOWN (p=19.30%)
[2025-12-19T20:22:53.154523] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2025-12-19T20:22:53.154680] [INFO ] [sig       ] GCMG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:53.296783] [INFO ] [LOCAL     ] Saved forecast: GCMG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GCMG.txt
[2025-12-19T20:22:53.296942] [INFO ] [sig       ] [1356/3561] Completed GCMG in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-19T20:22:53.296982] [INFO ] [sig       ] [1357/3561] Forecasting GCO...
[2025-12-19T20:22:53.297014] [INFO ] [sig       ] Generating forecast for: GCO
[2025-12-19T20:22:53.297044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-12-19T20:22:53.308409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2025-12-19T20:22:53.308797] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-12-19T20:22:53.309548] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-12-19T20:22:53.309616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:53.309650] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:53.309677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:53.309733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:53.364811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:53.365429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:53.365507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:53.365540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:53.483946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:53.484105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:53.484143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:53.484172] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:53.487452] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=81.89%)
[2025-12-19T20:22:53.487771] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-12-19T20:22:53.487893] [INFO ] [sig       ] GCO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:53.625070] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GCO.txt
[2025-12-19T20:22:53.625222] [INFO ] [sig       ] [1357/3561] Completed GCO in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-19T20:22:53.625260] [INFO ] [sig       ] [1358/3561] Forecasting GD...
[2025-12-19T20:22:53.625291] [INFO ] [sig       ] Generating forecast for: GD
[2025-12-19T20:22:53.625321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-12-19T20:22:53.636675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2025-12-19T20:22:53.637040] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-12-19T20:22:53.637814] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-12-19T20:22:53.637864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:53.637895] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:53.637922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:53.637977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:53.696620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:53.697555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:53.697657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:53.697691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:53.820160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:53.820354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:53.820416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:53.820459] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:53.824503] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=53.36%)
[2025-12-19T20:22:53.824844] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-12-19T20:22:53.825002] [INFO ] [sig       ] GD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:53.966953] [INFO ] [LOCAL     ] Saved forecast: GD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GD.txt
[2025-12-19T20:22:53.967093] [INFO ] [sig       ] [1358/3561] Completed GD in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-19T20:22:53.967133] [INFO ] [sig       ] [1359/3561] Forecasting GDC...
[2025-12-19T20:22:53.967163] [INFO ] [sig       ] Generating forecast for: GDC
[2025-12-19T20:22:53.967193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2025-12-19T20:22:53.978452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2025-12-19T20:22:53.978887] [INFO ] [FORECASTER] Starting predict_future for GDC
[2025-12-19T20:22:53.979665] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2025-12-19T20:22:53.979715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:53.979746] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:53.979771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:53.979827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:54.034708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:54.035529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:54.035629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:54.035663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:54.158419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:54.158594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:54.158634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:54.158663] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:54.162123] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: UP (p=50.22%)
[2025-12-19T20:22:54.162398] [INFO ] [FORECASTER] Completed predict_future for GDC
[2025-12-19T20:22:54.162522] [INFO ] [sig       ] GDC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:54.299352] [INFO ] [LOCAL     ] Saved forecast: GDC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GDC.txt
[2025-12-19T20:22:54.299501] [INFO ] [sig       ] [1359/3561] Completed GDC in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-19T20:22:54.299542] [INFO ] [sig       ] [1360/3561] Forecasting GDDY...
[2025-12-19T20:22:54.299588] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-12-19T20:22:54.299624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-12-19T20:22:54.311170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2025-12-19T20:22:54.311491] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-12-19T20:22:54.312282] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-12-19T20:22:54.312335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:54.312369] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:54.312399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:54.312458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:54.369268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:54.369907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:54.369986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:54.370019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:54.494629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:54.494772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:54.494810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:54.494839] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:54.498108] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=88.04%)
[2025-12-19T20:22:54.498370] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-12-19T20:22:54.498492] [INFO ] [sig       ] GDDY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:54.637378] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GDDY.txt
[2025-12-19T20:22:54.637513] [INFO ] [sig       ] [1360/3561] Completed GDDY in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-19T20:22:54.637553] [INFO ] [sig       ] [1361/3561] Forecasting GDEN...
[2025-12-19T20:22:54.637598] [INFO ] [sig       ] Generating forecast for: GDEN
[2025-12-19T20:22:54.637630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2025-12-19T20:22:54.649095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2025-12-19T20:22:54.649445] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2025-12-19T20:22:54.650218] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2025-12-19T20:22:54.650270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:54.650301] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:54.650326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:54.650380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:54.705144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:54.705820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:54.705897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:54.705929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:54.825190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:54.825344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:54.825383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:54.825410] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:54.828740] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: DOWN (p=41.65%)
[2025-12-19T20:22:54.829004] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2025-12-19T20:22:54.829124] [INFO ] [sig       ] GDEN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:54.964288] [INFO ] [LOCAL     ] Saved forecast: GDEN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GDEN.txt
[2025-12-19T20:22:54.964424] [INFO ] [sig       ] [1361/3561] Completed GDEN in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-19T20:22:54.964464] [INFO ] [sig       ] [1362/3561] Forecasting GDRX...
[2025-12-19T20:22:54.964493] [INFO ] [sig       ] Generating forecast for: GDRX
[2025-12-19T20:22:54.964523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2025-12-19T20:22:54.975394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2025-12-19T20:22:54.975739] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2025-12-19T20:22:54.976482] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2025-12-19T20:22:54.976532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:54.976599] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:54.976630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:54.976687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:55.032256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:55.033004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:55.033085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:55.033119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:55.155904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:55.156109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:55.156173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:55.156217] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:55.161146] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: DOWN (p=25.61%)
[2025-12-19T20:22:55.161620] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2025-12-19T20:22:55.161809] [INFO ] [sig       ] GDRX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:55.307300] [INFO ] [LOCAL     ] Saved forecast: GDRX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GDRX.txt
[2025-12-19T20:22:55.307457] [INFO ] [sig       ] [1362/3561] Completed GDRX in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-19T20:22:55.307529] [INFO ] [sig       ] [1363/3561] Forecasting GDS...
[2025-12-19T20:22:55.307560] [INFO ] [sig       ] Generating forecast for: GDS
[2025-12-19T20:22:55.307608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2025-12-19T20:22:55.319266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2025-12-19T20:22:55.319657] [INFO ] [FORECASTER] Starting predict_future for GDS
[2025-12-19T20:22:55.320440] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2025-12-19T20:22:55.320493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:55.320526] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:55.320554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:55.320635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:55.377440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:55.378317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:55.378400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:55.378433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:55.520053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:55.520234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:55.520278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:55.520306] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:55.524728] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: DOWN (p=0.28%)
[2025-12-19T20:22:55.525233] [INFO ] [FORECASTER] Completed predict_future for GDS
[2025-12-19T20:22:55.525434] [INFO ] [sig       ] GDS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:55.664413] [INFO ] [LOCAL     ] Saved forecast: GDS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GDS.txt
[2025-12-19T20:22:55.664556] [INFO ] [sig       ] [1363/3561] Completed GDS in 0.4s | 2.89 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-19T20:22:55.664614] [INFO ] [sig       ] [1364/3561] Forecasting GDYN...
[2025-12-19T20:22:55.664644] [INFO ] [sig       ] Generating forecast for: GDYN
[2025-12-19T20:22:55.664673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2025-12-19T20:22:55.679098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2025-12-19T20:22:55.679468] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2025-12-19T20:22:55.680288] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2025-12-19T20:22:55.680348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:55.680387] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:55.680421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:55.680494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:55.745733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:55.746707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:55.746801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:55.746838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:55.871150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:55.871301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:55.871339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:55.871366] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:55.874678] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-12-19T20:22:55.874943] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2025-12-19T20:22:55.875061] [INFO ] [sig       ] GDYN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:56.010400] [INFO ] [LOCAL     ] Saved forecast: GDYN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GDYN.txt
[2025-12-19T20:22:56.010540] [INFO ] [sig       ] [1364/3561] Completed GDYN in 0.3s | 2.89 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-19T20:22:56.010597] [INFO ] [sig       ] [1365/3561] Forecasting GE...
[2025-12-19T20:22:56.010629] [INFO ] [sig       ] Generating forecast for: GE
[2025-12-19T20:22:56.010659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-12-19T20:22:56.022188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2025-12-19T20:22:56.022522] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-12-19T20:22:56.023281] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-12-19T20:22:56.023331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:56.023363] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:56.023390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:56.023446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:56.078437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:56.079118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:56.079196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:56.079228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:56.198548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:56.198745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:56.198786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:56.198814] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:56.202225] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-12-19T20:22:56.202535] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-12-19T20:22:56.202688] [INFO ] [sig       ] GE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:56.340702] [INFO ] [LOCAL     ] Saved forecast: GE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GE.txt
[2025-12-19T20:22:56.340830] [INFO ] [sig       ] [1365/3561] Completed GE in 0.3s | 2.89 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-19T20:22:56.340875] [INFO ] [sig       ] [1366/3561] Forecasting GECC...
[2025-12-19T20:22:56.340905] [INFO ] [sig       ] Generating forecast for: GECC
[2025-12-19T20:22:56.340935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2025-12-19T20:22:56.351951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2025-12-19T20:22:56.352297] [INFO ] [FORECASTER] Starting predict_future for GECC
[2025-12-19T20:22:56.353184] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2025-12-19T20:22:56.353245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:56.353287] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:56.353352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:56.353433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:56.414666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:56.415507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:56.415612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:56.415648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:56.540472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:56.540642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:56.540685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:56.540713] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:56.544084] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: DOWN (p=37.40%)
[2025-12-19T20:22:56.544359] [INFO ] [FORECASTER] Completed predict_future for GECC
[2025-12-19T20:22:56.544483] [INFO ] [sig       ] GECC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:56.681010] [INFO ] [LOCAL     ] Saved forecast: GECC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GECC.txt
[2025-12-19T20:22:56.681139] [INFO ] [sig       ] [1366/3561] Completed GECC in 0.3s | 2.89 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-19T20:22:56.681176] [INFO ] [sig       ] [1367/3561] Forecasting GEF...
[2025-12-19T20:22:56.681206] [INFO ] [sig       ] Generating forecast for: GEF
[2025-12-19T20:22:56.681237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-12-19T20:22:56.692495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2025-12-19T20:22:56.692861] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-12-19T20:22:56.693672] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-12-19T20:22:56.693725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:56.693766] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:56.693804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:56.693862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:56.751190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:56.752073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:56.752157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:56.752190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:56.870999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:56.871154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:56.871193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:56.871222] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:56.874663] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=30.04%)
[2025-12-19T20:22:56.874935] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-12-19T20:22:56.875072] [INFO ] [sig       ] GEF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:57.012969] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GEF.txt
[2025-12-19T20:22:57.013122] [INFO ] [sig       ] [1367/3561] Completed GEF in 0.3s | 2.89 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-19T20:22:57.013162] [INFO ] [sig       ] [1368/3561] Forecasting GEHC...
[2025-12-19T20:22:57.013192] [INFO ] [sig       ] Generating forecast for: GEHC
[2025-12-19T20:22:57.013221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2025-12-19T20:22:57.024901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2025-12-19T20:22:57.025284] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2025-12-19T20:22:57.026148] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2025-12-19T20:22:57.026200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:57.026231] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:57.026259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:57.026317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:57.084009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:57.084884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:57.084967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:57.085000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:57.214430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:57.214874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:57.214936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:57.214976] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:57.219867] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: UP (p=96.29%)
[2025-12-19T20:22:57.220301] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2025-12-19T20:22:57.220487] [INFO ] [sig       ] GEHC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:57.373456] [INFO ] [LOCAL     ] Saved forecast: GEHC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GEHC.txt
[2025-12-19T20:22:57.373602] [INFO ] [sig       ] [1368/3561] Completed GEHC in 0.4s | 2.89 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-19T20:22:57.373643] [INFO ] [sig       ] [1369/3561] Forecasting GEL...
[2025-12-19T20:22:57.373673] [INFO ] [sig       ] Generating forecast for: GEL
[2025-12-19T20:22:57.373702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-12-19T20:22:57.385230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2025-12-19T20:22:57.385591] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-12-19T20:22:57.386343] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-12-19T20:22:57.386393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:57.386425] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:57.386451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:57.386507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:57.441529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:57.442260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:57.442340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:57.442373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:57.563374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:57.563533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:57.563586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:57.563633] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:57.566939] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: UP (p=85.60%)
[2025-12-19T20:22:57.567203] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-12-19T20:22:57.567320] [INFO ] [sig       ] GEL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:57.703656] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GEL.txt
[2025-12-19T20:22:57.703788] [INFO ] [sig       ] [1369/3561] Completed GEL in 0.3s | 2.89 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-19T20:22:57.703827] [INFO ] [sig       ] [1370/3561] Forecasting GEN...
[2025-12-19T20:22:57.703856] [INFO ] [sig       ] Generating forecast for: GEN
[2025-12-19T20:22:57.703886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2025-12-19T20:22:57.715294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2025-12-19T20:22:57.715669] [INFO ] [FORECASTER] Starting predict_future for GEN
[2025-12-19T20:22:57.716409] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2025-12-19T20:22:57.716459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:57.716490] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:57.716516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:57.716589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:57.771158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:57.771828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:57.771904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:57.771937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:57.890902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:57.891072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:57.891111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:57.891139] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:57.894706] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: UP (p=51.52%)
[2025-12-19T20:22:57.895024] [INFO ] [FORECASTER] Completed predict_future for GEN
[2025-12-19T20:22:57.895161] [INFO ] [sig       ] GEN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:22:58.038422] [INFO ] [LOCAL     ] Saved forecast: GEN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GEN.txt
[2025-12-19T20:22:58.038609] [INFO ] [sig       ] [1370/3561] Completed GEN in 0.3s | 2.89 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-19T20:22:58.038655] [INFO ] [sig       ] [1371/3561] Forecasting GENI...
[2025-12-19T20:22:58.038713] [INFO ] [sig       ] Generating forecast for: GENI
[2025-12-19T20:22:58.038745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-12-19T20:22:58.054247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2025-12-19T20:22:58.054772] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-12-19T20:22:58.055962] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-12-19T20:22:58.056034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:58.056092] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:58.056138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:58.056231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:58.139656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:58.140857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:58.140994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:58.141046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:58.303362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:58.303565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:58.303644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:58.303685] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:58.308762] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: DOWN (p=27.94%)
[2025-12-19T20:22:58.309281] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-12-19T20:22:58.309484] [INFO ] [sig       ] GENI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:58.510312] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GENI.txt
[2025-12-19T20:22:58.510518] [INFO ] [sig       ] [1371/3561] Completed GENI in 0.5s | 2.89 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-19T20:22:58.510604] [INFO ] [sig       ] [1372/3561] Forecasting GENK...
[2025-12-19T20:22:58.510662] [INFO ] [sig       ] Generating forecast for: GENK
[2025-12-19T20:22:58.510731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2025-12-19T20:22:58.534949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2025-12-19T20:22:58.535518] [INFO ] [FORECASTER] Starting predict_future for GENK
[2025-12-19T20:22:58.536903] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2025-12-19T20:22:58.536994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:58.537048] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:58.537092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:58.537182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:58.629684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:58.630973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:58.631129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:58.631187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:58.795071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:58.795239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:58.795279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:58.795308] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:58.799125] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: DOWN (p=12.96%)
[2025-12-19T20:22:58.799514] [INFO ] [FORECASTER] Completed predict_future for GENK
[2025-12-19T20:22:58.799718] [INFO ] [sig       ] GENK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:58.965521] [INFO ] [LOCAL     ] Saved forecast: GENK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GENK.txt
[2025-12-19T20:22:58.965747] [INFO ] [sig       ] [1372/3561] Completed GENK in 0.5s | 2.89 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-19T20:22:58.965800] [INFO ] [sig       ] [1373/3561] Forecasting GEOS...
[2025-12-19T20:22:58.965833] [INFO ] [sig       ] Generating forecast for: GEOS
[2025-12-19T20:22:58.965867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2025-12-19T20:22:58.978862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2025-12-19T20:22:58.979311] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2025-12-19T20:22:58.980173] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2025-12-19T20:22:58.980227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:58.980260] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:58.980327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:58.980388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:59.041063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:59.041991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:59.042085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:59.042119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:59.179474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:59.179665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:59.179709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:59.179739] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:59.183523] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: DOWN (p=14.95%)
[2025-12-19T20:22:59.183874] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2025-12-19T20:22:59.184021] [INFO ] [sig       ] GEOS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:59.352952] [INFO ] [LOCAL     ] Saved forecast: GEOS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GEOS.txt
[2025-12-19T20:22:59.353110] [INFO ] [sig       ] [1373/3561] Completed GEOS in 0.4s | 2.89 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-19T20:22:59.353153] [INFO ] [sig       ] [1374/3561] Forecasting GERN...
[2025-12-19T20:22:59.353182] [INFO ] [sig       ] Generating forecast for: GERN
[2025-12-19T20:22:59.353212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2025-12-19T20:22:59.364901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2025-12-19T20:22:59.365297] [INFO ] [FORECASTER] Starting predict_future for GERN
[2025-12-19T20:22:59.366121] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2025-12-19T20:22:59.366177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:59.366211] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:59.366238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:59.366294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:59.423420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:59.424338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:59.424425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:59.424459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:59.547830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:59.547997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:59.548036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:59.548065] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:59.551619] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: DOWN (p=6.06%)
[2025-12-19T20:22:59.551946] [INFO ] [FORECASTER] Completed predict_future for GERN
[2025-12-19T20:22:59.552086] [INFO ] [sig       ] GERN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:22:59.693874] [INFO ] [LOCAL     ] Saved forecast: GERN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GERN.txt
[2025-12-19T20:22:59.694024] [INFO ] [sig       ] [1374/3561] Completed GERN in 0.3s | 2.89 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-19T20:22:59.694065] [INFO ] [sig       ] [1375/3561] Forecasting GES...
[2025-12-19T20:22:59.694095] [INFO ] [sig       ] Generating forecast for: GES
[2025-12-19T20:22:59.694125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-12-19T20:22:59.706011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GES'.
[2025-12-19T20:22:59.706401] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-12-19T20:22:59.707237] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-12-19T20:22:59.707290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:22:59.707325] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:22:59.707353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:22:59.707411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:22:59.764604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:22:59.765466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:22:59.765550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:22:59.765603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:22:59.883318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:22:59.883469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:22:59.883508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:22:59.883537] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:22:59.886884] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: UP (p=86.07%)
[2025-12-19T20:22:59.887157] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-12-19T20:22:59.887277] [INFO ] [sig       ] GES: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:00.030668] [INFO ] [LOCAL     ] Saved forecast: GES	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GES.txt
[2025-12-19T20:23:00.030824] [INFO ] [sig       ] [1375/3561] Completed GES in 0.3s | 2.89 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-19T20:23:00.030865] [INFO ] [sig       ] [1376/3561] Forecasting GEVO...
[2025-12-19T20:23:00.030895] [INFO ] [sig       ] Generating forecast for: GEVO
[2025-12-19T20:23:00.030925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2025-12-19T20:23:00.042139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2025-12-19T20:23:00.042467] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2025-12-19T20:23:00.043280] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2025-12-19T20:23:00.043333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:00.043364] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:00.043391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:00.043446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:00.103875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:00.104689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:00.104796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:00.104832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:00.229003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:00.229165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:00.229204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:00.229232] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:00.232651] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: UP (p=61.51%)
[2025-12-19T20:23:00.232958] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2025-12-19T20:23:00.233089] [INFO ] [sig       ] GEVO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:00.377295] [INFO ] [LOCAL     ] Saved forecast: GEVO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GEVO.txt
[2025-12-19T20:23:00.377431] [INFO ] [sig       ] [1376/3561] Completed GEVO in 0.3s | 2.89 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-19T20:23:00.377471] [INFO ] [sig       ] [1377/3561] Forecasting GFF...
[2025-12-19T20:23:00.377501] [INFO ] [sig       ] Generating forecast for: GFF
[2025-12-19T20:23:00.377538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-12-19T20:23:00.390061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2025-12-19T20:23:00.390437] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-12-19T20:23:00.391252] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-12-19T20:23:00.391304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:00.391336] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:00.391363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:00.391419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:00.447498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:00.448355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:00.448451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:00.448483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:00.563757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:00.563906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:00.563946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:00.563976] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:00.567496] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: UP (p=70.81%)
[2025-12-19T20:23:00.567858] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-12-19T20:23:00.567993] [INFO ] [sig       ] GFF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:00.709348] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GFF.txt
[2025-12-19T20:23:00.709520] [INFO ] [sig       ] [1377/3561] Completed GFF in 0.3s | 2.89 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-19T20:23:00.709561] [INFO ] [sig       ] [1378/3561] Forecasting GFI...
[2025-12-19T20:23:00.709614] [INFO ] [sig       ] Generating forecast for: GFI
[2025-12-19T20:23:00.709649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-12-19T20:23:00.723369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-12-19T20:23:00.723767] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-12-19T20:23:00.724613] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-12-19T20:23:00.724666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:00.724699] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:00.724726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:00.724783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:00.785071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:00.786019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:00.786112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:00.786146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:00.914097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:00.914253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:00.914290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:00.914319] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:00.917729] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: UP (p=60.93%)
[2025-12-19T20:23:00.918009] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-12-19T20:23:00.918134] [INFO ] [sig       ] GFI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:01.056338] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GFI.txt
[2025-12-19T20:23:01.056500] [INFO ] [sig       ] [1378/3561] Completed GFI in 0.3s | 2.89 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-19T20:23:01.056542] [INFO ] [sig       ] [1379/3561] Forecasting GFL...
[2025-12-19T20:23:01.056589] [INFO ] [sig       ] Generating forecast for: GFL
[2025-12-19T20:23:01.056623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-12-19T20:23:01.067853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2025-12-19T20:23:01.068205] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-12-19T20:23:01.069018] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-12-19T20:23:01.069068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:01.069099] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:01.069125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:01.069183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:01.125523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:01.126304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:01.126388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:01.126421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:01.245920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:01.246076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:01.246115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:01.246144] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:01.249477] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: UP (p=92.37%)
[2025-12-19T20:23:01.249765] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-12-19T20:23:01.249888] [INFO ] [sig       ] GFL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:01.387371] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GFL.txt
[2025-12-19T20:23:01.387534] [INFO ] [sig       ] [1379/3561] Completed GFL in 0.3s | 2.89 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-19T20:23:01.387591] [INFO ] [sig       ] [1380/3561] Forecasting GFS...
[2025-12-19T20:23:01.387624] [INFO ] [sig       ] Generating forecast for: GFS
[2025-12-19T20:23:01.387654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2025-12-19T20:23:01.398983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2025-12-19T20:23:01.399341] [INFO ] [FORECASTER] Starting predict_future for GFS
[2025-12-19T20:23:01.400112] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2025-12-19T20:23:01.400163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:01.400195] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:01.400222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:01.400278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:01.455911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:01.456709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:01.456790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:01.456822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:01.578319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:01.578499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:01.578546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:01.578609] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:01.582489] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: DOWN (p=9.58%)
[2025-12-19T20:23:01.582895] [INFO ] [FORECASTER] Completed predict_future for GFS
[2025-12-19T20:23:01.583040] [INFO ] [sig       ] GFS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:01.727663] [INFO ] [LOCAL     ] Saved forecast: GFS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GFS.txt
[2025-12-19T20:23:01.727827] [INFO ] [sig       ] [1380/3561] Completed GFS in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-19T20:23:01.727870] [INFO ] [sig       ] [1381/3561] Forecasting GGAL...
[2025-12-19T20:23:01.727899] [INFO ] [sig       ] Generating forecast for: GGAL
[2025-12-19T20:23:01.727930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2025-12-19T20:23:01.739760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2025-12-19T20:23:01.740158] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2025-12-19T20:23:01.740959] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2025-12-19T20:23:01.741009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:01.741040] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:01.741066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:01.741120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:01.798771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:01.799704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:01.799800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:01.799833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:01.927157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:01.927323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:01.927362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:01.927390] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:01.930934] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: DOWN (p=24.84%)
[2025-12-19T20:23:01.931301] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2025-12-19T20:23:01.931444] [INFO ] [sig       ] GGAL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:02.081947] [INFO ] [LOCAL     ] Saved forecast: GGAL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GGAL.txt
[2025-12-19T20:23:02.082199] [INFO ] [sig       ] [1381/3561] Completed GGAL in 0.4s | 2.89 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-19T20:23:02.082248] [INFO ] [sig       ] [1382/3561] Forecasting GGB...
[2025-12-19T20:23:02.082284] [INFO ] [sig       ] Generating forecast for: GGB
[2025-12-19T20:23:02.082323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-12-19T20:23:02.094108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2025-12-19T20:23:02.094506] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-12-19T20:23:02.095338] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-12-19T20:23:02.095391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:02.095423] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:02.095449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:02.095505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:02.152338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:02.153280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:02.153370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:02.153404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:02.288880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:02.289088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:02.289881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:02.289923] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:02.293550] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: UP (p=88.32%)
[2025-12-19T20:23:02.293905] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-12-19T20:23:02.294045] [INFO ] [sig       ] GGB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:02.443074] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GGB.txt
[2025-12-19T20:23:02.443240] [INFO ] [sig       ] [1382/3561] Completed GGB in 0.4s | 2.89 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-19T20:23:02.443282] [INFO ] [sig       ] [1383/3561] Forecasting GGG...
[2025-12-19T20:23:02.443315] [INFO ] [sig       ] Generating forecast for: GGG
[2025-12-19T20:23:02.443348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-12-19T20:23:02.455357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2025-12-19T20:23:02.455773] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-12-19T20:23:02.456565] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-12-19T20:23:02.456642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:02.456704] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:02.456735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:02.456794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:02.519649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:02.520764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:02.520856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:02.520892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:02.646772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:02.646937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:02.646979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:02.647009] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:02.650615] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: UP (p=76.94%)
[2025-12-19T20:23:02.650959] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-12-19T20:23:02.651096] [INFO ] [sig       ] GGG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:02.793798] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GGG.txt
[2025-12-19T20:23:02.793958] [INFO ] [sig       ] [1383/3561] Completed GGG in 0.4s | 2.89 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-19T20:23:02.794001] [INFO ] [sig       ] [1384/3561] Forecasting GGLL...
[2025-12-19T20:23:02.794033] [INFO ] [sig       ] Generating forecast for: GGLL
[2025-12-19T20:23:02.794065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2025-12-19T20:23:02.806090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2025-12-19T20:23:02.806474] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2025-12-19T20:23:02.807301] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2025-12-19T20:23:02.807356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:02.807390] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:02.807419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:02.807478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:02.866020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:02.866881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:02.866966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:02.867000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:02.983971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:02.984131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:02.984183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:02.984220] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:02.987623] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: DOWN (p=49.43%)
[2025-12-19T20:23:02.987916] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2025-12-19T20:23:02.988044] [INFO ] [sig       ] GGLL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:03.130304] [INFO ] [LOCAL     ] Saved forecast: GGLL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GGLL.txt
[2025-12-19T20:23:03.130452] [INFO ] [sig       ] [1384/3561] Completed GGLL in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-19T20:23:03.130494] [INFO ] [sig       ] [1385/3561] Forecasting GGLS...
[2025-12-19T20:23:03.130525] [INFO ] [sig       ] Generating forecast for: GGLS
[2025-12-19T20:23:03.130556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2025-12-19T20:23:03.142058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2025-12-19T20:23:03.142413] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2025-12-19T20:23:03.143183] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2025-12-19T20:23:03.143234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:03.143266] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:03.143293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:03.143348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:03.200670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:03.201421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:03.201502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:03.201537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:03.325442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:03.325617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:03.325658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:03.325686] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:03.329086] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: UP (p=82.77%)
[2025-12-19T20:23:03.329369] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2025-12-19T20:23:03.329496] [INFO ] [sig       ] GGLS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:03.467179] [INFO ] [LOCAL     ] Saved forecast: GGLS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GGLS.txt
[2025-12-19T20:23:03.467327] [INFO ] [sig       ] [1385/3561] Completed GGLS in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-19T20:23:03.467367] [INFO ] [sig       ] [1386/3561] Forecasting GH...
[2025-12-19T20:23:03.467397] [INFO ] [sig       ] Generating forecast for: GH
[2025-12-19T20:23:03.467428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2025-12-19T20:23:03.478794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2025-12-19T20:23:03.479178] [INFO ] [FORECASTER] Starting predict_future for GH
[2025-12-19T20:23:03.479997] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2025-12-19T20:23:03.480059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:03.480091] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:03.480117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:03.480172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:03.536430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:03.537326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:03.537413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:03.537446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:03.665458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:03.665631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:03.665671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:03.665730] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:03.669095] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: DOWN (p=14.63%)
[2025-12-19T20:23:03.669388] [INFO ] [FORECASTER] Completed predict_future for GH
[2025-12-19T20:23:03.669513] [INFO ] [sig       ] GH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:03.806874] [INFO ] [LOCAL     ] Saved forecast: GH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GH.txt
[2025-12-19T20:23:03.807029] [INFO ] [sig       ] [1386/3561] Completed GH in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-19T20:23:03.807068] [INFO ] [sig       ] [1387/3561] Forecasting GHI...
[2025-12-19T20:23:03.807099] [INFO ] [sig       ] Generating forecast for: GHI
[2025-12-19T20:23:03.807130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-12-19T20:23:03.818975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2025-12-19T20:23:03.819364] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-12-19T20:23:03.820149] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-12-19T20:23:03.820201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:03.820233] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:03.820259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:03.820315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:03.878633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:03.879547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:03.879652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:03.879687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:03.994645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:03.994803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:03.994842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:03.994870] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:03.998232] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: DOWN (p=17.70%)
[2025-12-19T20:23:03.998507] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-12-19T20:23:03.998648] [INFO ] [sig       ] GHI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:04.145946] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GHI.txt
[2025-12-19T20:23:04.146109] [INFO ] [sig       ] [1387/3561] Completed GHI in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-19T20:23:04.146165] [INFO ] [sig       ] [1388/3561] Forecasting GHM...
[2025-12-19T20:23:04.146203] [INFO ] [sig       ] Generating forecast for: GHM
[2025-12-19T20:23:04.146235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-12-19T20:23:04.157987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2025-12-19T20:23:04.158402] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-12-19T20:23:04.159242] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-12-19T20:23:04.159296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:04.159329] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:04.159358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:04.159418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:04.215561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:04.216495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:04.216609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:04.216658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:04.342013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:04.342174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:04.342215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:04.342245] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:04.345749] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: DOWN (p=29.28%)
[2025-12-19T20:23:04.346037] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-12-19T20:23:04.346165] [INFO ] [sig       ] GHM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:04.494199] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GHM.txt
[2025-12-19T20:23:04.494353] [INFO ] [sig       ] [1388/3561] Completed GHM in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-19T20:23:04.494395] [INFO ] [sig       ] [1389/3561] Forecasting GHRS...
[2025-12-19T20:23:04.494424] [INFO ] [sig       ] Generating forecast for: GHRS
[2025-12-19T20:23:04.494456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2025-12-19T20:23:04.506053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2025-12-19T20:23:04.506415] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2025-12-19T20:23:04.507189] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2025-12-19T20:23:04.507240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:04.507271] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:04.507297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:04.507352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:04.565090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:04.565946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:04.566029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:04.566063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:04.687896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:04.688057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:04.688096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:04.688123] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:04.691537] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: UP (p=62.52%)
[2025-12-19T20:23:04.691829] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2025-12-19T20:23:04.691952] [INFO ] [sig       ] GHRS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:04.836069] [INFO ] [LOCAL     ] Saved forecast: GHRS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GHRS.txt
[2025-12-19T20:23:04.836223] [INFO ] [sig       ] [1389/3561] Completed GHRS in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-19T20:23:04.836270] [INFO ] [sig       ] [1390/3561] Forecasting GHY...
[2025-12-19T20:23:04.836301] [INFO ] [sig       ] Generating forecast for: GHY
[2025-12-19T20:23:04.836331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-12-19T20:23:04.847774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2025-12-19T20:23:04.848175] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-12-19T20:23:04.849030] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-12-19T20:23:04.849084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:04.849118] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:04.849146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:04.849203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:04.907864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:04.908820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:04.908913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:04.908946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:05.030774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:05.030934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:05.030974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:05.031003] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:05.034391] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: DOWN (p=30.56%)
[2025-12-19T20:23:05.034703] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-12-19T20:23:05.034833] [INFO ] [sig       ] GHY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:05.180374] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GHY.txt
[2025-12-19T20:23:05.180546] [INFO ] [sig       ] [1390/3561] Completed GHY in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-19T20:23:05.180613] [INFO ] [sig       ] [1391/3561] Forecasting GIB...
[2025-12-19T20:23:05.180654] [INFO ] [sig       ] Generating forecast for: GIB
[2025-12-19T20:23:05.180692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-12-19T20:23:05.193362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2025-12-19T20:23:05.193810] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-12-19T20:23:05.194681] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-12-19T20:23:05.194737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:05.194770] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:05.194799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:05.194858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:05.257564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:05.258442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:05.258532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:05.258567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:05.388915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:05.389111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:05.389156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:05.389185] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:05.392818] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2025-12-19T20:23:05.393109] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-12-19T20:23:05.393270] [INFO ] [sig       ] GIB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:05.537689] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GIB.txt
[2025-12-19T20:23:05.537884] [INFO ] [sig       ] [1391/3561] Completed GIB in 0.4s | 2.89 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-19T20:23:05.537935] [INFO ] [sig       ] [1392/3561] Forecasting GIFI...
[2025-12-19T20:23:05.537965] [INFO ] [sig       ] Generating forecast for: GIFI
[2025-12-19T20:23:05.537995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'.
[2025-12-19T20:23:05.549500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIFI'.
[2025-12-19T20:23:05.549892] [INFO ] [FORECASTER] Starting predict_future for GIFI
[2025-12-19T20:23:05.550722] [DEBUG] [LOCAL     ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt
[2025-12-19T20:23:05.550776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:05.550808] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:05.550834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:05.550890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:05.611642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:05.612534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:05.612639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:05.612674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:05.733599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:05.733757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:05.733803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:05.733842] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:05.737458] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: UP (p=69.83%)
[2025-12-19T20:23:05.737778] [INFO ] [FORECASTER] Completed predict_future for GIFI
[2025-12-19T20:23:05.737905] [INFO ] [sig       ] GIFI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:05.882817] [INFO ] [LOCAL     ] Saved forecast: GIFI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GIFI.txt
[2025-12-19T20:23:05.882979] [INFO ] [sig       ] [1392/3561] Completed GIFI in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-19T20:23:05.883024] [INFO ] [sig       ] [1393/3561] Forecasting GIII...
[2025-12-19T20:23:05.883068] [INFO ] [sig       ] Generating forecast for: GIII
[2025-12-19T20:23:05.883108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2025-12-19T20:23:05.895228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2025-12-19T20:23:05.895624] [INFO ] [FORECASTER] Starting predict_future for GIII
[2025-12-19T20:23:05.896391] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2025-12-19T20:23:05.896444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:05.896477] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:05.896505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:05.896562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:05.956930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:05.957809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:05.957944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:05.957985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:06.090179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:06.090346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:06.090409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:06.090443] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:06.093981] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: UP (p=65.59%)
[2025-12-19T20:23:06.094273] [INFO ] [FORECASTER] Completed predict_future for GIII
[2025-12-19T20:23:06.094402] [INFO ] [sig       ] GIII: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:06.233179] [INFO ] [LOCAL     ] Saved forecast: GIII	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GIII.txt
[2025-12-19T20:23:06.233295] [INFO ] [sig       ] [1393/3561] Completed GIII in 0.4s | 2.89 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-19T20:23:06.233333] [INFO ] [sig       ] [1394/3561] Forecasting GIL...
[2025-12-19T20:23:06.233361] [INFO ] [sig       ] Generating forecast for: GIL
[2025-12-19T20:23:06.233390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-12-19T20:23:06.244803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIL'.
[2025-12-19T20:23:06.245101] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-12-19T20:23:06.245861] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-12-19T20:23:06.245912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:06.245944] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:06.245971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:06.246027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:06.301181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:06.301778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:06.301854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:06.301887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:06.421839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:06.421958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:06.421993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:06.422021] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:06.425180] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: DOWN (p=24.18%)
[2025-12-19T20:23:06.425443] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-12-19T20:23:06.425559] [INFO ] [sig       ] GIL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:06.562334] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GIL.txt
[2025-12-19T20:23:06.562470] [INFO ] [sig       ] [1394/3561] Completed GIL in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-19T20:23:06.562508] [INFO ] [sig       ] [1395/3561] Forecasting GILD...
[2025-12-19T20:23:06.562538] [INFO ] [sig       ] Generating forecast for: GILD
[2025-12-19T20:23:06.562584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2025-12-19T20:23:06.574304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2025-12-19T20:23:06.574697] [INFO ] [FORECASTER] Starting predict_future for GILD
[2025-12-19T20:23:06.575464] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2025-12-19T20:23:06.575516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:06.575548] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:06.575597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:06.575656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:06.630533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:06.631251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:06.631349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:06.631383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:06.751431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:06.751617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:06.751687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:06.751717] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:06.755004] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=17.44%)
[2025-12-19T20:23:06.755276] [INFO ] [FORECASTER] Completed predict_future for GILD
[2025-12-19T20:23:06.755398] [INFO ] [sig       ] GILD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:06.891595] [INFO ] [LOCAL     ] Saved forecast: GILD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GILD.txt
[2025-12-19T20:23:06.891746] [INFO ] [sig       ] [1395/3561] Completed GILD in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-19T20:23:06.891787] [INFO ] [sig       ] [1396/3561] Forecasting GIS...
[2025-12-19T20:23:06.891818] [INFO ] [sig       ] Generating forecast for: GIS
[2025-12-19T20:23:06.891849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-12-19T20:23:06.904127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2025-12-19T20:23:06.904549] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-12-19T20:23:06.905439] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-12-19T20:23:06.905506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:06.905557] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:06.905640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:06.905726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:06.964771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:06.965712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:06.965797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:06.965830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:07.092129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:07.092291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:07.092347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:07.092391] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:07.095865] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: DOWN (p=42.49%)
[2025-12-19T20:23:07.096147] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-12-19T20:23:07.096273] [INFO ] [sig       ] GIS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:07.239463] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GIS.txt
[2025-12-19T20:23:07.239647] [INFO ] [sig       ] [1396/3561] Completed GIS in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-19T20:23:07.239698] [INFO ] [sig       ] [1397/3561] Forecasting GKOS...
[2025-12-19T20:23:07.239734] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-12-19T20:23:07.239771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-12-19T20:23:07.255388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2025-12-19T20:23:07.255899] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-12-19T20:23:07.257024] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-12-19T20:23:07.257094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:07.257179] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:07.257228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:07.257317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:07.324679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:07.325550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:07.325660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:07.325693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:07.450198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:07.450359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:07.450400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:07.450429] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:07.453924] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: DOWN (p=20.14%)
[2025-12-19T20:23:07.454209] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-12-19T20:23:07.454332] [INFO ] [sig       ] GKOS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:07.593875] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GKOS.txt
[2025-12-19T20:23:07.594035] [INFO ] [sig       ] [1397/3561] Completed GKOS in 0.4s | 2.89 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-19T20:23:07.594075] [INFO ] [sig       ] [1398/3561] Forecasting GL...
[2025-12-19T20:23:07.594108] [INFO ] [sig       ] Generating forecast for: GL
[2025-12-19T20:23:07.594139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-12-19T20:23:07.606913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2025-12-19T20:23:07.607318] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-12-19T20:23:07.608171] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-12-19T20:23:07.608227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:07.608259] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:07.608286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:07.608343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:07.667653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:07.668510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:07.668620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:07.668660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:07.794551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:07.794729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:07.794769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:07.794799] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:07.798179] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: UP (p=51.19%)
[2025-12-19T20:23:07.798462] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-12-19T20:23:07.798609] [INFO ] [sig       ] GL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:07.937024] [INFO ] [LOCAL     ] Saved forecast: GL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GL.txt
[2025-12-19T20:23:07.937176] [INFO ] [sig       ] [1398/3561] Completed GL in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-19T20:23:07.937216] [INFO ] [sig       ] [1399/3561] Forecasting GLAD...
[2025-12-19T20:23:07.937246] [INFO ] [sig       ] Generating forecast for: GLAD
[2025-12-19T20:23:07.937276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2025-12-19T20:23:07.949491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2025-12-19T20:23:07.949905] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2025-12-19T20:23:07.950704] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2025-12-19T20:23:07.950755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:07.950788] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:07.950815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:07.950871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:08.009365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:08.010277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:08.010372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:08.010408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:08.131100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:08.131258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:08.131297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:08.131327] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:08.134781] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: UP (p=81.30%)
[2025-12-19T20:23:08.135068] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2025-12-19T20:23:08.135196] [INFO ] [sig       ] GLAD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:08.275957] [INFO ] [LOCAL     ] Saved forecast: GLAD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GLAD.txt
[2025-12-19T20:23:08.276103] [INFO ] [sig       ] [1399/3561] Completed GLAD in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-19T20:23:08.276144] [INFO ] [sig       ] [1400/3561] Forecasting GLBE...
[2025-12-19T20:23:08.276173] [INFO ] [sig       ] Generating forecast for: GLBE
[2025-12-19T20:23:08.276202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2025-12-19T20:23:08.287461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2025-12-19T20:23:08.287854] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2025-12-19T20:23:08.288733] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2025-12-19T20:23:08.288799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:08.288872] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:08.288905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:08.288983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:08.346036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:08.346829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:08.346914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:08.346947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:08.474152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:08.474307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:08.474348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:08.474377] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:08.477882] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: DOWN (p=47.92%)
[2025-12-19T20:23:08.478162] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2025-12-19T20:23:08.478290] [INFO ] [sig       ] GLBE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:08.617856] [INFO ] [LOCAL     ] Saved forecast: GLBE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GLBE.txt
[2025-12-19T20:23:08.617987] [INFO ] [sig       ] [1400/3561] Completed GLBE in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-19T20:23:08.618026] [INFO ] [sig       ] [1401/3561] Forecasting GLBS...
[2025-12-19T20:23:08.618063] [INFO ] [sig       ] Generating forecast for: GLBS
[2025-12-19T20:23:08.618093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2025-12-19T20:23:08.629458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2025-12-19T20:23:08.629793] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2025-12-19T20:23:08.630534] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2025-12-19T20:23:08.630607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:08.630641] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:08.630668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:08.630723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:08.691157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:08.692084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:08.692164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:08.692198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:08.803243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:08.803401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:08.803439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:08.803468] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:08.806791] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: UP (p=76.31%)
[2025-12-19T20:23:08.807051] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2025-12-19T20:23:08.807170] [INFO ] [sig       ] GLBS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:08.942980] [INFO ] [LOCAL     ] Saved forecast: GLBS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GLBS.txt
[2025-12-19T20:23:08.943094] [INFO ] [sig       ] [1401/3561] Completed GLBS in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-19T20:23:08.943132] [INFO ] [sig       ] [1402/3561] Forecasting GLDD...
[2025-12-19T20:23:08.943162] [INFO ] [sig       ] Generating forecast for: GLDD
[2025-12-19T20:23:08.943191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2025-12-19T20:23:08.954710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2025-12-19T20:23:08.955071] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2025-12-19T20:23:08.955861] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2025-12-19T20:23:08.955913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:08.955946] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:08.955973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:08.956029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:09.011485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:09.012151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:09.012228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:09.012260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:09.131208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:09.131367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:09.131405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:09.131435] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:09.134765] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: UP (p=80.51%)
[2025-12-19T20:23:09.135032] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2025-12-19T20:23:09.135150] [INFO ] [sig       ] GLDD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:09.270130] [INFO ] [LOCAL     ] Saved forecast: GLDD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GLDD.txt
[2025-12-19T20:23:09.270246] [INFO ] [sig       ] [1402/3561] Completed GLDD in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-19T20:23:09.270284] [INFO ] [sig       ] [1403/3561] Forecasting GLNG...
[2025-12-19T20:23:09.270314] [INFO ] [sig       ] Generating forecast for: GLNG
[2025-12-19T20:23:09.270344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2025-12-19T20:23:09.281258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2025-12-19T20:23:09.281591] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2025-12-19T20:23:09.282337] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2025-12-19T20:23:09.282394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:09.282426] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:09.282457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:09.282512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:09.338381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:09.339017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:09.339105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:09.339136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:09.459401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:09.459561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:09.459619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:09.459677] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:09.462983] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: UP (p=91.52%)
[2025-12-19T20:23:09.463245] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2025-12-19T20:23:09.463363] [INFO ] [sig       ] GLNG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:09.599274] [INFO ] [LOCAL     ] Saved forecast: GLNG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GLNG.txt
[2025-12-19T20:23:09.599405] [INFO ] [sig       ] [1403/3561] Completed GLNG in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-19T20:23:09.599444] [INFO ] [sig       ] [1404/3561] Forecasting GLOB...
[2025-12-19T20:23:09.599474] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-12-19T20:23:09.599504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-12-19T20:23:09.612000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2025-12-19T20:23:09.612410] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-12-19T20:23:09.613274] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-12-19T20:23:09.613329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:09.613362] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:09.613390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:09.613448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:09.671811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:09.672702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:09.672790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:09.672823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:09.790523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:09.790698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:09.790738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:09.790786] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:09.794188] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: DOWN (p=7.09%)
[2025-12-19T20:23:09.794467] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-12-19T20:23:09.794611] [INFO ] [sig       ] GLOB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:09.933452] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GLOB.txt
[2025-12-19T20:23:09.933645] [INFO ] [sig       ] [1404/3561] Completed GLOB in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-19T20:23:09.933688] [INFO ] [sig       ] [1405/3561] Forecasting GLP...
[2025-12-19T20:23:09.933718] [INFO ] [sig       ] Generating forecast for: GLP
[2025-12-19T20:23:09.933748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-12-19T20:23:09.945203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2025-12-19T20:23:09.945626] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-12-19T20:23:09.946432] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-12-19T20:23:09.946486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:09.946519] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:09.946557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:09.946646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:10.006492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:10.007382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:10.007471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:10.007504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:10.132280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:10.132456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:10.132497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:10.132526] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:10.135961] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: UP (p=84.34%)
[2025-12-19T20:23:10.136239] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-12-19T20:23:10.136367] [INFO ] [sig       ] GLP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:10.278358] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GLP.txt
[2025-12-19T20:23:10.278518] [INFO ] [sig       ] [1405/3561] Completed GLP in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-19T20:23:10.278591] [INFO ] [sig       ] [1406/3561] Forecasting GLPG...
[2025-12-19T20:23:10.278632] [INFO ] [sig       ] Generating forecast for: GLPG
[2025-12-19T20:23:10.278665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2025-12-19T20:23:10.290915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2025-12-19T20:23:10.291344] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2025-12-19T20:23:10.292172] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2025-12-19T20:23:10.292224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:10.292257] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:10.292285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:10.292343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:10.347759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:10.348663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:10.348776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:10.348846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:10.473935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:10.474087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:10.474125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:10.474153] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:10.477443] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: UP (p=95.27%)
[2025-12-19T20:23:10.477731] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2025-12-19T20:23:10.477852] [INFO ] [sig       ] GLPG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:10.617032] [INFO ] [LOCAL     ] Saved forecast: GLPG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GLPG.txt
[2025-12-19T20:23:10.617201] [INFO ] [sig       ] [1406/3561] Completed GLPG in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-19T20:23:10.617249] [INFO ] [sig       ] [1407/3561] Forecasting GLPI...
[2025-12-19T20:23:10.617280] [INFO ] [sig       ] Generating forecast for: GLPI
[2025-12-19T20:23:10.617311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2025-12-19T20:23:10.628438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2025-12-19T20:23:10.628824] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2025-12-19T20:23:10.629627] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2025-12-19T20:23:10.629680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:10.629714] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:10.629742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:10.629800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:10.685489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:10.686135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:10.686211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:10.686243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:10.800604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:10.800764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:10.800802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:10.800830] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:10.804142] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2025-12-19T20:23:10.804423] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2025-12-19T20:23:10.804545] [INFO ] [sig       ] GLPI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:10.942134] [INFO ] [LOCAL     ] Saved forecast: GLPI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GLPI.txt
[2025-12-19T20:23:10.942285] [INFO ] [sig       ] [1407/3561] Completed GLPI in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-19T20:23:10.942325] [INFO ] [sig       ] [1408/3561] Forecasting GLRE...
[2025-12-19T20:23:10.942354] [INFO ] [sig       ] Generating forecast for: GLRE
[2025-12-19T20:23:10.942384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2025-12-19T20:23:10.953901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2025-12-19T20:23:10.954271] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2025-12-19T20:23:10.955076] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2025-12-19T20:23:10.955128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:10.955161] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:10.955190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:10.955260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:11.013171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:11.014045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:11.014128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:11.014162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:11.129226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:11.129396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:11.129437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:11.129466] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:11.132953] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: UP (p=80.56%)
[2025-12-19T20:23:11.133243] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2025-12-19T20:23:11.133372] [INFO ] [sig       ] GLRE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:11.275506] [INFO ] [LOCAL     ] Saved forecast: GLRE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GLRE.txt
[2025-12-19T20:23:11.275682] [INFO ] [sig       ] [1408/3561] Completed GLRE in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-19T20:23:11.275725] [INFO ] [sig       ] [1409/3561] Forecasting GLSI...
[2025-12-19T20:23:11.275757] [INFO ] [sig       ] Generating forecast for: GLSI
[2025-12-19T20:23:11.275790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2025-12-19T20:23:11.288039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2025-12-19T20:23:11.288426] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2025-12-19T20:23:11.289251] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2025-12-19T20:23:11.289304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:11.289336] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:11.289362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:11.289618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:11.345127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:11.345993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:11.346078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:11.346110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:11.462518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:11.462694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:11.462735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:11.462763] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:11.466132] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: UP (p=89.81%)
[2025-12-19T20:23:11.466416] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2025-12-19T20:23:11.466541] [INFO ] [sig       ] GLSI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:11.607262] [INFO ] [LOCAL     ] Saved forecast: GLSI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GLSI.txt
[2025-12-19T20:23:11.607449] [INFO ] [sig       ] [1409/3561] Completed GLSI in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-19T20:23:11.607503] [INFO ] [sig       ] [1410/3561] Forecasting GLTO...
[2025-12-19T20:23:11.607536] [INFO ] [sig       ] Generating forecast for: GLTO
[2025-12-19T20:23:11.607587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2025-12-19T20:23:11.619789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2025-12-19T20:23:11.620274] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2025-12-19T20:23:11.621383] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2025-12-19T20:23:11.621450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:11.621493] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:11.621533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:11.621638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:11.687040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:11.687937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:11.688052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:11.688086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:11.803797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:11.803964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:11.804003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:11.804031] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:11.807399] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: UP (p=67.58%)
[2025-12-19T20:23:11.807709] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2025-12-19T20:23:11.807843] [INFO ] [sig       ] GLTO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:11.943796] [INFO ] [LOCAL     ] Saved forecast: GLTO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GLTO.txt
[2025-12-19T20:23:11.943915] [INFO ] [sig       ] [1410/3561] Completed GLTO in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-19T20:23:11.943953] [INFO ] [sig       ] [1411/3561] Forecasting GLUE...
[2025-12-19T20:23:11.943984] [INFO ] [sig       ] Generating forecast for: GLUE
[2025-12-19T20:23:11.944013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2025-12-19T20:23:11.955184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2025-12-19T20:23:11.955489] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2025-12-19T20:23:11.956252] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2025-12-19T20:23:11.956303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:11.956335] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:11.956362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:11.956418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:12.011742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:12.012362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:12.012439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:12.012472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:12.128802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:12.128962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:12.129001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:12.129030] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:12.132383] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: DOWN (p=16.16%)
[2025-12-19T20:23:12.132664] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2025-12-19T20:23:12.132783] [INFO ] [sig       ] GLUE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:12.269507] [INFO ] [LOCAL     ] Saved forecast: GLUE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GLUE.txt
[2025-12-19T20:23:12.269640] [INFO ] [sig       ] [1411/3561] Completed GLUE in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-19T20:23:12.269680] [INFO ] [sig       ] [1412/3561] Forecasting GMAB...
[2025-12-19T20:23:12.269709] [INFO ] [sig       ] Generating forecast for: GMAB
[2025-12-19T20:23:12.269744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2025-12-19T20:23:12.280913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2025-12-19T20:23:12.281230] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2025-12-19T20:23:12.281988] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2025-12-19T20:23:12.282038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:12.282070] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:12.282096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:12.282152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:12.338301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:12.338908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:12.338986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:12.339017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:12.459953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:12.460098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:12.460138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:12.460167] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:12.463461] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: DOWN (p=15.69%)
[2025-12-19T20:23:12.463739] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2025-12-19T20:23:12.463861] [INFO ] [sig       ] GMAB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:12.601157] [INFO ] [LOCAL     ] Saved forecast: GMAB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GMAB.txt
[2025-12-19T20:23:12.601289] [INFO ] [sig       ] [1412/3561] Completed GMAB in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-19T20:23:12.601327] [INFO ] [sig       ] [1413/3561] Forecasting GME...
[2025-12-19T20:23:12.601357] [INFO ] [sig       ] Generating forecast for: GME
[2025-12-19T20:23:12.601387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-12-19T20:23:12.612379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2025-12-19T20:23:12.612717] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-12-19T20:23:12.613485] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-12-19T20:23:12.613536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:12.613586] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:12.613616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:12.613672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:12.668747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:12.669322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:12.669397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:12.669429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:12.786260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:12.786402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:12.786439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:12.786468] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:12.789745] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: UP (p=63.07%)
[2025-12-19T20:23:12.790012] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-12-19T20:23:12.790130] [INFO ] [sig       ] GME: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:12.927270] [INFO ] [LOCAL     ] Saved forecast: GME	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GME.txt
[2025-12-19T20:23:12.927413] [INFO ] [sig       ] [1413/3561] Completed GME in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-19T20:23:12.927452] [INFO ] [sig       ] [1414/3561] Forecasting GMED...
[2025-12-19T20:23:12.927482] [INFO ] [sig       ] Generating forecast for: GMED
[2025-12-19T20:23:12.927511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-12-19T20:23:12.938171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2025-12-19T20:23:12.938484] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-12-19T20:23:12.939271] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-12-19T20:23:12.939322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:12.939354] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:12.939381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:12.939437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:12.995285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:12.995897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:12.995971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:12.996002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:13.116758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:13.116911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:13.116949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:13.116977] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:13.120297] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=22.84%)
[2025-12-19T20:23:13.120561] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-12-19T20:23:13.120699] [INFO ] [sig       ] GMED: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:13.257373] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GMED.txt
[2025-12-19T20:23:13.257496] [INFO ] [sig       ] [1414/3561] Completed GMED in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-19T20:23:13.257535] [INFO ] [sig       ] [1415/3561] Forecasting GMM...
[2025-12-19T20:23:13.257564] [INFO ] [sig       ] Generating forecast for: GMM
[2025-12-19T20:23:13.257614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2025-12-19T20:23:13.272123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2025-12-19T20:23:13.272594] [INFO ] [FORECASTER] Starting predict_future for GMM
[2025-12-19T20:23:13.273619] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2025-12-19T20:23:13.273684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:13.273727] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:13.273766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:13.273846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:13.333525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:13.334406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:13.334492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:13.334524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:13.444894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:13.445060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:13.445100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:13.445128] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:13.448500] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: DOWN (p=44.80%)
[2025-12-19T20:23:13.448856] [INFO ] [FORECASTER] Completed predict_future for GMM
[2025-12-19T20:23:13.448990] [INFO ] [sig       ] GMM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:13.590614] [INFO ] [LOCAL     ] Saved forecast: GMM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GMM.txt
[2025-12-19T20:23:13.590773] [INFO ] [sig       ] [1415/3561] Completed GMM in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-19T20:23:13.590814] [INFO ] [sig       ] [1416/3561] Forecasting GMRE...
[2025-12-19T20:23:13.590843] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-12-19T20:23:13.590873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-12-19T20:23:13.602109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2025-12-19T20:23:13.602488] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-12-19T20:23:13.603323] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-12-19T20:23:13.603377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:13.603412] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:13.603440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:13.603510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:13.660830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:13.661698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:13.661780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:13.661815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:13.788452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:13.788626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:13.788667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:13.788725] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:13.792118] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: DOWN (p=46.28%)
[2025-12-19T20:23:13.792389] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-12-19T20:23:13.792514] [INFO ] [sig       ] GMRE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:13.937258] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GMRE.txt
[2025-12-19T20:23:13.937421] [INFO ] [sig       ] [1416/3561] Completed GMRE in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-19T20:23:13.937460] [INFO ] [sig       ] [1417/3561] Forecasting GNE...
[2025-12-19T20:23:13.937488] [INFO ] [sig       ] Generating forecast for: GNE
[2025-12-19T20:23:13.937517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-12-19T20:23:13.949419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2025-12-19T20:23:13.949865] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-12-19T20:23:13.950702] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-12-19T20:23:13.950755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:13.950827] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:13.950867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:13.950949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:14.009501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:14.010276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:14.010357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:14.010389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:14.130767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:14.130941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:14.130982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:14.131010] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:14.134437] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=69.26%)
[2025-12-19T20:23:14.134725] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-12-19T20:23:14.134847] [INFO ] [sig       ] GNE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:14.274268] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GNE.txt
[2025-12-19T20:23:14.274410] [INFO ] [sig       ] [1417/3561] Completed GNE in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-19T20:23:14.274449] [INFO ] [sig       ] [1418/3561] Forecasting GNK...
[2025-12-19T20:23:14.274479] [INFO ] [sig       ] Generating forecast for: GNK
[2025-12-19T20:23:14.274508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-12-19T20:23:14.286950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-12-19T20:23:14.287492] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-12-19T20:23:14.288345] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-12-19T20:23:14.288398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:14.288432] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:14.288460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:14.288517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:14.344789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:14.345616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:14.345703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:14.345734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:14.471129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:14.471286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:14.471326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:14.471354] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:14.474700] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: UP (p=72.36%)
[2025-12-19T20:23:14.474977] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-12-19T20:23:14.475100] [INFO ] [sig       ] GNK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:14.618957] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GNK.txt
[2025-12-19T20:23:14.619116] [INFO ] [sig       ] [1418/3561] Completed GNK in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-19T20:23:14.619157] [INFO ] [sig       ] [1419/3561] Forecasting GNL...
[2025-12-19T20:23:14.619187] [INFO ] [sig       ] Generating forecast for: GNL
[2025-12-19T20:23:14.619217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-12-19T20:23:14.630673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2025-12-19T20:23:14.631107] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-12-19T20:23:14.631971] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-12-19T20:23:14.632026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:14.632059] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:14.632086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:14.632144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:14.688833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:14.689801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:14.689906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:14.689951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:14.810294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:14.810462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:14.810502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:14.810531] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:14.813957] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=32.05%)
[2025-12-19T20:23:14.814250] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-12-19T20:23:14.814379] [INFO ] [sig       ] GNL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:14.954520] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GNL.txt
[2025-12-19T20:23:14.954701] [INFO ] [sig       ] [1419/3561] Completed GNL in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-19T20:23:14.954743] [INFO ] [sig       ] [1420/3561] Forecasting GNLN...
[2025-12-19T20:23:14.954774] [INFO ] [sig       ] Generating forecast for: GNLN
[2025-12-19T20:23:14.954806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2025-12-19T20:23:14.966175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2025-12-19T20:23:14.966615] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2025-12-19T20:23:14.967463] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2025-12-19T20:23:14.967519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:14.967553] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:14.967609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:14.967693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:15.024939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:15.025801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:15.025889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:15.025924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:15.150357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:15.150515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:15.150558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:15.150636] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:15.154653] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: UP (p=54.12%)
[2025-12-19T20:23:15.154967] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2025-12-19T20:23:15.155117] [INFO ] [sig       ] GNLN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:15.303386] [INFO ] [LOCAL     ] Saved forecast: GNLN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GNLN.txt
[2025-12-19T20:23:15.303547] [INFO ] [sig       ] [1420/3561] Completed GNLN in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-19T20:23:15.303610] [INFO ] [sig       ] [1421/3561] Forecasting GNLX...
[2025-12-19T20:23:15.303641] [INFO ] [sig       ] Generating forecast for: GNLX
[2025-12-19T20:23:15.303673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2025-12-19T20:23:15.314780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2025-12-19T20:23:15.315112] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2025-12-19T20:23:15.315899] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2025-12-19T20:23:15.315963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:15.315996] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:15.316024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:15.316080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:15.377059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:15.377975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:15.378088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:15.378124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:15.497504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:15.497682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:15.497721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:15.497751] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:15.501116] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: UP (p=78.66%)
[2025-12-19T20:23:15.501408] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2025-12-19T20:23:15.501533] [INFO ] [sig       ] GNLX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:15.646029] [INFO ] [LOCAL     ] Saved forecast: GNLX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GNLX.txt
[2025-12-19T20:23:15.646183] [INFO ] [sig       ] [1421/3561] Completed GNLX in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-19T20:23:15.646224] [INFO ] [sig       ] [1422/3561] Forecasting GNMA...
[2025-12-19T20:23:15.646253] [INFO ] [sig       ] Generating forecast for: GNMA
[2025-12-19T20:23:15.646283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2025-12-19T20:23:15.657537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2025-12-19T20:23:15.657935] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2025-12-19T20:23:15.658766] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2025-12-19T20:23:15.658819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:15.658852] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:15.658880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:15.658943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:15.715469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:15.716156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:15.716236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:15.716270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:15.832057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:15.832212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:15.832250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:15.832280] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:15.835646] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: DOWN (p=16.29%)
[2025-12-19T20:23:15.835937] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2025-12-19T20:23:15.836065] [INFO ] [sig       ] GNMA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:15.973846] [INFO ] [LOCAL     ] Saved forecast: GNMA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GNMA.txt
[2025-12-19T20:23:15.974007] [INFO ] [sig       ] [1422/3561] Completed GNMA in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-19T20:23:15.974054] [INFO ] [sig       ] [1423/3561] Forecasting GNOM...
[2025-12-19T20:23:15.974083] [INFO ] [sig       ] Generating forecast for: GNOM
[2025-12-19T20:23:15.974114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2025-12-19T20:23:15.985516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2025-12-19T20:23:15.985938] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2025-12-19T20:23:15.986759] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2025-12-19T20:23:15.986812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:15.986844] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:15.986872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:15.986929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:16.046244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:16.047114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:16.047202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:16.047236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:16.164839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:16.165012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:16.165053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:16.165083] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:16.168607] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: UP (p=76.65%)
[2025-12-19T20:23:16.168925] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2025-12-19T20:23:16.169058] [INFO ] [sig       ] GNOM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:16.309701] [INFO ] [LOCAL     ] Saved forecast: GNOM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GNOM.txt
[2025-12-19T20:23:16.309865] [INFO ] [sig       ] [1423/3561] Completed GNOM in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-19T20:23:16.309905] [INFO ] [sig       ] [1424/3561] Forecasting GNPX...
[2025-12-19T20:23:16.309935] [INFO ] [sig       ] Generating forecast for: GNPX
[2025-12-19T20:23:16.309970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2025-12-19T20:23:16.322047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2025-12-19T20:23:16.322457] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2025-12-19T20:23:16.323280] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2025-12-19T20:23:16.323345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:16.323379] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:16.323407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:16.323464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:16.381549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:16.382403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:16.382485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:16.382518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:16.499910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:16.500074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:16.500115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:16.500144] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:16.503592] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: DOWN (p=25.65%)
[2025-12-19T20:23:16.503878] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2025-12-19T20:23:16.504008] [INFO ] [sig       ] GNPX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:16.645104] [INFO ] [LOCAL     ] Saved forecast: GNPX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GNPX.txt
[2025-12-19T20:23:16.645237] [INFO ] [sig       ] [1424/3561] Completed GNPX in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-19T20:23:16.645282] [INFO ] [sig       ] [1425/3561] Forecasting GNRC...
[2025-12-19T20:23:16.645312] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-12-19T20:23:16.645342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-12-19T20:23:16.656789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2025-12-19T20:23:16.657114] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-12-19T20:23:16.657882] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-12-19T20:23:16.657932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:16.657966] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:16.657995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:16.658051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:16.713962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:16.714539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:16.714632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:16.714665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:16.838347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:16.838507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:16.838546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:16.838593] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:16.842016] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: DOWN (p=12.90%)
[2025-12-19T20:23:16.842285] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-12-19T20:23:16.842414] [INFO ] [sig       ] GNRC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:16.979389] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GNRC.txt
[2025-12-19T20:23:16.979516] [INFO ] [sig       ] [1425/3561] Completed GNRC in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-19T20:23:16.979554] [INFO ] [sig       ] [1426/3561] Forecasting GNSS...
[2025-12-19T20:23:16.979601] [INFO ] [sig       ] Generating forecast for: GNSS
[2025-12-19T20:23:16.979633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2025-12-19T20:23:16.990854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2025-12-19T20:23:16.991193] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2025-12-19T20:23:16.991984] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2025-12-19T20:23:16.992035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:16.992066] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:16.992093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:16.992148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:17.048256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:17.049191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:17.049275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:17.049333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:17.170521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:17.170695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:17.170736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:17.170764] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:17.174122] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: DOWN (p=25.94%)
[2025-12-19T20:23:17.174412] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2025-12-19T20:23:17.174535] [INFO ] [sig       ] GNSS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:17.314712] [INFO ] [LOCAL     ] Saved forecast: GNSS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GNSS.txt
[2025-12-19T20:23:17.314863] [INFO ] [sig       ] [1426/3561] Completed GNSS in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-19T20:23:17.314903] [INFO ] [sig       ] [1427/3561] Forecasting GNTX...
[2025-12-19T20:23:17.314937] [INFO ] [sig       ] Generating forecast for: GNTX
[2025-12-19T20:23:17.314974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2025-12-19T20:23:17.326903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2025-12-19T20:23:17.327293] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2025-12-19T20:23:17.328100] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2025-12-19T20:23:17.328154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:17.328188] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:17.328218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:17.328277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:17.387946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:17.388891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:17.389019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:17.389053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:17.510906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:17.511080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:17.511119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:17.511149] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:17.514697] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: DOWN (p=6.57%)
[2025-12-19T20:23:17.515005] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2025-12-19T20:23:17.515137] [INFO ] [sig       ] GNTX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:17.658000] [INFO ] [LOCAL     ] Saved forecast: GNTX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GNTX.txt
[2025-12-19T20:23:17.658169] [INFO ] [sig       ] [1427/3561] Completed GNTX in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-19T20:23:17.658211] [INFO ] [sig       ] [1428/3561] Forecasting GO...
[2025-12-19T20:23:17.658242] [INFO ] [sig       ] Generating forecast for: GO
[2025-12-19T20:23:17.658274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2025-12-19T20:23:17.670809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2025-12-19T20:23:17.671214] [INFO ] [FORECASTER] Starting predict_future for GO
[2025-12-19T20:23:17.672058] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2025-12-19T20:23:17.672111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:17.672143] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:17.672171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:17.672228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:17.730615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:17.731450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:17.731539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:17.731591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:17.854904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:17.855095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:17.855169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:17.855211] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:17.858871] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: DOWN (p=14.16%)
[2025-12-19T20:23:17.859168] [INFO ] [FORECASTER] Completed predict_future for GO
[2025-12-19T20:23:17.859297] [INFO ] [sig       ] GO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:18.004907] [INFO ] [LOCAL     ] Saved forecast: GO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GO.txt
[2025-12-19T20:23:18.005091] [INFO ] [sig       ] [1428/3561] Completed GO in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-19T20:23:18.005141] [INFO ] [sig       ] [1429/3561] Forecasting GOCO...
[2025-12-19T20:23:18.005173] [INFO ] [sig       ] Generating forecast for: GOCO
[2025-12-19T20:23:18.005202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2025-12-19T20:23:18.016706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2025-12-19T20:23:18.017113] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2025-12-19T20:23:18.017911] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2025-12-19T20:23:18.017963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:18.017994] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:18.018022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:18.018078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:18.077035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:18.077938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:18.078058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:18.078095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:18.198989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:18.199146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:18.199186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:18.199216] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:18.202663] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: DOWN (p=5.27%)
[2025-12-19T20:23:18.202945] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2025-12-19T20:23:18.203071] [INFO ] [sig       ] GOCO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:18.341392] [INFO ] [LOCAL     ] Saved forecast: GOCO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GOCO.txt
[2025-12-19T20:23:18.341543] [INFO ] [sig       ] [1429/3561] Completed GOCO in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-19T20:23:18.341599] [INFO ] [sig       ] [1430/3561] Forecasting GOF...
[2025-12-19T20:23:18.341631] [INFO ] [sig       ] Generating forecast for: GOF
[2025-12-19T20:23:18.341662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-12-19T20:23:18.353514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2025-12-19T20:23:18.353895] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-12-19T20:23:18.354693] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-12-19T20:23:18.354746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:18.354779] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:18.354806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:18.354863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:18.413280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:18.414031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:18.414111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:18.414144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:18.537993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:18.538150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:18.538189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:18.538219] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:18.541666] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2025-12-19T20:23:18.541943] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-12-19T20:23:18.542079] [INFO ] [sig       ] GOF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:18.680804] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GOF.txt
[2025-12-19T20:23:18.680976] [INFO ] [sig       ] [1430/3561] Completed GOF in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-19T20:23:18.681026] [INFO ] [sig       ] [1431/3561] Forecasting GOGO...
[2025-12-19T20:23:18.681062] [INFO ] [sig       ] Generating forecast for: GOGO
[2025-12-19T20:23:18.681098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2025-12-19T20:23:18.692333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2025-12-19T20:23:18.692695] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2025-12-19T20:23:18.693449] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2025-12-19T20:23:18.693500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:18.693531] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:18.693560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:18.693649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:18.749958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:18.750730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:18.750812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:18.750845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:18.871549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:18.871730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:18.871770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:18.871798] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:18.875233] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: DOWN (p=6.88%)
[2025-12-19T20:23:18.875560] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2025-12-19T20:23:18.875715] [INFO ] [sig       ] GOGO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:19.021975] [INFO ] [LOCAL     ] Saved forecast: GOGO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GOGO.txt
[2025-12-19T20:23:19.022142] [INFO ] [sig       ] [1431/3561] Completed GOGO in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-19T20:23:19.022186] [INFO ] [sig       ] [1432/3561] Forecasting GOLF...
[2025-12-19T20:23:19.022217] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-12-19T20:23:19.022260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-12-19T20:23:19.034119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2025-12-19T20:23:19.034466] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-12-19T20:23:19.035276] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-12-19T20:23:19.035331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:19.035396] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:19.035428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:19.035486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:19.095290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:19.096017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:19.096122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:19.096158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:19.214880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:19.215036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:19.215074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:19.215103] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:19.218391] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=33.70%)
[2025-12-19T20:23:19.218685] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-12-19T20:23:19.218827] [INFO ] [sig       ] GOLF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:19.355713] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GOLF.txt
[2025-12-19T20:23:19.355842] [INFO ] [sig       ] [1432/3561] Completed GOLF in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-19T20:23:19.355882] [INFO ] [sig       ] [1433/3561] Forecasting GOOD...
[2025-12-19T20:23:19.355911] [INFO ] [sig       ] Generating forecast for: GOOD
[2025-12-19T20:23:19.355941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2025-12-19T20:23:19.367406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2025-12-19T20:23:19.367755] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2025-12-19T20:23:19.368530] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2025-12-19T20:23:19.368603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:19.368640] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:19.368688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:19.368750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:19.427604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:19.428248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:19.428327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:19.428359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:19.544445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:19.544627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:19.544668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:19.544697] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:19.547973] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: UP (p=55.94%)
[2025-12-19T20:23:19.548235] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2025-12-19T20:23:19.548350] [INFO ] [sig       ] GOOD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:19.686604] [INFO ] [LOCAL     ] Saved forecast: GOOD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GOOD.txt
[2025-12-19T20:23:19.686743] [INFO ] [sig       ] [1433/3561] Completed GOOD in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-19T20:23:19.686781] [INFO ] [sig       ] [1434/3561] Forecasting GOOG...
[2025-12-19T20:23:19.686809] [INFO ] [sig       ] Generating forecast for: GOOG
[2025-12-19T20:23:19.686837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2025-12-19T20:23:19.697930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2025-12-19T20:23:19.698279] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2025-12-19T20:23:19.699086] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2025-12-19T20:23:19.699136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:19.699194] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:19.699221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:19.699276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:19.755496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:19.756136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:19.756214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:19.756248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:19.879658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:19.879810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:19.879849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:19.879878] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:19.883287] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: UP (p=53.68%)
[2025-12-19T20:23:19.883590] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2025-12-19T20:23:19.883716] [INFO ] [sig       ] GOOG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:20.028401] [INFO ] [LOCAL     ] Saved forecast: GOOG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GOOG.txt
[2025-12-19T20:23:20.028554] [INFO ] [sig       ] [1434/3561] Completed GOOG in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-19T20:23:20.028613] [INFO ] [sig       ] [1435/3561] Forecasting GOOS...
[2025-12-19T20:23:20.028643] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-12-19T20:23:20.028692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-12-19T20:23:20.040314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2025-12-19T20:23:20.040678] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-12-19T20:23:20.041436] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-12-19T20:23:20.041487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:20.041542] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:20.041586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:20.041652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:20.106098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:20.107028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:20.107109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:20.107143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:20.229979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:20.230151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:20.230193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:20.230222] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:20.233740] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: UP (p=91.34%)
[2025-12-19T20:23:20.234033] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-12-19T20:23:20.234161] [INFO ] [sig       ] GOOS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:20.394788] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GOOS.txt
[2025-12-19T20:23:20.395002] [INFO ] [sig       ] [1435/3561] Completed GOOS in 0.4s | 2.89 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-19T20:23:20.395074] [INFO ] [sig       ] [1436/3561] Forecasting GOSS...
[2025-12-19T20:23:20.395133] [INFO ] [sig       ] Generating forecast for: GOSS
[2025-12-19T20:23:20.395181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2025-12-19T20:23:20.408973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2025-12-19T20:23:20.409373] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2025-12-19T20:23:20.410195] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2025-12-19T20:23:20.410248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:20.410283] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:20.410312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:20.410370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:20.469890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:20.470563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:20.470683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:20.470718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:20.587758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:20.587927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:20.587967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:20.587996] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:20.591456] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: UP (p=60.96%)
[2025-12-19T20:23:20.591762] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2025-12-19T20:23:20.591888] [INFO ] [sig       ] GOSS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:20.729248] [INFO ] [LOCAL     ] Saved forecast: GOSS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GOSS.txt
[2025-12-19T20:23:20.729428] [INFO ] [sig       ] [1436/3561] Completed GOSS in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-19T20:23:20.729471] [INFO ] [sig       ] [1437/3561] Forecasting GOVI...
[2025-12-19T20:23:20.729502] [INFO ] [sig       ] Generating forecast for: GOVI
[2025-12-19T20:23:20.729532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2025-12-19T20:23:20.740895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2025-12-19T20:23:20.741239] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2025-12-19T20:23:20.742012] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2025-12-19T20:23:20.742062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:20.742094] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:20.742121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:20.742177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:20.798853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:20.799655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:20.799736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:20.799769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:20.916310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:20.916466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:20.916504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:20.916563] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:20.919911] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2025-12-19T20:23:20.920173] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2025-12-19T20:23:20.920291] [INFO ] [sig       ] GOVI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:21.057164] [INFO ] [LOCAL     ] Saved forecast: GOVI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GOVI.txt
[2025-12-19T20:23:21.057294] [INFO ] [sig       ] [1437/3561] Completed GOVI in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-19T20:23:21.057331] [INFO ] [sig       ] [1438/3561] Forecasting GPC...
[2025-12-19T20:23:21.057361] [INFO ] [sig       ] Generating forecast for: GPC
[2025-12-19T20:23:21.057391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-12-19T20:23:21.068639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2025-12-19T20:23:21.068985] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-12-19T20:23:21.069757] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-12-19T20:23:21.069808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:21.069839] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:21.069866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:21.069923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:21.127320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:21.128010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:21.128091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:21.128125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:21.253555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:21.253727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:21.253766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:21.253807] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:21.257179] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=82.05%)
[2025-12-19T20:23:21.257442] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-12-19T20:23:21.257585] [INFO ] [sig       ] GPC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:21.398626] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GPC.txt
[2025-12-19T20:23:21.398847] [INFO ] [sig       ] [1438/3561] Completed GPC in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-19T20:23:21.398906] [INFO ] [sig       ] [1439/3561] Forecasting GPI...
[2025-12-19T20:23:21.398946] [INFO ] [sig       ] Generating forecast for: GPI
[2025-12-19T20:23:21.398985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-12-19T20:23:21.413686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2025-12-19T20:23:21.414155] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-12-19T20:23:21.415191] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-12-19T20:23:21.415444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:21.415485] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:21.415523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:21.415627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:21.480966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:21.481816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:21.481918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:21.481952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:21.598265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:21.598416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:21.598455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:21.598501] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:21.601824] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=68.66%)
[2025-12-19T20:23:21.602087] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-12-19T20:23:21.602211] [INFO ] [sig       ] GPI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:21.740787] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GPI.txt
[2025-12-19T20:23:21.740916] [INFO ] [sig       ] [1439/3561] Completed GPI in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-19T20:23:21.740954] [INFO ] [sig       ] [1440/3561] Forecasting GPIQ...
[2025-12-19T20:23:21.740985] [INFO ] [sig       ] Generating forecast for: GPIQ
[2025-12-19T20:23:21.741015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2025-12-19T20:23:21.752628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2025-12-19T20:23:21.753102] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2025-12-19T20:23:21.754088] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2025-12-19T20:23:21.754153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:21.754197] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:21.754233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:21.754308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:21.812328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:21.813219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:21.813306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:21.813340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:21.933363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:21.933538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:21.933604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:21.933636] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:21.937213] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: UP (p=79.30%)
[2025-12-19T20:23:21.937515] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2025-12-19T20:23:21.937670] [INFO ] [sig       ] GPIQ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:22.136215] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GPIQ.txt
[2025-12-19T20:23:22.136370] [INFO ] [sig       ] [1440/3561] Completed GPIQ in 0.4s | 2.89 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-19T20:23:22.136413] [INFO ] [sig       ] [1441/3561] Forecasting GPIX...
[2025-12-19T20:23:22.136442] [INFO ] [sig       ] Generating forecast for: GPIX
[2025-12-19T20:23:22.136472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2025-12-19T20:23:22.148466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2025-12-19T20:23:22.148896] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2025-12-19T20:23:22.149709] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2025-12-19T20:23:22.149761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:22.149795] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:22.149822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:22.149880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:22.208912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:22.209800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:22.209882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:22.209933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:22.333629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:22.333789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:22.333829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:22.333857] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:22.337726] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: DOWN (p=6.93%)
[2025-12-19T20:23:22.338022] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2025-12-19T20:23:22.338157] [INFO ] [sig       ] GPIX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:22.506222] [INFO ] [LOCAL     ] Saved forecast: GPIX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GPIX.txt
[2025-12-19T20:23:22.506378] [INFO ] [sig       ] [1441/3561] Completed GPIX in 0.4s | 2.89 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-19T20:23:22.506420] [INFO ] [sig       ] [1442/3561] Forecasting GPJA...
[2025-12-19T20:23:22.506449] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-12-19T20:23:22.506479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-12-19T20:23:22.518486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2025-12-19T20:23:22.518918] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-12-19T20:23:22.519753] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-12-19T20:23:22.519806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:22.519839] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:22.519868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:22.519925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:22.577598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:22.578426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:22.578509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:22.578542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:22.700856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:22.701014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:22.701052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:22.701082] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:22.704726] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=81.73%)
[2025-12-19T20:23:22.704992] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-12-19T20:23:22.705119] [INFO ] [sig       ] GPJA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:22.845465] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GPJA.txt
[2025-12-19T20:23:22.845626] [INFO ] [sig       ] [1442/3561] Completed GPJA in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-19T20:23:22.845669] [INFO ] [sig       ] [1443/3561] Forecasting GPK...
[2025-12-19T20:23:22.845699] [INFO ] [sig       ] Generating forecast for: GPK
[2025-12-19T20:23:22.845729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-12-19T20:23:22.857821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2025-12-19T20:23:22.858183] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-12-19T20:23:22.859036] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-12-19T20:23:22.859089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:22.859126] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:22.859179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:22.859239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:22.919347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:22.920197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:22.920302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:22.920337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:23.044248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:23.044405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:23.044443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:23.044472] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:23.047954] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: UP (p=96.26%)
[2025-12-19T20:23:23.048217] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-12-19T20:23:23.048337] [INFO ] [sig       ] GPK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:23.186406] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GPK.txt
[2025-12-19T20:23:23.186538] [INFO ] [sig       ] [1443/3561] Completed GPK in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-19T20:23:23.186594] [INFO ] [sig       ] [1444/3561] Forecasting GPN...
[2025-12-19T20:23:23.186626] [INFO ] [sig       ] Generating forecast for: GPN
[2025-12-19T20:23:23.186656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-12-19T20:23:23.198013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2025-12-19T20:23:23.198339] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-12-19T20:23:23.199138] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-12-19T20:23:23.199190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:23.199221] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:23.199247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:23.199302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:23.255889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:23.256531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:23.256649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:23.256682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:23.377113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:23.377275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:23.377314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:23.377341] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:23.381084] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: DOWN (p=9.11%)
[2025-12-19T20:23:23.381400] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-12-19T20:23:23.381528] [INFO ] [sig       ] GPN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:23.521414] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GPN.txt
[2025-12-19T20:23:23.521596] [INFO ] [sig       ] [1444/3561] Completed GPN in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-19T20:23:23.521639] [INFO ] [sig       ] [1445/3561] Forecasting GPRE...
[2025-12-19T20:23:23.521668] [INFO ] [sig       ] Generating forecast for: GPRE
[2025-12-19T20:23:23.521697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2025-12-19T20:23:23.534203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2025-12-19T20:23:23.534797] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2025-12-19T20:23:23.535561] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2025-12-19T20:23:23.535645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:23.535678] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:23.535704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:23.535767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:23.593507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:23.594346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:23.594424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:23.594456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:23.718789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:23.718932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:23.718970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:23.718999] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:23.722513] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: DOWN (p=35.86%)
[2025-12-19T20:23:23.722791] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2025-12-19T20:23:23.722911] [INFO ] [sig       ] GPRE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:23.863873] [INFO ] [LOCAL     ] Saved forecast: GPRE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GPRE.txt
[2025-12-19T20:23:23.863991] [INFO ] [sig       ] [1445/3561] Completed GPRE in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-19T20:23:23.864029] [INFO ] [sig       ] [1446/3561] Forecasting GPRK...
[2025-12-19T20:23:23.864058] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-12-19T20:23:23.864087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-12-19T20:23:23.875531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2025-12-19T20:23:23.875900] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-12-19T20:23:23.876865] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-12-19T20:23:23.876915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:23.876946] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:23.876971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:23.877026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:23.937202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:23.937943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:23.938024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:23.938057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:24.059216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:24.059560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:24.059618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:24.059647] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:24.062981] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: DOWN (p=45.82%)
[2025-12-19T20:23:24.063253] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-12-19T20:23:24.063377] [INFO ] [sig       ] GPRK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:24.200898] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GPRK.txt
[2025-12-19T20:23:24.201019] [INFO ] [sig       ] [1446/3561] Completed GPRK in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-19T20:23:24.201058] [INFO ] [sig       ] [1447/3561] Forecasting GPRO...
[2025-12-19T20:23:24.201087] [INFO ] [sig       ] Generating forecast for: GPRO
[2025-12-19T20:23:24.201276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'.
[2025-12-19T20:23:24.213194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRO'.
[2025-12-19T20:23:24.213530] [INFO ] [FORECASTER] Starting predict_future for GPRO
[2025-12-19T20:23:24.214300] [DEBUG] [LOCAL     ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt
[2025-12-19T20:23:24.214351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:24.214383] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:24.214409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:24.214465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:24.271560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:24.272214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:24.272290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:24.272322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:24.399658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:24.399812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:24.399850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:24.399879] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:24.403193] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: DOWN (p=14.86%)
[2025-12-19T20:23:24.403457] [INFO ] [FORECASTER] Completed predict_future for GPRO
[2025-12-19T20:23:24.403591] [INFO ] [sig       ] GPRO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:24.543129] [INFO ] [LOCAL     ] Saved forecast: GPRO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GPRO.txt
[2025-12-19T20:23:24.543274] [INFO ] [sig       ] [1447/3561] Completed GPRO in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-19T20:23:24.543504] [INFO ] [sig       ] [1448/3561] Forecasting GRAB...
[2025-12-19T20:23:24.543534] [INFO ] [sig       ] Generating forecast for: GRAB
[2025-12-19T20:23:24.543563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2025-12-19T20:23:24.555194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2025-12-19T20:23:24.555780] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2025-12-19T20:23:24.556789] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2025-12-19T20:23:24.556839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:24.556871] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:24.556897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:24.556953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:24.614091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:24.614950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:24.615035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:24.615068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:24.735266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:24.735416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:24.735453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:24.735480] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:24.738805] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: UP (p=71.14%)
[2025-12-19T20:23:24.739072] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2025-12-19T20:23:24.739191] [INFO ] [sig       ] GRAB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:24.877389] [INFO ] [LOCAL     ] Saved forecast: GRAB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GRAB.txt
[2025-12-19T20:23:24.877529] [INFO ] [sig       ] [1448/3561] Completed GRAB in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-19T20:23:24.877585] [INFO ] [sig       ] [1449/3561] Forecasting GRAL...
[2025-12-19T20:23:24.877618] [INFO ] [sig       ] Generating forecast for: GRAL
[2025-12-19T20:23:24.877648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2025-12-19T20:23:24.890566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2025-12-19T20:23:24.890926] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2025-12-19T20:23:24.891698] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2025-12-19T20:23:24.891749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:24.891780] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:24.891807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:24.891861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:24.948993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:24.949833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:24.949911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:24.949944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:25.074032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:25.074183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:25.074221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:25.074249] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:25.077526] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: DOWN (p=38.57%)
[2025-12-19T20:23:25.077804] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2025-12-19T20:23:25.077921] [INFO ] [sig       ] GRAL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:25.214589] [INFO ] [LOCAL     ] Saved forecast: GRAL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GRAL.txt
[2025-12-19T20:23:25.214719] [INFO ] [sig       ] [1449/3561] Completed GRAL in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-19T20:23:25.214759] [INFO ] [sig       ] [1450/3561] Forecasting GRBK...
[2025-12-19T20:23:25.214788] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-12-19T20:23:25.214817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-12-19T20:23:25.225893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2025-12-19T20:23:25.226211] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-12-19T20:23:25.226978] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-12-19T20:23:25.227028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:25.227061] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:25.227088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:25.227148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:25.283627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:25.284471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:25.284553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:25.284613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:25.404783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:25.404941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:25.404979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:25.405008] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:25.408346] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-12-19T20:23:25.408629] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-12-19T20:23:25.408771] [INFO ] [sig       ] GRBK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:25.553347] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GRBK.txt
[2025-12-19T20:23:25.553478] [INFO ] [sig       ] [1450/3561] Completed GRBK in 0.3s | 2.89 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-19T20:23:25.553517] [INFO ] [sig       ] [1451/3561] Forecasting GRC...
[2025-12-19T20:23:25.553545] [INFO ] [sig       ] Generating forecast for: GRC
[2025-12-19T20:23:25.553591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-12-19T20:23:25.564701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2025-12-19T20:23:25.565030] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-12-19T20:23:25.565792] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-12-19T20:23:25.565842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:25.565909] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:25.565938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:25.565996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:25.626025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:25.627103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:25.627196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:25.627230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:25.755904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:25.756067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:25.756110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:25.756140] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:25.759861] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: DOWN (p=9.80%)
[2025-12-19T20:23:25.760132] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-12-19T20:23:25.760255] [INFO ] [sig       ] GRC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:25.903352] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GRC.txt
[2025-12-19T20:23:25.903494] [INFO ] [sig       ] [1451/3561] Completed GRC in 0.3s | 2.89 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-19T20:23:25.903533] [INFO ] [sig       ] [1452/3561] Forecasting GREE...
[2025-12-19T20:23:25.903562] [INFO ] [sig       ] Generating forecast for: GREE
[2025-12-19T20:23:25.903610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2025-12-19T20:23:25.914836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2025-12-19T20:23:25.915166] [INFO ] [FORECASTER] Starting predict_future for GREE
[2025-12-19T20:23:25.915932] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2025-12-19T20:23:25.915982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:25.916013] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:25.916039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:25.916095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:25.973202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:25.973802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:25.973878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:25.973909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:26.091629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:26.091774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:26.091811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:26.091839] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:26.095096] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: DOWN (p=27.80%)
[2025-12-19T20:23:26.095363] [INFO ] [FORECASTER] Completed predict_future for GREE
[2025-12-19T20:23:26.095481] [INFO ] [sig       ] GREE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:26.239520] [INFO ] [LOCAL     ] Saved forecast: GREE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GREE.txt
[2025-12-19T20:23:26.239669] [INFO ] [sig       ] [1452/3561] Completed GREE in 0.3s | 2.89 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-19T20:23:26.239711] [INFO ] [sig       ] [1453/3561] Forecasting GRFS...
[2025-12-19T20:23:26.239741] [INFO ] [sig       ] Generating forecast for: GRFS
[2025-12-19T20:23:26.239769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2025-12-19T20:23:26.252014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2025-12-19T20:23:26.252381] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2025-12-19T20:23:26.253184] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2025-12-19T20:23:26.253235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:26.253267] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:26.253294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:26.253348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:26.314636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:26.315480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:26.315588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:26.315624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:26.448980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:26.449158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:26.449203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:26.449235] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:26.452842] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: DOWN (p=6.01%)
[2025-12-19T20:23:26.453114] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2025-12-19T20:23:26.453235] [INFO ] [sig       ] GRFS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:26.597440] [INFO ] [LOCAL     ] Saved forecast: GRFS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GRFS.txt
[2025-12-19T20:23:26.597589] [INFO ] [sig       ] [1453/3561] Completed GRFS in 0.4s | 2.89 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-19T20:23:26.597631] [INFO ] [sig       ] [1454/3561] Forecasting GRID...
[2025-12-19T20:23:26.597660] [INFO ] [sig       ] Generating forecast for: GRID
[2025-12-19T20:23:26.597690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2025-12-19T20:23:26.610910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2025-12-19T20:23:26.611305] [INFO ] [FORECASTER] Starting predict_future for GRID
[2025-12-19T20:23:26.612114] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2025-12-19T20:23:26.612166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:26.612202] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:26.612229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:26.612297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:26.671038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:26.672179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:26.672270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:26.672303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:26.801825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:26.801987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:26.802028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:26.802088] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:26.806043] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: UP (p=84.26%)
[2025-12-19T20:23:26.806317] [INFO ] [FORECASTER] Completed predict_future for GRID
[2025-12-19T20:23:26.806654] [INFO ] [sig       ] GRID: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:26.953349] [INFO ] [LOCAL     ] Saved forecast: GRID	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GRID.txt
[2025-12-19T20:23:26.953481] [INFO ] [sig       ] [1454/3561] Completed GRID in 0.4s | 2.89 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-19T20:23:26.953521] [INFO ] [sig       ] [1455/3561] Forecasting GRMN...
[2025-12-19T20:23:26.953550] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-12-19T20:23:26.953598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-12-19T20:23:26.964833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2025-12-19T20:23:26.965155] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-12-19T20:23:26.965932] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-12-19T20:23:26.965983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:26.966014] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:26.966041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:26.966097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:27.027319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:27.028351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:27.028432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:27.028465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:27.154738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:27.154891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:27.154930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:27.154958] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:27.158294] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: UP (p=69.86%)
[2025-12-19T20:23:27.158559] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-12-19T20:23:27.158706] [INFO ] [sig       ] GRMN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:27.310238] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GRMN.txt
[2025-12-19T20:23:27.310393] [INFO ] [sig       ] [1455/3561] Completed GRMN in 0.4s | 2.89 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-19T20:23:27.310434] [INFO ] [sig       ] [1456/3561] Forecasting GRND...
[2025-12-19T20:23:27.310464] [INFO ] [sig       ] Generating forecast for: GRND
[2025-12-19T20:23:27.310494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-12-19T20:23:27.321949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2025-12-19T20:23:27.322272] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-12-19T20:23:27.323043] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-12-19T20:23:27.323104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:27.323137] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:27.323163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:27.323220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:27.383069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:27.383774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:27.383860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:27.383895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:27.507907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:27.508048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:27.508086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:27.508115] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:27.511615] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: UP (p=82.48%)
[2025-12-19T20:23:27.511880] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-12-19T20:23:27.511998] [INFO ] [sig       ] GRND: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:27.650377] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GRND.txt
[2025-12-19T20:23:27.650495] [INFO ] [sig       ] [1456/3561] Completed GRND in 0.3s | 2.89 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-19T20:23:27.650534] [INFO ] [sig       ] [1457/3561] Forecasting GRPN...
[2025-12-19T20:23:27.650563] [INFO ] [sig       ] Generating forecast for: GRPN
[2025-12-19T20:23:27.650621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2025-12-19T20:23:27.663156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2025-12-19T20:23:27.663780] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2025-12-19T20:23:27.664658] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2025-12-19T20:23:27.664718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:27.664772] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:27.664804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:27.664861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:27.723864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:27.724927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:27.725011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:27.725044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:27.853721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:27.853884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:27.853923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:27.853950] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:27.857713] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: DOWN (p=48.96%)
[2025-12-19T20:23:27.857982] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2025-12-19T20:23:27.858104] [INFO ] [sig       ] GRPN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:27.999470] [INFO ] [LOCAL     ] Saved forecast: GRPN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GRPN.txt
[2025-12-19T20:23:27.999634] [INFO ] [sig       ] [1457/3561] Completed GRPN in 0.3s | 2.89 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-19T20:23:27.999676] [INFO ] [sig       ] [1458/3561] Forecasting GRVY...
[2025-12-19T20:23:27.999706] [INFO ] [sig       ] Generating forecast for: GRVY
[2025-12-19T20:23:27.999736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2025-12-19T20:23:28.011306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2025-12-19T20:23:28.011672] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2025-12-19T20:23:28.012427] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2025-12-19T20:23:28.012478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:28.012511] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:28.012538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:28.012616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:28.070610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:28.071361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:28.071440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:28.071472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:28.183152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:28.183322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:28.183368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:28.183396] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:28.186951] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: DOWN (p=49.96%)
[2025-12-19T20:23:28.187242] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2025-12-19T20:23:28.187370] [INFO ] [sig       ] GRVY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:28.327659] [INFO ] [LOCAL     ] Saved forecast: GRVY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GRVY.txt
[2025-12-19T20:23:28.327801] [INFO ] [sig       ] [1458/3561] Completed GRVY in 0.3s | 2.89 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-19T20:23:28.327842] [INFO ] [sig       ] [1459/3561] Forecasting GRWG...
[2025-12-19T20:23:28.327871] [INFO ] [sig       ] Generating forecast for: GRWG
[2025-12-19T20:23:28.327902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2025-12-19T20:23:28.340139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2025-12-19T20:23:28.340585] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2025-12-19T20:23:28.341473] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2025-12-19T20:23:28.341531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:28.341569] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:28.341624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:28.341697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:28.400427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:28.401214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:28.401295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:28.401327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:28.524473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:28.524644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:28.524691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:28.524745] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:28.528708] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: DOWN (p=21.28%)
[2025-12-19T20:23:28.528986] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2025-12-19T20:23:28.529106] [INFO ] [sig       ] GRWG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:28.672822] [INFO ] [LOCAL     ] Saved forecast: GRWG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GRWG.txt
[2025-12-19T20:23:28.672983] [INFO ] [sig       ] [1459/3561] Completed GRWG in 0.3s | 2.89 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-19T20:23:28.673023] [INFO ] [sig       ] [1460/3561] Forecasting GRX...
[2025-12-19T20:23:28.673053] [INFO ] [sig       ] Generating forecast for: GRX
[2025-12-19T20:23:28.673091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-12-19T20:23:28.684774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2025-12-19T20:23:28.685115] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-12-19T20:23:28.685985] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-12-19T20:23:28.686036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:28.686068] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:28.686094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:28.686150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:28.744328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:28.745170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:28.745259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:28.745293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:28.859641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:28.859794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:28.859834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:28.859863] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:28.863340] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: UP (p=86.00%)
[2025-12-19T20:23:28.863640] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-12-19T20:23:28.863764] [INFO ] [sig       ] GRX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:29.006594] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GRX.txt
[2025-12-19T20:23:29.006741] [INFO ] [sig       ] [1460/3561] Completed GRX in 0.3s | 2.89 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-19T20:23:29.006781] [INFO ] [sig       ] [1461/3561] Forecasting GS...
[2025-12-19T20:23:29.006810] [INFO ] [sig       ] Generating forecast for: GS
[2025-12-19T20:23:29.006840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-12-19T20:23:29.019060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2025-12-19T20:23:29.019434] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-12-19T20:23:29.020280] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-12-19T20:23:29.020334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:29.020366] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:29.020393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:29.020449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:29.078015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:29.078735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:29.078856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:29.078903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:29.208074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:29.208228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:29.208269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:29.208297] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:29.211599] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: UP (p=99.71%)
[2025-12-19T20:23:29.211883] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-12-19T20:23:29.212000] [INFO ] [sig       ] GS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:29.351385] [INFO ] [LOCAL     ] Saved forecast: GS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GS.txt
[2025-12-19T20:23:29.351544] [INFO ] [sig       ] [1461/3561] Completed GS in 0.3s | 2.89 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-19T20:23:29.351616] [INFO ] [sig       ] [1462/3561] Forecasting GSBC...
[2025-12-19T20:23:29.351650] [INFO ] [sig       ] Generating forecast for: GSBC
[2025-12-19T20:23:29.351680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2025-12-19T20:23:29.363021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2025-12-19T20:23:29.363407] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2025-12-19T20:23:29.364193] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2025-12-19T20:23:29.364243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:29.364275] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:29.364302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:29.364357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:29.428793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:29.429763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:29.429861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:29.429897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:29.552948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:29.553093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:29.553132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:29.553162] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:29.556602] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: DOWN (p=3.51%)
[2025-12-19T20:23:29.556874] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2025-12-19T20:23:29.556996] [INFO ] [sig       ] GSBC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:29.701489] [INFO ] [LOCAL     ] Saved forecast: GSBC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GSBC.txt
[2025-12-19T20:23:29.701683] [INFO ] [sig       ] [1462/3561] Completed GSBC in 0.4s | 2.89 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-19T20:23:29.701740] [INFO ] [sig       ] [1463/3561] Forecasting GSBD...
[2025-12-19T20:23:29.701774] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-12-19T20:23:29.701804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-12-19T20:23:29.714697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2025-12-19T20:23:29.715135] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-12-19T20:23:29.716091] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-12-19T20:23:29.716152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:29.716192] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:29.716225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:29.716302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:29.779377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:29.780233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:29.780360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:29.780398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:29.902000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:29.902187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:29.902233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:29.902285] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:29.905692] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: UP (p=93.30%)
[2025-12-19T20:23:29.905962] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-12-19T20:23:29.906084] [INFO ] [sig       ] GSBD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:30.047239] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GSBD.txt
[2025-12-19T20:23:30.047409] [INFO ] [sig       ] [1463/3561] Completed GSBD in 0.3s | 2.89 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-19T20:23:30.047693] [INFO ] [sig       ] [1464/3561] Forecasting GSHD...
[2025-12-19T20:23:30.047739] [INFO ] [sig       ] Generating forecast for: GSHD
[2025-12-19T20:23:30.047770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2025-12-19T20:23:30.060687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2025-12-19T20:23:30.061104] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2025-12-19T20:23:30.062167] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2025-12-19T20:23:30.062219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:30.062253] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:30.062280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:30.062337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:30.123387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:30.124265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:30.124347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:30.124381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:30.252233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:30.252405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:30.252452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:30.252484] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:30.256129] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: UP (p=85.20%)
[2025-12-19T20:23:30.256422] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2025-12-19T20:23:30.256546] [INFO ] [sig       ] GSHD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:30.397902] [INFO ] [LOCAL     ] Saved forecast: GSHD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GSHD.txt
[2025-12-19T20:23:30.398083] [INFO ] [sig       ] [1464/3561] Completed GSHD in 0.4s | 2.89 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-19T20:23:30.398125] [INFO ] [sig       ] [1465/3561] Forecasting GSK...
[2025-12-19T20:23:30.398154] [INFO ] [sig       ] Generating forecast for: GSK
[2025-12-19T20:23:30.398184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-12-19T20:23:30.411196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2025-12-19T20:23:30.411564] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-12-19T20:23:30.412374] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-12-19T20:23:30.412428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:30.412461] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:30.412488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:30.412544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:30.471968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:30.472848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:30.472954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:30.472988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:30.603416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:30.603585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:30.603627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:30.603657] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:30.607464] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=89.17%)
[2025-12-19T20:23:30.607755] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-12-19T20:23:30.607877] [INFO ] [sig       ] GSK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:30.747286] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GSK.txt
[2025-12-19T20:23:30.747628] [INFO ] [sig       ] [1465/3561] Completed GSK in 0.3s | 2.89 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-19T20:23:30.747668] [INFO ] [sig       ] [1466/3561] Forecasting GSL...
[2025-12-19T20:23:30.747697] [INFO ] [sig       ] Generating forecast for: GSL
[2025-12-19T20:23:30.747727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-12-19T20:23:30.760122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2025-12-19T20:23:30.760485] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-12-19T20:23:30.761271] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-12-19T20:23:30.761322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:30.761354] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:30.761382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:30.761438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:30.821211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:30.822213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:30.822295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:30.822327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:30.946905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:30.947058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:30.947120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:30.947150] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:30.954659] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: DOWN (p=9.51%)
[2025-12-19T20:23:30.955096] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-12-19T20:23:30.955294] [INFO ] [sig       ] GSL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:31.098386] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GSL.txt
[2025-12-19T20:23:31.098542] [INFO ] [sig       ] [1466/3561] Completed GSL in 0.4s | 2.89 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-19T20:23:31.098601] [INFO ] [sig       ] [1467/3561] Forecasting GSM...
[2025-12-19T20:23:31.098633] [INFO ] [sig       ] Generating forecast for: GSM
[2025-12-19T20:23:31.098663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2025-12-19T20:23:31.110646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2025-12-19T20:23:31.110999] [INFO ] [FORECASTER] Starting predict_future for GSM
[2025-12-19T20:23:31.111794] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2025-12-19T20:23:31.111845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:31.111890] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:31.111920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:31.111977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:31.169772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:31.170464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:31.170542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:31.170591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:31.289122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:31.289271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:31.289310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:31.289343] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:31.292863] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: UP (p=57.65%)
[2025-12-19T20:23:31.293125] [INFO ] [FORECASTER] Completed predict_future for GSM
[2025-12-19T20:23:31.293248] [INFO ] [sig       ] GSM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:31.447122] [INFO ] [LOCAL     ] Saved forecast: GSM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GSM.txt
[2025-12-19T20:23:31.447340] [INFO ] [sig       ] [1467/3561] Completed GSM in 0.3s | 2.89 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-19T20:23:31.447410] [INFO ] [sig       ] [1468/3561] Forecasting GTES...
[2025-12-19T20:23:31.447461] [INFO ] [sig       ] Generating forecast for: GTES
[2025-12-19T20:23:31.447512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-12-19T20:23:31.462385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2025-12-19T20:23:31.462917] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-12-19T20:23:31.464005] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-12-19T20:23:31.464085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:31.464195] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:31.464246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:31.464341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:31.541168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:31.542028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:31.542110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:31.542145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:31.667649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:31.667807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:31.667848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:31.667876] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:31.671354] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: DOWN (p=8.93%)
[2025-12-19T20:23:31.671847] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-12-19T20:23:31.671974] [INFO ] [sig       ] GTES: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:31.819874] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GTES.txt
[2025-12-19T20:23:31.820030] [INFO ] [sig       ] [1468/3561] Completed GTES in 0.4s | 2.89 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-19T20:23:31.820074] [INFO ] [sig       ] [1469/3561] Forecasting GTLB...
[2025-12-19T20:23:31.820103] [INFO ] [sig       ] Generating forecast for: GTLB
[2025-12-19T20:23:31.820134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2025-12-19T20:23:31.832718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2025-12-19T20:23:31.833060] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2025-12-19T20:23:31.833994] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2025-12-19T20:23:31.834057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:31.834098] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:31.834135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:31.834206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:31.893688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:31.894301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:31.894391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:31.894429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:32.018003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:32.018162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:32.018200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:32.018229] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:32.021564] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: DOWN (p=49.67%)
[2025-12-19T20:23:32.021854] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2025-12-19T20:23:32.021973] [INFO ] [sig       ] GTLB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:32.167236] [INFO ] [LOCAL     ] Saved forecast: GTLB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GTLB.txt
[2025-12-19T20:23:32.167365] [INFO ] [sig       ] [1469/3561] Completed GTLB in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-19T20:23:32.167405] [INFO ] [sig       ] [1470/3561] Forecasting GTLS...
[2025-12-19T20:23:32.167434] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-12-19T20:23:32.167463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-12-19T20:23:32.179843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2025-12-19T20:23:32.180184] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-12-19T20:23:32.180983] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-12-19T20:23:32.181035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:32.181069] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:32.181096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:32.181153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:32.239558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:32.240187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:32.240263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:32.240296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:32.364870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:32.365012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:32.365049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:32.365077] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:32.368487] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: UP (p=78.91%)
[2025-12-19T20:23:32.368783] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-12-19T20:23:32.368903] [INFO ] [sig       ] GTLS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:32.507965] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GTLS.txt
[2025-12-19T20:23:32.508091] [INFO ] [sig       ] [1470/3561] Completed GTLS in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-19T20:23:32.508135] [INFO ] [sig       ] [1471/3561] Forecasting GTN...
[2025-12-19T20:23:32.508166] [INFO ] [sig       ] Generating forecast for: GTN
[2025-12-19T20:23:32.508196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-12-19T20:23:32.520105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2025-12-19T20:23:32.520429] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-12-19T20:23:32.521198] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-12-19T20:23:32.521249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:32.521282] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:32.521308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:32.521368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:32.582340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:32.583043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:32.583118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:32.583158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:32.710255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:32.710408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:32.710446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:32.710526] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:32.713874] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: DOWN (p=47.95%)
[2025-12-19T20:23:32.714140] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-12-19T20:23:32.714257] [INFO ] [sig       ] GTN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:32.851567] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GTN.txt
[2025-12-19T20:23:32.851740] [INFO ] [sig       ] [1471/3561] Completed GTN in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-19T20:23:32.851787] [INFO ] [sig       ] [1472/3561] Forecasting GTX...
[2025-12-19T20:23:32.851816] [INFO ] [sig       ] Generating forecast for: GTX
[2025-12-19T20:23:32.851847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2025-12-19T20:23:32.863110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2025-12-19T20:23:32.863470] [INFO ] [FORECASTER] Starting predict_future for GTX
[2025-12-19T20:23:32.864229] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2025-12-19T20:23:32.864280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:32.864312] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:32.864343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:32.864398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:32.919965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:32.920805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:32.920886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:32.920917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:33.040916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:33.041071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:33.041109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:33.041139] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:33.044487] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: UP (p=56.04%)
[2025-12-19T20:23:33.044774] [INFO ] [FORECASTER] Completed predict_future for GTX
[2025-12-19T20:23:33.044900] [INFO ] [sig       ] GTX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:33.182693] [INFO ] [LOCAL     ] Saved forecast: GTX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GTX.txt
[2025-12-19T20:23:33.182847] [INFO ] [sig       ] [1472/3561] Completed GTX in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-19T20:23:33.182887] [INFO ] [sig       ] [1473/3561] Forecasting GTY...
[2025-12-19T20:23:33.182917] [INFO ] [sig       ] Generating forecast for: GTY
[2025-12-19T20:23:33.182947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-12-19T20:23:33.194140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2025-12-19T20:23:33.194529] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-12-19T20:23:33.195293] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-12-19T20:23:33.195348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:33.195379] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:33.195405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:33.195462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:33.250811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:33.251615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:33.251694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:33.251726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:33.373753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:33.373910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:33.373948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:33.373977] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:33.377369] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: DOWN (p=10.14%)
[2025-12-19T20:23:33.377650] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-12-19T20:23:33.377770] [INFO ] [sig       ] GTY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:33.513889] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GTY.txt
[2025-12-19T20:23:33.514028] [INFO ] [sig       ] [1473/3561] Completed GTY in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-19T20:23:33.514066] [INFO ] [sig       ] [1474/3561] Forecasting GUG...
[2025-12-19T20:23:33.514097] [INFO ] [sig       ] Generating forecast for: GUG
[2025-12-19T20:23:33.514127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-12-19T20:23:33.525310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2025-12-19T20:23:33.525665] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-12-19T20:23:33.526400] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-12-19T20:23:33.526450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:33.526483] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:33.526509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:33.526565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:33.581439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:33.582071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:33.582147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:33.582178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:33.701211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:33.701358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:33.701395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:33.701440] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:33.704821] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: UP (p=75.29%)
[2025-12-19T20:23:33.705090] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-12-19T20:23:33.705211] [INFO ] [sig       ] GUG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:33.841817] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GUG.txt
[2025-12-19T20:23:33.841971] [INFO ] [sig       ] [1474/3561] Completed GUG in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-19T20:23:33.842011] [INFO ] [sig       ] [1475/3561] Forecasting GVA...
[2025-12-19T20:23:33.842052] [INFO ] [sig       ] Generating forecast for: GVA
[2025-12-19T20:23:33.842112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-12-19T20:23:33.855449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2025-12-19T20:23:33.855834] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-12-19T20:23:33.856682] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-12-19T20:23:33.856735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:33.856767] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:33.856803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:33.856867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:33.915851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:33.916757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:33.916843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:33.916877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:34.039417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:34.039589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:34.039633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:34.039664] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:34.043088] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=87.90%)
[2025-12-19T20:23:34.043369] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-12-19T20:23:34.043495] [INFO ] [sig       ] GVA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:34.183824] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GVA.txt
[2025-12-19T20:23:34.183978] [INFO ] [sig       ] [1475/3561] Completed GVA in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-19T20:23:34.184020] [INFO ] [sig       ] [1476/3561] Forecasting GWH...
[2025-12-19T20:23:34.184049] [INFO ] [sig       ] Generating forecast for: GWH
[2025-12-19T20:23:34.184079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-12-19T20:23:34.195806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2025-12-19T20:23:34.196242] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-12-19T20:23:34.197218] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-12-19T20:23:34.197277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:34.197331] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:34.197373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:34.197463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:34.261768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:34.262646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:34.262732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:34.262782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:34.396185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:34.396346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:34.396387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:34.396416] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:34.400015] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=10.57%)
[2025-12-19T20:23:34.400290] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-12-19T20:23:34.400426] [INFO ] [sig       ] GWH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:34.540448] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GWH.txt
[2025-12-19T20:23:34.540619] [INFO ] [sig       ] [1476/3561] Completed GWH in 0.4s | 2.89 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-19T20:23:34.540662] [INFO ] [sig       ] [1477/3561] Forecasting GWRE...
[2025-12-19T20:23:34.540695] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-12-19T20:23:34.540726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-12-19T20:23:34.552074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2025-12-19T20:23:34.552437] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-12-19T20:23:34.553413] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-12-19T20:23:34.553464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:34.553494] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:34.553520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:34.553596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:34.610797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:34.611666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:34.611749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:34.611782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:34.737798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:34.737958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:34.737998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:34.738027] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:34.741901] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: UP (p=68.04%)
[2025-12-19T20:23:34.742184] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-12-19T20:23:34.742312] [INFO ] [sig       ] GWRE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:34.886448] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GWRE.txt
[2025-12-19T20:23:34.886806] [INFO ] [sig       ] [1477/3561] Completed GWRE in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-19T20:23:34.886847] [INFO ] [sig       ] [1478/3561] Forecasting GWRS...
[2025-12-19T20:23:34.886877] [INFO ] [sig       ] Generating forecast for: GWRS
[2025-12-19T20:23:34.886908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2025-12-19T20:23:34.899228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2025-12-19T20:23:34.899835] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2025-12-19T20:23:34.900895] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2025-12-19T20:23:34.900949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:34.900981] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:34.901023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:34.901081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:34.959367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:34.960197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:34.960313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:34.960349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:35.092028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:35.092189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:35.092231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:35.092262] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:35.096624] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: DOWN (p=1.72%)
[2025-12-19T20:23:35.096958] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2025-12-19T20:23:35.097111] [INFO ] [sig       ] GWRS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:35.247883] [INFO ] [LOCAL     ] Saved forecast: GWRS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/GWRS.txt
[2025-12-19T20:23:35.248058] [INFO ] [sig       ] [1478/3561] Completed GWRS in 0.4s | 2.89 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-19T20:23:35.248098] [INFO ] [sig       ] [1479/3561] Forecasting GXAI...
[2025-12-19T20:23:35.248129] [INFO ] [sig       ] Generating forecast for: GXAI
[2025-12-19T20:23:35.248159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2025-12-19T20:23:35.260094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2025-12-19T20:23:35.260457] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2025-12-19T20:23:35.261223] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2025-12-19T20:23:35.261274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:35.261305] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:35.261331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:35.261387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:35.320539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:35.321654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:35.321735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:35.321767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:35.439273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:35.439430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:35.439470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:35.439498] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:35.442900] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: UP (p=94.13%)
[2025-12-19T20:23:35.443171] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2025-12-19T20:23:35.443293] [INFO ] [sig       ] GXAI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:35.602898] [INFO ] [LOCAL     ] Saved forecast: GXAI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GXAI.txt
[2025-12-19T20:23:35.603049] [INFO ] [sig       ] [1479/3561] Completed GXAI in 0.4s | 2.89 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-19T20:23:35.603088] [INFO ] [sig       ] [1480/3561] Forecasting GYRE...
[2025-12-19T20:23:35.603117] [INFO ] [sig       ] Generating forecast for: GYRE
[2025-12-19T20:23:35.603148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2025-12-19T20:23:35.615542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2025-12-19T20:23:35.615869] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2025-12-19T20:23:35.616645] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2025-12-19T20:23:35.616703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:35.616768] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:35.616814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:35.616893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:35.678495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:35.679220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:35.679301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:35.679341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:35.813783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:35.813943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:35.813984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:35.814013] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:35.817468] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: UP (p=96.61%)
[2025-12-19T20:23:35.817776] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2025-12-19T20:23:35.817905] [INFO ] [sig       ] GYRE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:35.977768] [INFO ] [LOCAL     ] Saved forecast: GYRE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/GYRE.txt
[2025-12-19T20:23:35.977909] [INFO ] [sig       ] [1480/3561] Completed GYRE in 0.4s | 2.89 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-19T20:23:35.977947] [INFO ] [sig       ] [1481/3561] Forecasting H...
[2025-12-19T20:23:35.977977] [INFO ] [sig       ] Generating forecast for: H
[2025-12-19T20:23:35.978006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-12-19T20:23:35.989701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2025-12-19T20:23:35.990028] [INFO ] [FORECASTER] Starting predict_future for H
[2025-12-19T20:23:35.990811] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-12-19T20:23:35.990863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:35.990895] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:35.990921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:35.990977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:36.047866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:36.048728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:36.048810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:36.048841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:36.166654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:36.166806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:36.166847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:36.166879] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:36.170416] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: DOWN (p=26.89%)
[2025-12-19T20:23:36.170703] [INFO ] [FORECASTER] Completed predict_future for H
[2025-12-19T20:23:36.170826] [INFO ] [sig       ] H: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:36.313794] [INFO ] [LOCAL     ] Saved forecast: H	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/H.txt
[2025-12-19T20:23:36.313944] [INFO ] [sig       ] [1481/3561] Completed H in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-19T20:23:36.313983] [INFO ] [sig       ] [1482/3561] Forecasting HAE...
[2025-12-19T20:23:36.314012] [INFO ] [sig       ] Generating forecast for: HAE
[2025-12-19T20:23:36.314043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-12-19T20:23:36.325122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2025-12-19T20:23:36.325448] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-12-19T20:23:36.326210] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-12-19T20:23:36.326262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:36.326293] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:36.326320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:36.326376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:36.384242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:36.385032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:36.385108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:36.385140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:36.509811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:36.509974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:36.510015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:36.510045] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:36.513528] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=37.19%)
[2025-12-19T20:23:36.513836] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-12-19T20:23:36.513968] [INFO ] [sig       ] HAE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:36.656049] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HAE.txt
[2025-12-19T20:23:36.656207] [INFO ] [sig       ] [1482/3561] Completed HAE in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-19T20:23:36.656246] [INFO ] [sig       ] [1483/3561] Forecasting HAFC...
[2025-12-19T20:23:36.656275] [INFO ] [sig       ] Generating forecast for: HAFC
[2025-12-19T20:23:36.656306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2025-12-19T20:23:36.668076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2025-12-19T20:23:36.668447] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2025-12-19T20:23:36.669246] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2025-12-19T20:23:36.669298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:36.669330] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:36.669356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:36.669412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:36.731516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:36.732472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:36.732557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:36.732610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:36.854893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:36.855068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:36.855110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:36.855138] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:36.858504] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: UP (p=96.26%)
[2025-12-19T20:23:36.858836] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2025-12-19T20:23:36.858962] [INFO ] [sig       ] HAFC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:37.000937] [INFO ] [LOCAL     ] Saved forecast: HAFC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HAFC.txt
[2025-12-19T20:23:37.001108] [INFO ] [sig       ] [1483/3561] Completed HAFC in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-19T20:23:37.001150] [INFO ] [sig       ] [1484/3561] Forecasting HAIN...
[2025-12-19T20:23:37.001180] [INFO ] [sig       ] Generating forecast for: HAIN
[2025-12-19T20:23:37.001210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'.
[2025-12-19T20:23:37.012913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAIN'.
[2025-12-19T20:23:37.013247] [INFO ] [FORECASTER] Starting predict_future for HAIN
[2025-12-19T20:23:37.014018] [DEBUG] [LOCAL     ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt
[2025-12-19T20:23:37.014069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:37.014102] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:37.014136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:37.014192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:37.072250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:37.073127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:37.073225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:37.073273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:37.203009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:37.203158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:37.203198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:37.203227] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:37.206546] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: UP (p=72.42%)
[2025-12-19T20:23:37.207008] [INFO ] [FORECASTER] Completed predict_future for HAIN
[2025-12-19T20:23:37.207128] [INFO ] [sig       ] HAIN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:37.347059] [INFO ] [LOCAL     ] Saved forecast: HAIN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HAIN.txt
[2025-12-19T20:23:37.347201] [INFO ] [sig       ] [1484/3561] Completed HAIN in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-19T20:23:37.347238] [INFO ] [sig       ] [1485/3561] Forecasting HAL...
[2025-12-19T20:23:37.347266] [INFO ] [sig       ] Generating forecast for: HAL
[2025-12-19T20:23:37.347296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-12-19T20:23:37.358973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2025-12-19T20:23:37.359339] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-12-19T20:23:37.360108] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-12-19T20:23:37.360159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:37.360215] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:37.360243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:37.360298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:37.424486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:37.425354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:37.425434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:37.425466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:37.548486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:37.548656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:37.548713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:37.548741] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:37.552021] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-12-19T20:23:37.552303] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-12-19T20:23:37.552423] [INFO ] [sig       ] HAL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:37.695306] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HAL.txt
[2025-12-19T20:23:37.695473] [INFO ] [sig       ] [1485/3561] Completed HAL in 0.3s | 2.89 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-19T20:23:37.695520] [INFO ] [sig       ] [1486/3561] Forecasting HALO...
[2025-12-19T20:23:37.695555] [INFO ] [sig       ] Generating forecast for: HALO
[2025-12-19T20:23:37.695607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2025-12-19T20:23:37.707967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2025-12-19T20:23:37.708342] [INFO ] [FORECASTER] Starting predict_future for HALO
[2025-12-19T20:23:37.709339] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2025-12-19T20:23:37.709397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:37.709435] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:37.709467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:37.709535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:37.769136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:37.770009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:37.770094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:37.770126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:37.896980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:37.897138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:37.897177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:37.897204] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:37.901155] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: DOWN (p=28.66%)
[2025-12-19T20:23:37.901457] [INFO ] [FORECASTER] Completed predict_future for HALO
[2025-12-19T20:23:37.901607] [INFO ] [sig       ] HALO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:38.046847] [INFO ] [LOCAL     ] Saved forecast: HALO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HALO.txt
[2025-12-19T20:23:38.046998] [INFO ] [sig       ] [1486/3561] Completed HALO in 0.4s | 2.89 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-19T20:23:38.047037] [INFO ] [sig       ] [1487/3561] Forecasting HAS...
[2025-12-19T20:23:38.047067] [INFO ] [sig       ] Generating forecast for: HAS
[2025-12-19T20:23:38.047097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2025-12-19T20:23:38.058601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2025-12-19T20:23:38.059008] [INFO ] [FORECASTER] Starting predict_future for HAS
[2025-12-19T20:23:38.059778] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2025-12-19T20:23:38.059828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:38.059861] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:38.059887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:38.059943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:38.116674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:38.117474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:38.117556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:38.117609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:38.238516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:38.238734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:38.238775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:38.238802] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:38.242081] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: UP (p=85.58%)
[2025-12-19T20:23:38.242344] [INFO ] [FORECASTER] Completed predict_future for HAS
[2025-12-19T20:23:38.242461] [INFO ] [sig       ] HAS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:38.381760] [INFO ] [LOCAL     ] Saved forecast: HAS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HAS.txt
[2025-12-19T20:23:38.381912] [INFO ] [sig       ] [1487/3561] Completed HAS in 0.3s | 2.89 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-19T20:23:38.381951] [INFO ] [sig       ] [1488/3561] Forecasting HASI...
[2025-12-19T20:23:38.381980] [INFO ] [sig       ] Generating forecast for: HASI
[2025-12-19T20:23:38.382011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-12-19T20:23:38.393375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2025-12-19T20:23:38.393787] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-12-19T20:23:38.394569] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-12-19T20:23:38.394640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:38.394673] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:38.394701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:38.394758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:38.451113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:38.451898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:38.451980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:38.452013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:38.575091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:38.575246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:38.575285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:38.575346] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:38.578754] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: UP (p=98.67%)
[2025-12-19T20:23:38.579024] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-12-19T20:23:38.579149] [INFO ] [sig       ] HASI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:38.714832] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HASI.txt
[2025-12-19T20:23:38.714959] [INFO ] [sig       ] [1488/3561] Completed HASI in 0.3s | 2.89 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-19T20:23:38.714996] [INFO ] [sig       ] [1489/3561] Forecasting HBAN...
[2025-12-19T20:23:38.715025] [INFO ] [sig       ] Generating forecast for: HBAN
[2025-12-19T20:23:38.715055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2025-12-19T20:23:38.726555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2025-12-19T20:23:38.726911] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2025-12-19T20:23:38.727666] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2025-12-19T20:23:38.727718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:38.727749] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:38.727776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:38.727831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:38.784228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:38.784922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:38.785004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:38.785036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:38.904921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:38.905064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:38.905101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:38.905129] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:38.908563] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: DOWN (p=45.27%)
[2025-12-19T20:23:38.908945] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2025-12-19T20:23:38.909084] [INFO ] [sig       ] HBAN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:39.046991] [INFO ] [LOCAL     ] Saved forecast: HBAN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HBAN.txt
[2025-12-19T20:23:39.047125] [INFO ] [sig       ] [1489/3561] Completed HBAN in 0.3s | 2.89 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-19T20:23:39.047163] [INFO ] [sig       ] [1490/3561] Forecasting HBANL...
[2025-12-19T20:23:39.047194] [INFO ] [sig       ] Generating forecast for: HBANL
[2025-12-19T20:23:39.047223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2025-12-19T20:23:39.058957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2025-12-19T20:23:39.059376] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2025-12-19T20:23:39.060178] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2025-12-19T20:23:39.060230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:39.060262] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:39.060288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:39.060344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:39.116659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:39.117509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:39.117613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:39.117650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:39.232844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:39.233001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:39.233038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:39.233067] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:39.236343] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: UP (p=80.40%)
[2025-12-19T20:23:39.236629] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2025-12-19T20:23:39.236750] [INFO ] [sig       ] HBANL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:39.384134] [INFO ] [LOCAL     ] Saved forecast: HBANL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HBANL.txt
[2025-12-19T20:23:39.384297] [INFO ] [sig       ] [1490/3561] Completed HBANL in 0.3s | 2.89 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-19T20:23:39.384338] [INFO ] [sig       ] [1491/3561] Forecasting HBANP...
[2025-12-19T20:23:39.384369] [INFO ] [sig       ] Generating forecast for: HBANP
[2025-12-19T20:23:39.384401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2025-12-19T20:23:39.396657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2025-12-19T20:23:39.397014] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2025-12-19T20:23:39.397788] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2025-12-19T20:23:39.397851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:39.397883] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:39.397910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:39.397965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:39.456894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:39.457552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:39.457835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:39.457869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:39.580332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:39.580493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:39.580533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:39.580560] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:39.584529] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: DOWN (p=27.23%)
[2025-12-19T20:23:39.584825] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2025-12-19T20:23:39.584954] [INFO ] [sig       ] HBANP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:39.723933] [INFO ] [LOCAL     ] Saved forecast: HBANP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HBANP.txt
[2025-12-19T20:23:39.724083] [INFO ] [sig       ] [1491/3561] Completed HBANP in 0.3s | 2.89 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-19T20:23:39.724122] [INFO ] [sig       ] [1492/3561] Forecasting HBB...
[2025-12-19T20:23:39.724151] [INFO ] [sig       ] Generating forecast for: HBB
[2025-12-19T20:23:39.724181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-12-19T20:23:39.735784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2025-12-19T20:23:39.736139] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-12-19T20:23:39.736931] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-12-19T20:23:39.736983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:39.737016] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:39.737042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:39.737099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:39.794324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:39.795351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:39.795433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:39.795465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:39.911549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:39.911909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:39.911948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:39.911976] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:39.915909] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: DOWN (p=12.71%)
[2025-12-19T20:23:39.916205] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-12-19T20:23:39.916332] [INFO ] [sig       ] HBB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:40.056149] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HBB.txt
[2025-12-19T20:23:40.056291] [INFO ] [sig       ] [1492/3561] Completed HBB in 0.3s | 2.89 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-19T20:23:40.056331] [INFO ] [sig       ] [1493/3561] Forecasting HBCP...
[2025-12-19T20:23:40.056360] [INFO ] [sig       ] Generating forecast for: HBCP
[2025-12-19T20:23:40.056388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2025-12-19T20:23:40.067712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2025-12-19T20:23:40.068069] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2025-12-19T20:23:40.068865] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2025-12-19T20:23:40.068916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:40.068946] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:40.068972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:40.069027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:40.126959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:40.127617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:40.127696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:40.127727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:40.247027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:40.247176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:40.247217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:40.247244] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:40.250646] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: UP (p=56.93%)
[2025-12-19T20:23:40.250908] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2025-12-19T20:23:40.251027] [INFO ] [sig       ] HBCP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:40.391210] [INFO ] [LOCAL     ] Saved forecast: HBCP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HBCP.txt
[2025-12-19T20:23:40.391340] [INFO ] [sig       ] [1493/3561] Completed HBCP in 0.3s | 2.89 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-19T20:23:40.391380] [INFO ] [sig       ] [1494/3561] Forecasting HBM...
[2025-12-19T20:23:40.391411] [INFO ] [sig       ] Generating forecast for: HBM
[2025-12-19T20:23:40.391441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-12-19T20:23:40.403924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2025-12-19T20:23:40.404331] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-12-19T20:23:40.405123] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-12-19T20:23:40.405174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:40.405205] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:40.405231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:40.405286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:40.460931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:40.461734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:40.461816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:40.461847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:40.582657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:40.582811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:40.582848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:40.582876] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:40.586196] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-12-19T20:23:40.586476] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-12-19T20:23:40.586618] [INFO ] [sig       ] HBM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:40.722411] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HBM.txt
[2025-12-19T20:23:40.722555] [INFO ] [sig       ] [1494/3561] Completed HBM in 0.3s | 2.89 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-19T20:23:40.722620] [INFO ] [sig       ] [1495/3561] Forecasting HBNC...
[2025-12-19T20:23:40.722652] [INFO ] [sig       ] Generating forecast for: HBNC
[2025-12-19T20:23:40.722681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2025-12-19T20:23:40.734493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2025-12-19T20:23:40.734884] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2025-12-19T20:23:40.735654] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2025-12-19T20:23:40.735704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:40.735736] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:40.735763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:40.735819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:40.793624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:40.794320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:40.794430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:40.794464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:40.912965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:40.913121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:40.913161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:40.913190] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:40.916666] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2025-12-19T20:23:40.916955] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2025-12-19T20:23:40.917082] [INFO ] [sig       ] HBNC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:41.057473] [INFO ] [LOCAL     ] Saved forecast: HBNC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HBNC.txt
[2025-12-19T20:23:41.057656] [INFO ] [sig       ] [1495/3561] Completed HBNC in 0.3s | 2.89 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-19T20:23:41.057698] [INFO ] [sig       ] [1496/3561] Forecasting HCA...
[2025-12-19T20:23:41.057730] [INFO ] [sig       ] Generating forecast for: HCA
[2025-12-19T20:23:41.057760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-12-19T20:23:41.069549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2025-12-19T20:23:41.069928] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-12-19T20:23:41.070729] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-12-19T20:23:41.070782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:41.070813] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:41.070840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:41.070895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:41.127205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:41.128079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:41.128164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:41.128196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:41.250116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:41.250399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:41.250441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:41.250469] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:41.254170] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: DOWN (p=18.82%)
[2025-12-19T20:23:41.254476] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-12-19T20:23:41.254618] [INFO ] [sig       ] HCA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:41.396427] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HCA.txt
[2025-12-19T20:23:41.396626] [INFO ] [sig       ] [1496/3561] Completed HCA in 0.3s | 2.89 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-19T20:23:41.396676] [INFO ] [sig       ] [1497/3561] Forecasting HCC...
[2025-12-19T20:23:41.396713] [INFO ] [sig       ] Generating forecast for: HCC
[2025-12-19T20:23:41.396743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-12-19T20:23:41.409551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2025-12-19T20:23:41.409938] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-12-19T20:23:41.410725] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-12-19T20:23:41.410776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:41.410807] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:41.410834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:41.410889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:41.469458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:41.470176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:41.470255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:41.470287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:41.600238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:41.600402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:41.600448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:41.600501] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:41.604172] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-12-19T20:23:41.604449] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-12-19T20:23:41.604623] [INFO ] [sig       ] HCC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:41.754294] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HCC.txt
[2025-12-19T20:23:41.754451] [INFO ] [sig       ] [1497/3561] Completed HCC in 0.4s | 2.89 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-19T20:23:41.754492] [INFO ] [sig       ] [1498/3561] Forecasting HCI...
[2025-12-19T20:23:41.754524] [INFO ] [sig       ] Generating forecast for: HCI
[2025-12-19T20:23:41.754563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-12-19T20:23:41.767380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2025-12-19T20:23:41.767969] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-12-19T20:23:41.768979] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-12-19T20:23:41.769030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:41.769063] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:41.769089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:41.769143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:41.826206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:41.827103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:41.827190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:41.827221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:41.947946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:41.948106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:41.948161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:41.948190] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:41.952322] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: UP (p=95.38%)
[2025-12-19T20:23:41.952613] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-12-19T20:23:41.952740] [INFO ] [sig       ] HCI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:42.095351] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HCI.txt
[2025-12-19T20:23:42.095546] [INFO ] [sig       ] [1498/3561] Completed HCI in 0.3s | 2.89 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-19T20:23:42.095604] [INFO ] [sig       ] [1499/3561] Forecasting HCM...
[2025-12-19T20:23:42.095638] [INFO ] [sig       ] Generating forecast for: HCM
[2025-12-19T20:23:42.095671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2025-12-19T20:23:42.107904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2025-12-19T20:23:42.108274] [INFO ] [FORECASTER] Starting predict_future for HCM
[2025-12-19T20:23:42.109111] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2025-12-19T20:23:42.109163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:42.109195] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:42.109222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:42.109277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:42.168278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:42.169156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:42.169241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:42.169273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:42.292565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:42.292742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:42.292780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:42.292809] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:42.296384] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: UP (p=88.03%)
[2025-12-19T20:23:42.296708] [INFO ] [FORECASTER] Completed predict_future for HCM
[2025-12-19T20:23:42.296833] [INFO ] [sig       ] HCM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:42.436085] [INFO ] [LOCAL     ] Saved forecast: HCM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HCM.txt
[2025-12-19T20:23:42.436238] [INFO ] [sig       ] [1499/3561] Completed HCM in 0.3s | 2.89 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-19T20:23:42.436277] [INFO ] [sig       ] [1500/3561] Forecasting HCSG...
[2025-12-19T20:23:42.436308] [INFO ] [sig       ] Generating forecast for: HCSG
[2025-12-19T20:23:42.436337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2025-12-19T20:23:42.447390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2025-12-19T20:23:42.447731] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2025-12-19T20:23:42.448476] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2025-12-19T20:23:42.448526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:42.448557] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:42.448605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:42.448663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:42.503931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:42.504515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:42.504622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:42.504656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:42.624134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:42.624282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:42.624320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:42.624347] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:42.627660] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: DOWN (p=46.41%)
[2025-12-19T20:23:42.627928] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2025-12-19T20:23:42.628045] [INFO ] [sig       ] HCSG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:42.766281] [INFO ] [LOCAL     ] Saved forecast: HCSG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HCSG.txt
[2025-12-19T20:23:42.766405] [INFO ] [sig       ] [1500/3561] Completed HCSG in 0.3s | 2.89 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-19T20:23:42.766442] [INFO ] [sig       ] [1501/3561] Forecasting HCTI...
[2025-12-19T20:23:42.766471] [INFO ] [sig       ] Generating forecast for: HCTI
[2025-12-19T20:23:42.766501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'.
[2025-12-19T20:23:42.778276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCTI'.
[2025-12-19T20:23:42.778650] [INFO ] [FORECASTER] Starting predict_future for HCTI
[2025-12-19T20:23:42.779450] [DEBUG] [LOCAL     ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt
[2025-12-19T20:23:42.779501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:42.779539] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:42.779590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:42.779663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:42.836739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:42.837428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:42.837510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:42.837549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:42.954123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:42.954277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:42.954315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:42.954343] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:42.957673] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: UP (p=77.15%)
[2025-12-19T20:23:42.957940] [INFO ] [FORECASTER] Completed predict_future for HCTI
[2025-12-19T20:23:42.958063] [INFO ] [sig       ] HCTI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:43.104963] [INFO ] [LOCAL     ] Saved forecast: HCTI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HCTI.txt
[2025-12-19T20:23:43.105120] [INFO ] [sig       ] [1501/3561] Completed HCTI in 0.3s | 2.89 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-19T20:23:43.105159] [INFO ] [sig       ] [1502/3561] Forecasting HD...
[2025-12-19T20:23:43.105188] [INFO ] [sig       ] Generating forecast for: HD
[2025-12-19T20:23:43.105220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-12-19T20:23:43.117382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2025-12-19T20:23:43.117772] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-12-19T20:23:43.118531] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-12-19T20:23:43.118607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:43.118698] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:43.118729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:43.118784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:43.176976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:43.177850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:43.177938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:43.177970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:43.298387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:43.298548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:43.298609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:43.298638] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:43.302385] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=99.41%)
[2025-12-19T20:23:43.302707] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-12-19T20:23:43.303030] [INFO ] [sig       ] HD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:43.446065] [INFO ] [LOCAL     ] Saved forecast: HD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HD.txt
[2025-12-19T20:23:43.446217] [INFO ] [sig       ] [1502/3561] Completed HD in 0.3s | 2.89 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-19T20:23:43.446257] [INFO ] [sig       ] [1503/3561] Forecasting HDB...
[2025-12-19T20:23:43.446288] [INFO ] [sig       ] Generating forecast for: HDB
[2025-12-19T20:23:43.446318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-12-19T20:23:43.457527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2025-12-19T20:23:43.457928] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-12-19T20:23:43.458749] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-12-19T20:23:43.458800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:43.458832] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:43.458857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:43.458912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:43.515496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:43.516499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:43.516594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:43.516630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:43.643077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:43.643227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:43.643267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:43.643295] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:43.647004] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: DOWN (p=16.59%)
[2025-12-19T20:23:43.647275] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-12-19T20:23:43.647398] [INFO ] [sig       ] HDB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:43.788170] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HDB.txt
[2025-12-19T20:23:43.788305] [INFO ] [sig       ] [1503/3561] Completed HDB in 0.3s | 2.89 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-19T20:23:43.788344] [INFO ] [sig       ] [1504/3561] Forecasting HDSN...
[2025-12-19T20:23:43.788373] [INFO ] [sig       ] Generating forecast for: HDSN
[2025-12-19T20:23:43.788403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2025-12-19T20:23:43.800158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2025-12-19T20:23:43.800520] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2025-12-19T20:23:43.801293] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2025-12-19T20:23:43.801343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:43.801376] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:43.801403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:43.801458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:43.861022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:43.861724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:43.861804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:43.861837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:43.984882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:43.985075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:43.985115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:43.985144] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:43.988604] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: DOWN (p=0.32%)
[2025-12-19T20:23:43.988901] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2025-12-19T20:23:43.989025] [INFO ] [sig       ] HDSN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:44.130758] [INFO ] [LOCAL     ] Saved forecast: HDSN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HDSN.txt
[2025-12-19T20:23:44.131089] [INFO ] [sig       ] [1504/3561] Completed HDSN in 0.3s | 2.89 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-19T20:23:44.131131] [INFO ] [sig       ] [1505/3561] Forecasting HE...
[2025-12-19T20:23:44.131161] [INFO ] [sig       ] Generating forecast for: HE
[2025-12-19T20:23:44.131192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-12-19T20:23:44.143296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2025-12-19T20:23:44.143659] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-12-19T20:23:44.144420] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-12-19T20:23:44.144472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:44.144505] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:44.144531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:44.144605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:44.201532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:44.202304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:44.202384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:44.202415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:44.325624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:44.325780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:44.325817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:44.325846] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:44.329429] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: UP (p=85.05%)
[2025-12-19T20:23:44.329733] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-12-19T20:23:44.329864] [INFO ] [sig       ] HE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:44.471328] [INFO ] [LOCAL     ] Saved forecast: HE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HE.txt
[2025-12-19T20:23:44.471477] [INFO ] [sig       ] [1505/3561] Completed HE in 0.3s | 2.89 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-19T20:23:44.471515] [INFO ] [sig       ] [1506/3561] Forecasting HEI...
[2025-12-19T20:23:44.471546] [INFO ] [sig       ] Generating forecast for: HEI
[2025-12-19T20:23:44.471604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-12-19T20:23:44.483675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2025-12-19T20:23:44.484053] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-12-19T20:23:44.485038] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-12-19T20:23:44.485090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:44.485122] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:44.485149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:44.485206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:44.543557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:44.544396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:44.544479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:44.544513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:44.669824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:44.669981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:44.670021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:44.670050] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:44.673419] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-12-19T20:23:44.673719] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-12-19T20:23:44.673843] [INFO ] [sig       ] HEI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:44.814647] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HEI.txt
[2025-12-19T20:23:44.814809] [INFO ] [sig       ] [1506/3561] Completed HEI in 0.3s | 2.89 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-19T20:23:44.814850] [INFO ] [sig       ] [1507/3561] Forecasting HELE...
[2025-12-19T20:23:44.814878] [INFO ] [sig       ] Generating forecast for: HELE
[2025-12-19T20:23:44.814908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-12-19T20:23:44.826870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-12-19T20:23:44.827248] [INFO ] [FORECASTER] Starting predict_future for HELE
[2025-12-19T20:23:44.828045] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2025-12-19T20:23:44.828099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:44.828132] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:44.828159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:44.828217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:44.885989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:44.886845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:44.886930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:44.886965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:45.016242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:45.016398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:45.016436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:45.016466] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:45.020856] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: UP (p=78.42%)
[2025-12-19T20:23:45.021237] [INFO ] [FORECASTER] Completed predict_future for HELE
[2025-12-19T20:23:45.021410] [INFO ] [sig       ] HELE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:45.162077] [INFO ] [LOCAL     ] Saved forecast: HELE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HELE.txt
[2025-12-19T20:23:45.162243] [INFO ] [sig       ] [1507/3561] Completed HELE in 0.3s | 2.89 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-19T20:23:45.162282] [INFO ] [sig       ] [1508/3561] Forecasting HEPS...
[2025-12-19T20:23:45.162312] [INFO ] [sig       ] Generating forecast for: HEPS
[2025-12-19T20:23:45.162341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2025-12-19T20:23:45.173827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2025-12-19T20:23:45.174260] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2025-12-19T20:23:45.175086] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2025-12-19T20:23:45.175141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:45.175173] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:45.175200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:45.175257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:45.230142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:45.231019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:45.231104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:45.231136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:45.364700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:45.364893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:45.364957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:45.365008] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:45.370218] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: UP (p=70.01%)
[2025-12-19T20:23:45.370701] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2025-12-19T20:23:45.370893] [INFO ] [sig       ] HEPS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:45.569385] [INFO ] [LOCAL     ] Saved forecast: HEPS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HEPS.txt
[2025-12-19T20:23:45.569658] [INFO ] [sig       ] [1508/3561] Completed HEPS in 0.4s | 2.89 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-19T20:23:45.569723] [INFO ] [sig       ] [1509/3561] Forecasting HEQ...
[2025-12-19T20:23:45.569768] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-12-19T20:23:45.569814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-12-19T20:23:45.590695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2025-12-19T20:23:45.591237] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-12-19T20:23:45.592208] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-12-19T20:23:45.592266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:45.592301] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:45.592328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:45.592386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:45.678846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:45.680038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:45.680158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:45.680206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:45.846699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:45.846879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:45.846925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:45.846981] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:45.852072] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: DOWN (p=44.42%)
[2025-12-19T20:23:45.852605] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-12-19T20:23:45.852815] [INFO ] [sig       ] HEQ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:46.074477] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HEQ.txt
[2025-12-19T20:23:46.074716] [INFO ] [sig       ] [1509/3561] Completed HEQ in 0.5s | 2.89 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-19T20:23:46.074786] [INFO ] [sig       ] [1510/3561] Forecasting HERO...
[2025-12-19T20:23:46.074836] [INFO ] [sig       ] Generating forecast for: HERO
[2025-12-19T20:23:46.074889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2025-12-19T20:23:46.088280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2025-12-19T20:23:46.088767] [INFO ] [FORECASTER] Starting predict_future for HERO
[2025-12-19T20:23:46.089744] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2025-12-19T20:23:46.089806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:46.089840] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:46.089868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:46.089926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:46.155913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:46.157070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:46.157187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:46.157239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:46.326054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:46.326241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:46.326307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:46.326358] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:46.331404] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2025-12-19T20:23:46.331862] [INFO ] [FORECASTER] Completed predict_future for HERO
[2025-12-19T20:23:46.332044] [INFO ] [sig       ] HERO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:46.481182] [INFO ] [LOCAL     ] Saved forecast: HERO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HERO.txt
[2025-12-19T20:23:46.481343] [INFO ] [sig       ] [1510/3561] Completed HERO in 0.4s | 2.89 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-19T20:23:46.481384] [INFO ] [sig       ] [1511/3561] Forecasting HESM...
[2025-12-19T20:23:46.481414] [INFO ] [sig       ] Generating forecast for: HESM
[2025-12-19T20:23:46.481443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-12-19T20:23:46.492886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2025-12-19T20:23:46.493237] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-12-19T20:23:46.494042] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-12-19T20:23:46.494096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:46.494128] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:46.494156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:46.494215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:46.549608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:46.550280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:46.550361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:46.550395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:46.677482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:46.677650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:46.677689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:46.677716] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:46.681025] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: UP (p=88.67%)
[2025-12-19T20:23:46.681288] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-12-19T20:23:46.681406] [INFO ] [sig       ] HESM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:46.819198] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HESM.txt
[2025-12-19T20:23:46.819322] [INFO ] [sig       ] [1511/3561] Completed HESM in 0.3s | 2.89 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-19T20:23:46.819360] [INFO ] [sig       ] [1512/3561] Forecasting HFFG...
[2025-12-19T20:23:46.819389] [INFO ] [sig       ] Generating forecast for: HFFG
[2025-12-19T20:23:46.819419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2025-12-19T20:23:46.830772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2025-12-19T20:23:46.831117] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2025-12-19T20:23:46.832090] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2025-12-19T20:23:46.832141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:46.832174] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:46.832201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:46.832257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:46.889372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:46.890030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:46.890132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:46.890164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:47.008597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:47.008774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:47.008812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:47.008840] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:47.012123] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: DOWN (p=10.14%)
[2025-12-19T20:23:47.012384] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2025-12-19T20:23:47.012501] [INFO ] [sig       ] HFFG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:47.152284] [INFO ] [LOCAL     ] Saved forecast: HFFG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HFFG.txt
[2025-12-19T20:23:47.152421] [INFO ] [sig       ] [1512/3561] Completed HFFG in 0.3s | 2.89 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-19T20:23:47.152459] [INFO ] [sig       ] [1513/3561] Forecasting HFRO...
[2025-12-19T20:23:47.152489] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-12-19T20:23:47.152519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-12-19T20:23:47.165606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2025-12-19T20:23:47.165937] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-12-19T20:23:47.166717] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-12-19T20:23:47.166768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:47.166798] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:47.166823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:47.166889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:47.223320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:47.223964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:47.224041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:47.224073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:47.344060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:47.344212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:47.344251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:47.344279] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:47.347754] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=95.35%)
[2025-12-19T20:23:47.348218] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-12-19T20:23:47.348337] [INFO ] [sig       ] HFRO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:47.488859] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HFRO.txt
[2025-12-19T20:23:47.488986] [INFO ] [sig       ] [1513/3561] Completed HFRO in 0.3s | 2.89 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-19T20:23:47.489026] [INFO ] [sig       ] [1514/3561] Forecasting HFWA...
[2025-12-19T20:23:47.489055] [INFO ] [sig       ] Generating forecast for: HFWA
[2025-12-19T20:23:47.489085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2025-12-19T20:23:47.500323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2025-12-19T20:23:47.500649] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2025-12-19T20:23:47.501389] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2025-12-19T20:23:47.501440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:47.501472] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:47.501499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:47.501555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:47.558321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:47.559128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:47.559207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:47.559238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:47.678945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:47.679098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:47.679135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:47.679163] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:47.682639] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: UP (p=92.88%)
[2025-12-19T20:23:47.682906] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2025-12-19T20:23:47.683023] [INFO ] [sig       ] HFWA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:47.821967] [INFO ] [LOCAL     ] Saved forecast: HFWA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HFWA.txt
[2025-12-19T20:23:47.822082] [INFO ] [sig       ] [1514/3561] Completed HFWA in 0.3s | 2.89 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-19T20:23:47.822120] [INFO ] [sig       ] [1515/3561] Forecasting HG...
[2025-12-19T20:23:47.822149] [INFO ] [sig       ] Generating forecast for: HG
[2025-12-19T20:23:47.822178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-12-19T20:23:47.833799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2025-12-19T20:23:47.834125] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-12-19T20:23:47.834888] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-12-19T20:23:47.834950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:47.834983] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:47.835010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:47.835065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:47.891426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:47.892011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:47.892085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:47.892116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:48.012686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:48.012842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:48.013072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:48.013101] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:48.016594] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-19T20:23:48.016865] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-12-19T20:23:48.016983] [INFO ] [sig       ] HG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:48.156446] [INFO ] [LOCAL     ] Saved forecast: HG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HG.txt
[2025-12-19T20:23:48.156611] [INFO ] [sig       ] [1515/3561] Completed HG in 0.3s | 2.89 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-19T20:23:48.156653] [INFO ] [sig       ] [1516/3561] Forecasting HGBL...
[2025-12-19T20:23:48.156682] [INFO ] [sig       ] Generating forecast for: HGBL
[2025-12-19T20:23:48.156717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2025-12-19T20:23:48.168619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2025-12-19T20:23:48.169172] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2025-12-19T20:23:48.169968] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2025-12-19T20:23:48.170020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:48.170053] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:48.170080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:48.170136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:48.229507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:48.230151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:48.230228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:48.230261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:48.353352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:48.353501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:48.353539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:48.353566] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:48.356850] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: DOWN (p=36.67%)
[2025-12-19T20:23:48.357124] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2025-12-19T20:23:48.357242] [INFO ] [sig       ] HGBL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:48.498594] [INFO ] [LOCAL     ] Saved forecast: HGBL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HGBL.txt
[2025-12-19T20:23:48.498738] [INFO ] [sig       ] [1516/3561] Completed HGBL in 0.3s | 2.89 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-19T20:23:48.498781] [INFO ] [sig       ] [1517/3561] Forecasting HGLB...
[2025-12-19T20:23:48.498811] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-12-19T20:23:48.498842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-12-19T20:23:48.509507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2025-12-19T20:23:48.509860] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-12-19T20:23:48.510667] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-12-19T20:23:48.510719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:48.510751] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:48.510778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:48.510836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:48.569557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:48.570264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:48.570344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:48.570377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:48.693528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:48.693689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:48.693729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:48.693756] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:48.697130] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=20.39%)
[2025-12-19T20:23:48.697402] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-12-19T20:23:48.697520] [INFO ] [sig       ] HGLB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:48.838428] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HGLB.txt
[2025-12-19T20:23:48.838561] [INFO ] [sig       ] [1517/3561] Completed HGLB in 0.3s | 2.89 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-19T20:23:48.838618] [INFO ] [sig       ] [1518/3561] Forecasting HGTY...
[2025-12-19T20:23:48.838648] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-12-19T20:23:48.838691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-12-19T20:23:48.853779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2025-12-19T20:23:48.854349] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-12-19T20:23:48.855314] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-12-19T20:23:48.855366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:48.855400] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:48.855427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:48.855484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:48.916650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:48.917796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:48.917895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:48.917942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:49.039390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:49.039543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:49.039624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:49.039660] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:49.043199] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: DOWN (p=5.15%)
[2025-12-19T20:23:49.043474] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-12-19T20:23:49.043610] [INFO ] [sig       ] HGTY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:49.184549] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HGTY.txt
[2025-12-19T20:23:49.184695] [INFO ] [sig       ] [1518/3561] Completed HGTY in 0.3s | 2.89 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-19T20:23:49.184733] [INFO ] [sig       ] [1519/3561] Forecasting HHH...
[2025-12-19T20:23:49.184763] [INFO ] [sig       ] Generating forecast for: HHH
[2025-12-19T20:23:49.184793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-12-19T20:23:49.196759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2025-12-19T20:23:49.197251] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-12-19T20:23:49.198039] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-12-19T20:23:49.198090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:49.198147] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:49.198175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:49.198232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:49.256470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:49.257318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:49.257398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:49.257431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:49.381255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:49.381412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:49.381450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:49.381479] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:49.384967] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: UP (p=61.74%)
[2025-12-19T20:23:49.385234] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-12-19T20:23:49.385353] [INFO ] [sig       ] HHH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:49.526722] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HHH.txt
[2025-12-19T20:23:49.526872] [INFO ] [sig       ] [1519/3561] Completed HHH in 0.3s | 2.89 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-19T20:23:49.526913] [INFO ] [sig       ] [1520/3561] Forecasting HI...
[2025-12-19T20:23:49.526942] [INFO ] [sig       ] Generating forecast for: HI
[2025-12-19T20:23:49.526972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-12-19T20:23:49.539095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HI'.
[2025-12-19T20:23:49.539523] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-12-19T20:23:49.540371] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-12-19T20:23:49.540423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:49.540455] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:49.540482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:49.540539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:49.597563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:49.598259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:49.598339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:49.598372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:49.723618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:49.723783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:49.724037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:49.724068] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:49.727865] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: UP (p=90.99%)
[2025-12-19T20:23:49.728349] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-12-19T20:23:49.728482] [INFO ] [sig       ] HI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:49.876486] [INFO ] [LOCAL     ] Saved forecast: HI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HI.txt
[2025-12-19T20:23:49.876654] [INFO ] [sig       ] [1520/3561] Completed HI in 0.3s | 2.89 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-19T20:23:49.876697] [INFO ] [sig       ] [1521/3561] Forecasting HIFS...
[2025-12-19T20:23:49.876729] [INFO ] [sig       ] Generating forecast for: HIFS
[2025-12-19T20:23:49.876760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2025-12-19T20:23:49.892094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2025-12-19T20:23:49.892615] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2025-12-19T20:23:49.893446] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2025-12-19T20:23:49.893498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:49.893530] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:49.893557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:49.893643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:49.949194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:49.950119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:49.950207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:49.950240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:50.063755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:50.063936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:50.064176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:50.064204] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:50.067805] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: UP (p=50.83%)
[2025-12-19T20:23:50.068171] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2025-12-19T20:23:50.068312] [INFO ] [sig       ] HIFS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:50.213251] [INFO ] [LOCAL     ] Saved forecast: HIFS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HIFS.txt
[2025-12-19T20:23:50.213414] [INFO ] [sig       ] [1521/3561] Completed HIFS in 0.3s | 2.89 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-19T20:23:50.213453] [INFO ] [sig       ] [1522/3561] Forecasting HIG...
[2025-12-19T20:23:50.213483] [INFO ] [sig       ] Generating forecast for: HIG
[2025-12-19T20:23:50.213515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-12-19T20:23:50.225475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2025-12-19T20:23:50.225891] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-12-19T20:23:50.226698] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-12-19T20:23:50.226750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:50.226782] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:50.226807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:50.226862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:50.286363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:50.287262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:50.287354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:50.287388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:50.409949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:50.410105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:50.410160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:50.410189] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:50.413919] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=63.44%)
[2025-12-19T20:23:50.414188] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-12-19T20:23:50.414306] [INFO ] [sig       ] HIG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:50.554439] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HIG.txt
[2025-12-19T20:23:50.554615] [INFO ] [sig       ] [1522/3561] Completed HIG in 0.3s | 2.89 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-19T20:23:50.554661] [INFO ] [sig       ] [1523/3561] Forecasting HII...
[2025-12-19T20:23:50.554695] [INFO ] [sig       ] Generating forecast for: HII
[2025-12-19T20:23:50.554731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-12-19T20:23:50.567380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2025-12-19T20:23:50.567768] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-12-19T20:23:50.568542] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-12-19T20:23:50.568612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:50.568647] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:50.568699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:50.568759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:50.628935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:50.629790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:50.629873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:50.629907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:50.754798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:50.754940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:50.754980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:50.755008] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:50.758350] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: UP (p=83.95%)
[2025-12-19T20:23:50.758654] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-12-19T20:23:50.758805] [INFO ] [sig       ] HII: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:50.902029] [INFO ] [LOCAL     ] Saved forecast: HII	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HII.txt
[2025-12-19T20:23:50.902159] [INFO ] [sig       ] [1523/3561] Completed HII in 0.3s | 2.89 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-19T20:23:50.902197] [INFO ] [sig       ] [1524/3561] Forecasting HIMS...
[2025-12-19T20:23:50.902226] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-12-19T20:23:50.902255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-12-19T20:23:50.913768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2025-12-19T20:23:50.914279] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-12-19T20:23:50.915239] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-12-19T20:23:50.915290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:50.915321] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:50.915347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:50.915403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:50.972597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:50.973212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:50.973290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:50.973322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:51.091074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:51.091196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:51.091241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:51.091271] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:51.094855] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: UP (p=53.80%)
[2025-12-19T20:23:51.095123] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-12-19T20:23:51.095247] [INFO ] [sig       ] HIMS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:51.232712] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HIMS.txt
[2025-12-19T20:23:51.232827] [INFO ] [sig       ] [1524/3561] Completed HIMS in 0.3s | 2.89 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-19T20:23:51.232865] [INFO ] [sig       ] [1525/3561] Forecasting HIMX...
[2025-12-19T20:23:51.232893] [INFO ] [sig       ] Generating forecast for: HIMX
[2025-12-19T20:23:51.232922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2025-12-19T20:23:51.244238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2025-12-19T20:23:51.244589] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2025-12-19T20:23:51.245364] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2025-12-19T20:23:51.245414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:51.245445] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:51.245471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:51.245526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:51.301412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:51.302024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:51.302101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:51.302133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:51.423884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:51.424009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:51.424045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:51.424072] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:51.427248] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: UP (p=99.64%)
[2025-12-19T20:23:51.427507] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2025-12-19T20:23:51.427645] [INFO ] [sig       ] HIMX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:51.564013] [INFO ] [LOCAL     ] Saved forecast: HIMX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HIMX.txt
[2025-12-19T20:23:51.564120] [INFO ] [sig       ] [1525/3561] Completed HIMX in 0.3s | 2.89 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-19T20:23:51.564158] [INFO ] [sig       ] [1526/3561] Forecasting HIO...
[2025-12-19T20:23:51.564186] [INFO ] [sig       ] Generating forecast for: HIO
[2025-12-19T20:23:51.564215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-12-19T20:23:51.577085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2025-12-19T20:23:51.577398] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-12-19T20:23:51.578169] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-12-19T20:23:51.578219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:51.578261] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:51.578290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:51.578346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:51.635635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:51.636700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:51.636783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:51.636814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:51.761767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:51.761958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:51.761999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:51.762027] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:51.765383] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=63.98%)
[2025-12-19T20:23:51.765667] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-12-19T20:23:51.765793] [INFO ] [sig       ] HIO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:51.903536] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HIO.txt
[2025-12-19T20:23:51.903663] [INFO ] [sig       ] [1526/3561] Completed HIO in 0.3s | 2.89 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-19T20:23:51.903709] [INFO ] [sig       ] [1527/3561] Forecasting HIPO...
[2025-12-19T20:23:51.903737] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-12-19T20:23:51.903766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-12-19T20:23:51.915971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2025-12-19T20:23:51.916483] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-12-19T20:23:51.917460] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-12-19T20:23:51.917511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:51.917543] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:51.917569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:51.917655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:51.974785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:51.975364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:51.975441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:51.975472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:52.094668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:52.094800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:52.094837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:52.094865] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:52.098482] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: UP (p=90.39%)
[2025-12-19T20:23:52.098778] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-12-19T20:23:52.098899] [INFO ] [sig       ] HIPO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:52.238483] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HIPO.txt
[2025-12-19T20:23:52.238629] [INFO ] [sig       ] [1527/3561] Completed HIPO in 0.3s | 2.89 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-19T20:23:52.238670] [INFO ] [sig       ] [1528/3561] Forecasting HITI...
[2025-12-19T20:23:52.238710] [INFO ] [sig       ] Generating forecast for: HITI
[2025-12-19T20:23:52.238739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2025-12-19T20:23:52.249787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2025-12-19T20:23:52.250110] [INFO ] [FORECASTER] Starting predict_future for HITI
[2025-12-19T20:23:52.250868] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2025-12-19T20:23:52.250919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:52.250950] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:52.250976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:52.251031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:52.308861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:52.309444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:52.309519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:52.309551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:52.431498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:52.431652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:52.431691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:52.431718] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:52.434951] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: DOWN (p=6.39%)
[2025-12-19T20:23:52.435220] [INFO ] [FORECASTER] Completed predict_future for HITI
[2025-12-19T20:23:52.435337] [INFO ] [sig       ] HITI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:52.575566] [INFO ] [LOCAL     ] Saved forecast: HITI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HITI.txt
[2025-12-19T20:23:52.575701] [INFO ] [sig       ] [1528/3561] Completed HITI in 0.3s | 2.89 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-19T20:23:52.575740] [INFO ] [sig       ] [1529/3561] Forecasting HIVE...
[2025-12-19T20:23:52.575769] [INFO ] [sig       ] Generating forecast for: HIVE
[2025-12-19T20:23:52.575802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2025-12-19T20:23:52.587253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2025-12-19T20:23:52.587588] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2025-12-19T20:23:52.588330] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2025-12-19T20:23:52.588381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:52.588413] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:52.588440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:52.588496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:52.644981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:52.645564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:52.645685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:52.645718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:52.763454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:52.763625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:52.763664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:52.763693] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:52.766968] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: DOWN (p=34.13%)
[2025-12-19T20:23:52.767230] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2025-12-19T20:23:52.767350] [INFO ] [sig       ] HIVE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:52.903671] [INFO ] [LOCAL     ] Saved forecast: HIVE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HIVE.txt
[2025-12-19T20:23:52.903784] [INFO ] [sig       ] [1529/3561] Completed HIVE in 0.3s | 2.89 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-19T20:23:52.903840] [INFO ] [sig       ] [1530/3561] Forecasting HIX...
[2025-12-19T20:23:52.903870] [INFO ] [sig       ] Generating forecast for: HIX
[2025-12-19T20:23:52.903900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-12-19T20:23:52.914999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2025-12-19T20:23:52.915307] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-12-19T20:23:52.916078] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-12-19T20:23:52.916128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:52.916159] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:52.916185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:52.916241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:52.972258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:52.972865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:52.972941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:52.972972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:53.087552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:53.087689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:53.087725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:53.087753] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:53.090987] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: DOWN (p=16.91%)
[2025-12-19T20:23:53.091249] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-12-19T20:23:53.091367] [INFO ] [sig       ] HIX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:53.228808] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HIX.txt
[2025-12-19T20:23:53.228913] [INFO ] [sig       ] [1530/3561] Completed HIX in 0.3s | 2.89 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-19T20:23:53.228951] [INFO ] [sig       ] [1531/3561] Forecasting HL...
[2025-12-19T20:23:53.228980] [INFO ] [sig       ] Generating forecast for: HL
[2025-12-19T20:23:53.229009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-12-19T20:23:53.240094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2025-12-19T20:23:53.240423] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-12-19T20:23:53.241191] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-12-19T20:23:53.241242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:53.241273] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:53.241299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:53.241355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:53.296799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:53.297363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:53.297440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:53.297471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:53.421773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:53.421902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:53.421938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:53.421966] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:53.425376] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: DOWN (p=8.11%)
[2025-12-19T20:23:53.425669] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-12-19T20:23:53.425788] [INFO ] [sig       ] HL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:53.564142] [INFO ] [LOCAL     ] Saved forecast: HL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HL.txt
[2025-12-19T20:23:53.564246] [INFO ] [sig       ] [1531/3561] Completed HL in 0.3s | 2.89 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-19T20:23:53.564283] [INFO ] [sig       ] [1532/3561] Forecasting HLAL...
[2025-12-19T20:23:53.564311] [INFO ] [sig       ] Generating forecast for: HLAL
[2025-12-19T20:23:53.564340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2025-12-19T20:23:53.575530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2025-12-19T20:23:53.575859] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2025-12-19T20:23:53.576626] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2025-12-19T20:23:53.576677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:53.576709] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:53.576736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:53.576791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:53.632782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:53.633364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:53.633438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:53.633469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:53.754527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:53.754675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:53.754712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:53.754740] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:53.758367] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: DOWN (p=16.45%)
[2025-12-19T20:23:53.758646] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2025-12-19T20:23:53.758789] [INFO ] [sig       ] HLAL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:53.900390] [INFO ] [LOCAL     ] Saved forecast: HLAL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HLAL.txt
[2025-12-19T20:23:53.900590] [INFO ] [sig       ] [1532/3561] Completed HLAL in 0.3s | 2.89 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-19T20:23:53.900634] [INFO ] [sig       ] [1533/3561] Forecasting HLF...
[2025-12-19T20:23:53.900663] [INFO ] [sig       ] Generating forecast for: HLF
[2025-12-19T20:23:53.900694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-12-19T20:23:53.913016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2025-12-19T20:23:53.913417] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-12-19T20:23:53.914207] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-12-19T20:23:53.914257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:53.914289] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:53.914316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:53.914371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:53.971671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:53.972267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:53.972343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:53.972374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:54.094650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:54.094778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:54.094820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:54.094869] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:54.098097] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=6.71%)
[2025-12-19T20:23:54.098359] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-12-19T20:23:54.098476] [INFO ] [sig       ] HLF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:54.234129] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HLF.txt
[2025-12-19T20:23:54.234235] [INFO ] [sig       ] [1533/3561] Completed HLF in 0.3s | 2.89 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-19T20:23:54.234271] [INFO ] [sig       ] [1534/3561] Forecasting HLI...
[2025-12-19T20:23:54.234301] [INFO ] [sig       ] Generating forecast for: HLI
[2025-12-19T20:23:54.234330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-12-19T20:23:54.245986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2025-12-19T20:23:54.246320] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-12-19T20:23:54.247091] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-12-19T20:23:54.247142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:54.247173] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:54.247200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:54.247255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:54.303875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:54.304687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:54.304768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:54.304800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:54.422344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:54.422496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:54.422534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:54.422561] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:54.425858] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: UP (p=99.52%)
[2025-12-19T20:23:54.426122] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-12-19T20:23:54.426240] [INFO ] [sig       ] HLI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:54.562220] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HLI.txt
[2025-12-19T20:23:54.562331] [INFO ] [sig       ] [1534/3561] Completed HLI in 0.3s | 2.89 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-19T20:23:54.562368] [INFO ] [sig       ] [1535/3561] Forecasting HLIO...
[2025-12-19T20:23:54.562396] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-12-19T20:23:54.562425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-12-19T20:23:54.573907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2025-12-19T20:23:54.574238] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-12-19T20:23:54.575089] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-12-19T20:23:54.575142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:54.575175] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:54.575203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:54.575261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:54.630791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:54.631400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:54.631478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:54.631524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:54.751628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:54.751791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:54.751837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:54.751872] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:54.755182] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-12-19T20:23:54.755448] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-12-19T20:23:54.755569] [INFO ] [sig       ] HLIO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:54.891745] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HLIO.txt
[2025-12-19T20:23:54.891874] [INFO ] [sig       ] [1535/3561] Completed HLIO in 0.3s | 2.89 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-19T20:23:54.891911] [INFO ] [sig       ] [1536/3561] Forecasting HLLY...
[2025-12-19T20:23:54.891941] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-12-19T20:23:54.891970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-12-19T20:23:54.903062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2025-12-19T20:23:54.903392] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-12-19T20:23:54.904183] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-12-19T20:23:54.904234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:54.904295] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:54.904324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:54.904380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:54.960934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:54.961777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:54.961859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:54.961891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:55.080182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:55.080338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:55.080375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:55.080403] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:55.083729] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-12-19T20:23:55.083994] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-12-19T20:23:55.084111] [INFO ] [sig       ] HLLY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:55.220793] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HLLY.txt
[2025-12-19T20:23:55.220900] [INFO ] [sig       ] [1536/3561] Completed HLLY in 0.3s | 2.89 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-19T20:23:55.220940] [INFO ] [sig       ] [1537/3561] Forecasting HLMN...
[2025-12-19T20:23:55.220969] [INFO ] [sig       ] Generating forecast for: HLMN
[2025-12-19T20:23:55.220999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2025-12-19T20:23:55.232182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2025-12-19T20:23:55.232520] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2025-12-19T20:23:55.233310] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2025-12-19T20:23:55.233363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:55.233397] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:55.233437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:55.233498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:55.289944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:55.290523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:55.290616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:55.290649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:55.411403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:55.411544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:55.411598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:55.411629] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:55.414878] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=30.29%)
[2025-12-19T20:23:55.415340] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2025-12-19T20:23:55.415455] [INFO ] [sig       ] HLMN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:55.554765] [INFO ] [LOCAL     ] Saved forecast: HLMN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HLMN.txt
[2025-12-19T20:23:55.554876] [INFO ] [sig       ] [1537/3561] Completed HLMN in 0.3s | 2.89 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-19T20:23:55.554914] [INFO ] [sig       ] [1538/3561] Forecasting HLN...
[2025-12-19T20:23:55.554942] [INFO ] [sig       ] Generating forecast for: HLN
[2025-12-19T20:23:55.554971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-12-19T20:23:55.566639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2025-12-19T20:23:55.566979] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-12-19T20:23:55.567768] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-12-19T20:23:55.567818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:55.567850] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:55.567877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:55.567932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:55.623272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:55.623875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:55.623952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:55.623983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:55.745501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:55.745669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:55.745713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:55.745740] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:55.749264] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: DOWN (p=24.16%)
[2025-12-19T20:23:55.749528] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-12-19T20:23:55.749674] [INFO ] [sig       ] HLN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:55.889616] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HLN.txt
[2025-12-19T20:23:55.889738] [INFO ] [sig       ] [1538/3561] Completed HLN in 0.3s | 2.89 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-19T20:23:55.889776] [INFO ] [sig       ] [1539/3561] Forecasting HLNE...
[2025-12-19T20:23:55.889805] [INFO ] [sig       ] Generating forecast for: HLNE
[2025-12-19T20:23:55.889834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2025-12-19T20:23:55.901508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2025-12-19T20:23:55.901856] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2025-12-19T20:23:55.902855] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2025-12-19T20:23:55.902905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:55.902937] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:55.902962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:55.903169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:55.960279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:55.960882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:55.960959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:55.960990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:56.078278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:56.078440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:56.078478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:56.078544] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:56.081977] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: DOWN (p=11.19%)
[2025-12-19T20:23:56.082257] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2025-12-19T20:23:56.082381] [INFO ] [sig       ] HLNE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:56.220726] [INFO ] [LOCAL     ] Saved forecast: HLNE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HLNE.txt
[2025-12-19T20:23:56.220851] [INFO ] [sig       ] [1539/3561] Completed HLNE in 0.3s | 2.89 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-19T20:23:56.220889] [INFO ] [sig       ] [1540/3561] Forecasting HLX...
[2025-12-19T20:23:56.220918] [INFO ] [sig       ] Generating forecast for: HLX
[2025-12-19T20:23:56.220948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-12-19T20:23:56.232211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2025-12-19T20:23:56.232524] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-12-19T20:23:56.233429] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-12-19T20:23:56.233480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:56.233512] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:56.233539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:56.233612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:56.290567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:56.291170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:56.291245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:56.291277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:56.412526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:56.412672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:56.412708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:56.412735] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:56.416485] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=49.25%)
[2025-12-19T20:23:56.416764] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-12-19T20:23:56.416884] [INFO ] [sig       ] HLX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:56.555943] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HLX.txt
[2025-12-19T20:23:56.556045] [INFO ] [sig       ] [1540/3561] Completed HLX in 0.3s | 2.89 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-19T20:23:56.556081] [INFO ] [sig       ] [1541/3561] Forecasting HMC...
[2025-12-19T20:23:56.556110] [INFO ] [sig       ] Generating forecast for: HMC
[2025-12-19T20:23:56.556147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-12-19T20:23:56.567277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2025-12-19T20:23:56.567617] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-12-19T20:23:56.568367] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-12-19T20:23:56.568418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:56.568449] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:56.568475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:56.568532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:56.627172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:56.627792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:56.627871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:56.627904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:56.754380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:56.754505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:56.754543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:56.754591] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:56.758353] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: UP (p=68.28%)
[2025-12-19T20:23:56.758634] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-12-19T20:23:56.758772] [INFO ] [sig       ] HMC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:56.899905] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HMC.txt
[2025-12-19T20:23:56.900014] [INFO ] [sig       ] [1541/3561] Completed HMC in 0.3s | 2.89 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-19T20:23:56.900052] [INFO ] [sig       ] [1542/3561] Forecasting HMN...
[2025-12-19T20:23:56.900233] [INFO ] [sig       ] Generating forecast for: HMN
[2025-12-19T20:23:56.900261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-12-19T20:23:56.911940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2025-12-19T20:23:56.912257] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-12-19T20:23:56.913011] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-12-19T20:23:56.913062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:56.913286] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:56.913313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:56.913369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:56.970510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:56.971117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:56.971194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:56.971226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:57.093639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:57.093773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:57.093811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:57.093840] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:57.097094] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: UP (p=80.84%)
[2025-12-19T20:23:57.097360] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-12-19T20:23:57.097482] [INFO ] [sig       ] HMN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:57.248093] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HMN.txt
[2025-12-19T20:23:57.248252] [INFO ] [sig       ] [1542/3561] Completed HMN in 0.3s | 2.89 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-19T20:23:57.248293] [INFO ] [sig       ] [1543/3561] Forecasting HMY...
[2025-12-19T20:23:57.248322] [INFO ] [sig       ] Generating forecast for: HMY
[2025-12-19T20:23:57.248352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-12-19T20:23:57.260417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2025-12-19T20:23:57.260783] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-12-19T20:23:57.261780] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-12-19T20:23:57.261833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:57.261866] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:57.261894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:57.261951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:57.318206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:57.318852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:57.318932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:57.318963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:57.441136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:57.441282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:57.441319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:57.441347] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:57.444647] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2025-12-19T20:23:57.444933] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-12-19T20:23:57.445070] [INFO ] [sig       ] HMY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:57.582660] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HMY.txt
[2025-12-19T20:23:57.582787] [INFO ] [sig       ] [1543/3561] Completed HMY in 0.3s | 2.89 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-19T20:23:57.582827] [INFO ] [sig       ] [1544/3561] Forecasting HNDL...
[2025-12-19T20:23:57.582858] [INFO ] [sig       ] Generating forecast for: HNDL
[2025-12-19T20:23:57.582889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2025-12-19T20:23:57.597080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNDL'.
[2025-12-19T20:23:57.597411] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2025-12-19T20:23:57.598373] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2025-12-19T20:23:57.598424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:57.598458] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:57.598484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:57.598539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:57.654894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:57.655515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:57.655609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:57.655644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:57.775496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:57.775660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:57.775699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:57.775726] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:57.779049] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: DOWN (p=46.17%)
[2025-12-19T20:23:57.779339] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2025-12-19T20:23:57.779459] [INFO ] [sig       ] HNDL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:57.916695] [INFO ] [LOCAL     ] Saved forecast: HNDL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HNDL.txt
[2025-12-19T20:23:57.916809] [INFO ] [sig       ] [1544/3561] Completed HNDL in 0.3s | 2.89 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-19T20:23:57.916846] [INFO ] [sig       ] [1545/3561] Forecasting HNI...
[2025-12-19T20:23:57.916874] [INFO ] [sig       ] Generating forecast for: HNI
[2025-12-19T20:23:57.916903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-12-19T20:23:57.929432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2025-12-19T20:23:57.929786] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-12-19T20:23:57.930540] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-12-19T20:23:57.930611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:57.930644] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:57.930670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:57.930726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:57.987339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:57.987947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:57.988022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:57.988054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:58.109933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:58.110279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:58.110316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:58.110343] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:58.113932] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: DOWN (p=49.41%)
[2025-12-19T20:23:58.114196] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-12-19T20:23:58.114314] [INFO ] [sig       ] HNI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:58.255849] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HNI.txt
[2025-12-19T20:23:58.256003] [INFO ] [sig       ] [1545/3561] Completed HNI in 0.3s | 2.89 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-19T20:23:58.256043] [INFO ] [sig       ] [1546/3561] Forecasting HNRG...
[2025-12-19T20:23:58.256072] [INFO ] [sig       ] Generating forecast for: HNRG
[2025-12-19T20:23:58.256101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2025-12-19T20:23:58.268372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2025-12-19T20:23:58.268743] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2025-12-19T20:23:58.269488] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2025-12-19T20:23:58.269538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:58.269570] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:58.269617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:58.269673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:58.326146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:58.326756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:58.326859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:58.326891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:58.444922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:58.445083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:58.445122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:58.445151] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:58.448423] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2025-12-19T20:23:58.448723] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2025-12-19T20:23:58.448850] [INFO ] [sig       ] HNRG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:58.587114] [INFO ] [LOCAL     ] Saved forecast: HNRG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HNRG.txt
[2025-12-19T20:23:58.587238] [INFO ] [sig       ] [1546/3561] Completed HNRG in 0.3s | 2.89 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-19T20:23:58.587275] [INFO ] [sig       ] [1547/3561] Forecasting HOG...
[2025-12-19T20:23:58.587305] [INFO ] [sig       ] Generating forecast for: HOG
[2025-12-19T20:23:58.587335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-12-19T20:23:58.598999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2025-12-19T20:23:58.599387] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-12-19T20:23:58.600190] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-12-19T20:23:58.600242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:58.600275] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:58.600303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:58.600360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:58.660303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:58.661083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:58.661164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:58.661197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:58.784562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:58.784725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:58.784762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:58.784791] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:58.788062] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: DOWN (p=9.70%)
[2025-12-19T20:23:58.788323] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-12-19T20:23:58.788442] [INFO ] [sig       ] HOG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:58.926030] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HOG.txt
[2025-12-19T20:23:58.926152] [INFO ] [sig       ] [1547/3561] Completed HOG in 0.3s | 2.89 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-19T20:23:58.926190] [INFO ] [sig       ] [1548/3561] Forecasting HOLO...
[2025-12-19T20:23:58.926220] [INFO ] [sig       ] Generating forecast for: HOLO
[2025-12-19T20:23:58.926249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2025-12-19T20:23:58.937874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2025-12-19T20:23:58.938210] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2025-12-19T20:23:58.939023] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2025-12-19T20:23:58.939076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:58.939108] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:58.939135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:58.939191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:58.996963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:58.997598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:58.997679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:58.997712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:59.120039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:59.120393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:59.120432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:59.120460] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:59.123995] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: UP (p=64.15%)
[2025-12-19T20:23:59.124263] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2025-12-19T20:23:59.124383] [INFO ] [sig       ] HOLO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:59.263948] [INFO ] [LOCAL     ] Saved forecast: HOLO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HOLO.txt
[2025-12-19T20:23:59.264088] [INFO ] [sig       ] [1548/3561] Completed HOLO in 0.3s | 2.89 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-19T20:23:59.264130] [INFO ] [sig       ] [1549/3561] Forecasting HOLX...
[2025-12-19T20:23:59.264158] [INFO ] [sig       ] Generating forecast for: HOLX
[2025-12-19T20:23:59.264187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2025-12-19T20:23:59.275592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2025-12-19T20:23:59.275929] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2025-12-19T20:23:59.276862] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2025-12-19T20:23:59.276913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:59.276944] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:59.276969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:59.277024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:59.333723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:59.334549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:59.334655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:59.334689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:59.463118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:59.463276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:59.463315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:59.463345] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:59.466729] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: DOWN (p=10.39%)
[2025-12-19T20:23:59.467004] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2025-12-19T20:23:59.467130] [INFO ] [sig       ] HOLX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:23:59.608553] [INFO ] [LOCAL     ] Saved forecast: HOLX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HOLX.txt
[2025-12-19T20:23:59.608734] [INFO ] [sig       ] [1549/3561] Completed HOLX in 0.3s | 2.89 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-19T20:23:59.608776] [INFO ] [sig       ] [1550/3561] Forecasting HOMB...
[2025-12-19T20:23:59.608807] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-12-19T20:23:59.608836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-12-19T20:23:59.620831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2025-12-19T20:23:59.621367] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-12-19T20:23:59.622155] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-12-19T20:23:59.622220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:59.622252] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:59.622280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:59.622337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:23:59.681270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:23:59.682046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:23:59.682134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:23:59.682168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:23:59.801825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:23:59.801977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:23:59.802019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:23:59.802051] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:23:59.805659] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=98.92%)
[2025-12-19T20:23:59.805927] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-12-19T20:23:59.806052] [INFO ] [sig       ] HOMB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:23:59.943915] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HOMB.txt
[2025-12-19T20:23:59.944040] [INFO ] [sig       ] [1550/3561] Completed HOMB in 0.3s | 2.89 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-19T20:23:59.944096] [INFO ] [sig       ] [1551/3561] Forecasting HON...
[2025-12-19T20:23:59.944128] [INFO ] [sig       ] Generating forecast for: HON
[2025-12-19T20:23:59.944158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2025-12-19T20:23:59.956123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2025-12-19T20:23:59.956463] [INFO ] [FORECASTER] Starting predict_future for HON
[2025-12-19T20:23:59.957228] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2025-12-19T20:23:59.957279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:23:59.957310] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:23:59.957337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:23:59.957393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:00.016543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:00.017547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:00.017652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:00.017688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:00.142904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:00.143058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:00.143097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:00.143127] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:00.146471] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: DOWN (p=27.24%)
[2025-12-19T20:24:00.146758] [INFO ] [FORECASTER] Completed predict_future for HON
[2025-12-19T20:24:00.146883] [INFO ] [sig       ] HON: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:00.287120] [INFO ] [LOCAL     ] Saved forecast: HON	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HON.txt
[2025-12-19T20:24:00.287263] [INFO ] [sig       ] [1551/3561] Completed HON in 0.3s | 2.89 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-19T20:24:00.287303] [INFO ] [sig       ] [1552/3561] Forecasting HOOD...
[2025-12-19T20:24:00.287332] [INFO ] [sig       ] Generating forecast for: HOOD
[2025-12-19T20:24:00.287362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2025-12-19T20:24:00.300896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2025-12-19T20:24:00.301231] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2025-12-19T20:24:00.301994] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2025-12-19T20:24:00.302044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:00.302076] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:00.302103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:00.302158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:00.359810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:00.360402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:00.360478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:00.360510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:00.483389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:00.483514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:00.483554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:00.483602] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:00.486970] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: DOWN (p=13.11%)
[2025-12-19T20:24:00.487240] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2025-12-19T20:24:00.487365] [INFO ] [sig       ] HOOD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:00.628623] [INFO ] [LOCAL     ] Saved forecast: HOOD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HOOD.txt
[2025-12-19T20:24:00.628771] [INFO ] [sig       ] [1552/3561] Completed HOOD in 0.3s | 2.89 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-19T20:24:00.628811] [INFO ] [sig       ] [1553/3561] Forecasting HOPE...
[2025-12-19T20:24:00.628842] [INFO ] [sig       ] Generating forecast for: HOPE
[2025-12-19T20:24:00.628872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2025-12-19T20:24:00.640625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2025-12-19T20:24:00.640978] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2025-12-19T20:24:00.641956] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2025-12-19T20:24:00.642010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:00.642068] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:00.642095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:00.642151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:00.700248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:00.701016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:00.701099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:00.701133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:00.816462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:00.816628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:00.816669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:00.816697] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:00.820174] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2025-12-19T20:24:00.820623] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2025-12-19T20:24:00.820742] [INFO ] [sig       ] HOPE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:00.960658] [INFO ] [LOCAL     ] Saved forecast: HOPE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HOPE.txt
[2025-12-19T20:24:00.960791] [INFO ] [sig       ] [1553/3561] Completed HOPE in 0.3s | 2.89 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-19T20:24:00.960839] [INFO ] [sig       ] [1554/3561] Forecasting HOTH...
[2025-12-19T20:24:00.960869] [INFO ] [sig       ] Generating forecast for: HOTH
[2025-12-19T20:24:00.960901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'.
[2025-12-19T20:24:00.971646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOTH'.
[2025-12-19T20:24:00.971983] [INFO ] [FORECASTER] Starting predict_future for HOTH
[2025-12-19T20:24:00.972750] [DEBUG] [LOCAL     ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt
[2025-12-19T20:24:00.972800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:00.972832] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:00.972859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:00.972914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:01.030714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:01.031349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:01.031426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:01.031458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:01.158285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:01.158438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:01.158477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:01.158506] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:01.162457] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: UP (p=91.64%)
[2025-12-19T20:24:01.162869] [INFO ] [FORECASTER] Completed predict_future for HOTH
[2025-12-19T20:24:01.163019] [INFO ] [sig       ] HOTH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:01.307858] [INFO ] [LOCAL     ] Saved forecast: HOTH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HOTH.txt
[2025-12-19T20:24:01.308029] [INFO ] [sig       ] [1554/3561] Completed HOTH in 0.3s | 2.89 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-19T20:24:01.308070] [INFO ] [sig       ] [1555/3561] Forecasting HOUS...
[2025-12-19T20:24:01.308099] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-12-19T20:24:01.308129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-12-19T20:24:01.319791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOUS'.
[2025-12-19T20:24:01.320216] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-12-19T20:24:01.321133] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-12-19T20:24:01.321190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:01.321223] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:01.321251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:01.321307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:01.379906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:01.380828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:01.380916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:01.380951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:01.515595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:01.515763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:01.515802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:01.515831] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:01.519593] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-12-19T20:24:01.519929] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-12-19T20:24:01.520095] [INFO ] [sig       ] HOUS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:01.706401] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HOUS.txt
[2025-12-19T20:24:01.706590] [INFO ] [sig       ] [1555/3561] Completed HOUS in 0.4s | 2.89 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-19T20:24:01.706634] [INFO ] [sig       ] [1556/3561] Forecasting HP...
[2025-12-19T20:24:01.706667] [INFO ] [sig       ] Generating forecast for: HP
[2025-12-19T20:24:01.706698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-12-19T20:24:01.720673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2025-12-19T20:24:01.721088] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-12-19T20:24:01.721919] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-12-19T20:24:01.721974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:01.722015] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:01.722047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:01.722106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:01.792644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:01.793644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:01.793750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:01.793786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:01.915418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:01.915597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:01.915639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:01.915703] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:01.919080] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2025-12-19T20:24:01.919362] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-12-19T20:24:01.919488] [INFO ] [sig       ] HP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:02.074547] [INFO ] [LOCAL     ] Saved forecast: HP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HP.txt
[2025-12-19T20:24:02.074724] [INFO ] [sig       ] [1556/3561] Completed HP in 0.4s | 2.89 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-19T20:24:02.074764] [INFO ] [sig       ] [1557/3561] Forecasting HPE...
[2025-12-19T20:24:02.074796] [INFO ] [sig       ] Generating forecast for: HPE
[2025-12-19T20:24:02.074826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-12-19T20:24:02.086784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2025-12-19T20:24:02.087180] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-12-19T20:24:02.088044] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-12-19T20:24:02.088098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:02.088131] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:02.088159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:02.088215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:02.171474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:02.172558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:02.172690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:02.172739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:02.300729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:02.301557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:02.301644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:02.301678] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:02.305908] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: UP (p=95.02%)
[2025-12-19T20:24:02.306507] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-12-19T20:24:02.306676] [INFO ] [sig       ] HPE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:02.456225] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HPE.txt
[2025-12-19T20:24:02.456369] [INFO ] [sig       ] [1557/3561] Completed HPE in 0.4s | 2.89 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-19T20:24:02.456411] [INFO ] [sig       ] [1558/3561] Forecasting HPF...
[2025-12-19T20:24:02.456443] [INFO ] [sig       ] Generating forecast for: HPF
[2025-12-19T20:24:02.456475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-12-19T20:24:02.467689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2025-12-19T20:24:02.468024] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-12-19T20:24:02.468854] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-12-19T20:24:02.468907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:02.468941] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:02.468969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:02.469027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:02.528869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:02.529477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:02.529556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:02.529608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:02.651883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:02.652020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:02.652060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:02.652091] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:02.655505] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: DOWN (p=37.92%)
[2025-12-19T20:24:02.655833] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-12-19T20:24:02.655967] [INFO ] [sig       ] HPF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:02.794687] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HPF.txt
[2025-12-19T20:24:02.794818] [INFO ] [sig       ] [1558/3561] Completed HPF in 0.3s | 2.89 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-19T20:24:02.794858] [INFO ] [sig       ] [1559/3561] Forecasting HPI...
[2025-12-19T20:24:02.794887] [INFO ] [sig       ] Generating forecast for: HPI
[2025-12-19T20:24:02.794917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-12-19T20:24:02.807959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2025-12-19T20:24:02.808338] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-12-19T20:24:02.809216] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-12-19T20:24:02.809270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:02.809303] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:02.809331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:02.809392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:02.868105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:02.868853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:02.868952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:02.868987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:02.989129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:02.989276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:02.989314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:02.989342] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:02.992683] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: DOWN (p=21.10%)
[2025-12-19T20:24:02.992949] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-12-19T20:24:02.993068] [INFO ] [sig       ] HPI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:03.129971] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HPI.txt
[2025-12-19T20:24:03.130095] [INFO ] [sig       ] [1559/3561] Completed HPI in 0.3s | 2.89 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-19T20:24:03.130134] [INFO ] [sig       ] [1560/3561] Forecasting HPK...
[2025-12-19T20:24:03.130163] [INFO ] [sig       ] Generating forecast for: HPK
[2025-12-19T20:24:03.130194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2025-12-19T20:24:03.141370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2025-12-19T20:24:03.141741] [INFO ] [FORECASTER] Starting predict_future for HPK
[2025-12-19T20:24:03.142758] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2025-12-19T20:24:03.142811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:03.142844] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:03.142871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:03.142927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:03.201717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:03.202347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:03.202428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:03.202461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:03.328817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:03.328975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:03.329014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:03.329043] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:03.332362] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: DOWN (p=13.86%)
[2025-12-19T20:24:03.332660] [INFO ] [FORECASTER] Completed predict_future for HPK
[2025-12-19T20:24:03.332786] [INFO ] [sig       ] HPK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:03.471409] [INFO ] [LOCAL     ] Saved forecast: HPK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HPK.txt
[2025-12-19T20:24:03.471530] [INFO ] [sig       ] [1560/3561] Completed HPK in 0.3s | 2.89 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-19T20:24:03.471568] [INFO ] [sig       ] [1561/3561] Forecasting HPP...
[2025-12-19T20:24:03.471616] [INFO ] [sig       ] Generating forecast for: HPP
[2025-12-19T20:24:03.471645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-12-19T20:24:03.484780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2025-12-19T20:24:03.485169] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-12-19T20:24:03.486042] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-12-19T20:24:03.486102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:03.486136] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:03.486176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:03.486236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:03.545587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:03.546420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:03.546504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:03.546537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:03.672211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:03.672402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:03.672446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:03.672475] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:03.675826] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=21.46%)
[2025-12-19T20:24:03.676088] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-12-19T20:24:03.676207] [INFO ] [sig       ] HPP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:03.812185] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HPP.txt
[2025-12-19T20:24:03.812316] [INFO ] [sig       ] [1561/3561] Completed HPP in 0.3s | 2.89 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-19T20:24:03.812355] [INFO ] [sig       ] [1562/3561] Forecasting HPQ...
[2025-12-19T20:24:03.812385] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-12-19T20:24:03.812414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-12-19T20:24:03.823996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2025-12-19T20:24:03.824345] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-12-19T20:24:03.825206] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-12-19T20:24:03.825259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:03.825293] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:03.825320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:03.825378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:03.882461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:03.883133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:03.883224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:03.883257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:04.001967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:04.002126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:04.002165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:04.002194] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:04.005626] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-12-19T20:24:04.005890] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-12-19T20:24:04.006010] [INFO ] [sig       ] HPQ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:04.143327] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HPQ.txt
[2025-12-19T20:24:04.143447] [INFO ] [sig       ] [1562/3561] Completed HPQ in 0.3s | 2.89 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-19T20:24:04.143486] [INFO ] [sig       ] [1563/3561] Forecasting HPS...
[2025-12-19T20:24:04.143514] [INFO ] [sig       ] Generating forecast for: HPS
[2025-12-19T20:24:04.143544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-12-19T20:24:04.155312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2025-12-19T20:24:04.155713] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-12-19T20:24:04.156526] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-12-19T20:24:04.156601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:04.156639] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:04.156667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:04.156725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:04.215961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:04.216612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:04.216746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:04.216794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:04.336106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:04.336253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:04.336291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:04.336319] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:04.339620] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=89.08%)
[2025-12-19T20:24:04.339884] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-12-19T20:24:04.340007] [INFO ] [sig       ] HPS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:04.479550] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HPS.txt
[2025-12-19T20:24:04.479689] [INFO ] [sig       ] [1563/3561] Completed HPS in 0.3s | 2.89 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-19T20:24:04.479728] [INFO ] [sig       ] [1564/3561] Forecasting HQI...
[2025-12-19T20:24:04.479759] [INFO ] [sig       ] Generating forecast for: HQI
[2025-12-19T20:24:04.479789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2025-12-19T20:24:04.490928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2025-12-19T20:24:04.491271] [INFO ] [FORECASTER] Starting predict_future for HQI
[2025-12-19T20:24:04.492077] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2025-12-19T20:24:04.492129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:04.492162] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:04.492380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:04.492437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:04.551917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:04.552613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:04.552694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:04.552727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:04.659611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:04.659759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:04.659800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:04.659828] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:04.663108] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2025-12-19T20:24:04.663375] [INFO ] [FORECASTER] Completed predict_future for HQI
[2025-12-19T20:24:04.663494] [INFO ] [sig       ] HQI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:04.800993] [INFO ] [LOCAL     ] Saved forecast: HQI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HQI.txt
[2025-12-19T20:24:04.801117] [INFO ] [sig       ] [1564/3561] Completed HQI in 0.3s | 2.89 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-19T20:24:04.801155] [INFO ] [sig       ] [1565/3561] Forecasting HQL...
[2025-12-19T20:24:04.801184] [INFO ] [sig       ] Generating forecast for: HQL
[2025-12-19T20:24:04.801219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-12-19T20:24:04.813803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2025-12-19T20:24:04.814153] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-12-19T20:24:04.814915] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-12-19T20:24:04.814965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:04.814997] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:04.815023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:04.815078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:04.873241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:04.874294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:04.874385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:04.874419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:04.996991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:04.997144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:04.997183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:04.997211] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:05.000499] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: DOWN (p=7.71%)
[2025-12-19T20:24:05.000781] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-12-19T20:24:05.000900] [INFO ] [sig       ] HQL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:05.137845] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HQL.txt
[2025-12-19T20:24:05.137976] [INFO ] [sig       ] [1565/3561] Completed HQL in 0.3s | 2.89 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-19T20:24:05.138014] [INFO ] [sig       ] [1566/3561] Forecasting HQY...
[2025-12-19T20:24:05.138043] [INFO ] [sig       ] Generating forecast for: HQY
[2025-12-19T20:24:05.138072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2025-12-19T20:24:05.151666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2025-12-19T20:24:05.152037] [INFO ] [FORECASTER] Starting predict_future for HQY
[2025-12-19T20:24:05.152861] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2025-12-19T20:24:05.152913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:05.152946] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:05.152973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:05.153029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:05.213678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:05.214345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:05.214427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:05.214460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:05.341176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:05.341339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:05.341381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:05.341412] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:05.344885] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: UP (p=87.86%)
[2025-12-19T20:24:05.345157] [INFO ] [FORECASTER] Completed predict_future for HQY
[2025-12-19T20:24:05.345289] [INFO ] [sig       ] HQY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:05.493778] [INFO ] [LOCAL     ] Saved forecast: HQY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HQY.txt
[2025-12-19T20:24:05.493949] [INFO ] [sig       ] [1566/3561] Completed HQY in 0.4s | 2.89 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-19T20:24:05.493992] [INFO ] [sig       ] [1567/3561] Forecasting HRB...
[2025-12-19T20:24:05.494023] [INFO ] [sig       ] Generating forecast for: HRB
[2025-12-19T20:24:05.494053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-12-19T20:24:05.505673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2025-12-19T20:24:05.506032] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-12-19T20:24:05.506836] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-12-19T20:24:05.506889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:05.506922] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:05.506950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:05.507017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:05.569813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:05.570745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:05.570830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:05.570862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:05.702507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:05.702684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:05.702724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:05.702754] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:05.706368] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: UP (p=97.29%)
[2025-12-19T20:24:05.706706] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-12-19T20:24:05.706859] [INFO ] [sig       ] HRB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:05.853941] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HRB.txt
[2025-12-19T20:24:05.854087] [INFO ] [sig       ] [1567/3561] Completed HRB in 0.4s | 2.89 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-19T20:24:05.854130] [INFO ] [sig       ] [1568/3561] Forecasting HRL...
[2025-12-19T20:24:05.854160] [INFO ] [sig       ] Generating forecast for: HRL
[2025-12-19T20:24:05.854190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-12-19T20:24:05.866566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2025-12-19T20:24:05.866964] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-12-19T20:24:05.867889] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-12-19T20:24:05.867949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:05.867987] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:05.868020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:05.868091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:05.927761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:05.928402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:05.928483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:05.928516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:06.053566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:06.053736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:06.053776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:06.053805] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:06.057464] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=9.93%)
[2025-12-19T20:24:06.057831] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-12-19T20:24:06.057983] [INFO ] [sig       ] HRL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:06.214067] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HRL.txt
[2025-12-19T20:24:06.214269] [INFO ] [sig       ] [1568/3561] Completed HRL in 0.4s | 2.89 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-19T20:24:06.214315] [INFO ] [sig       ] [1569/3561] Forecasting HRMY...
[2025-12-19T20:24:06.214348] [INFO ] [sig       ] Generating forecast for: HRMY
[2025-12-19T20:24:06.214384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2025-12-19T20:24:06.226442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2025-12-19T20:24:06.226859] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2025-12-19T20:24:06.227661] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2025-12-19T20:24:06.227713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:06.227746] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:06.227773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:06.227828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:06.284523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:06.285501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:06.285600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:06.285636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:06.406234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:06.406607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:06.406648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:06.406676] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:06.410293] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: UP (p=94.88%)
[2025-12-19T20:24:06.410555] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2025-12-19T20:24:06.410691] [INFO ] [sig       ] HRMY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:06.552421] [INFO ] [LOCAL     ] Saved forecast: HRMY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HRMY.txt
[2025-12-19T20:24:06.552593] [INFO ] [sig       ] [1569/3561] Completed HRMY in 0.3s | 2.89 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-19T20:24:06.552635] [INFO ] [sig       ] [1570/3561] Forecasting HRTG...
[2025-12-19T20:24:06.552666] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-12-19T20:24:06.552696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-12-19T20:24:06.565527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2025-12-19T20:24:06.565931] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-12-19T20:24:06.566713] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-12-19T20:24:06.566763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:06.566820] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:06.566849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:06.566905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:06.622946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:06.623731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:06.623812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:06.623845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:06.744250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:06.744429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:06.744470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:06.744498] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:06.747769] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=4.76%)
[2025-12-19T20:24:06.748032] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-12-19T20:24:06.748150] [INFO ] [sig       ] HRTG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:06.887612] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HRTG.txt
[2025-12-19T20:24:06.887787] [INFO ] [sig       ] [1570/3561] Completed HRTG in 0.3s | 2.89 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-19T20:24:06.887827] [INFO ] [sig       ] [1571/3561] Forecasting HRTX...
[2025-12-19T20:24:06.887857] [INFO ] [sig       ] Generating forecast for: HRTX
[2025-12-19T20:24:06.887887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2025-12-19T20:24:06.900632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2025-12-19T20:24:06.901229] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2025-12-19T20:24:06.902045] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2025-12-19T20:24:06.902095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:06.902126] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:06.902152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:06.902207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:06.957708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:06.958845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:06.958936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:06.958968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:07.078386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:07.078545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:07.078601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:07.078632] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:07.083023] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: UP (p=78.01%)
[2025-12-19T20:24:07.083602] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2025-12-19T20:24:07.083751] [INFO ] [sig       ] HRTX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:07.278641] [INFO ] [LOCAL     ] Saved forecast: HRTX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HRTX.txt
[2025-12-19T20:24:07.278810] [INFO ] [sig       ] [1571/3561] Completed HRTX in 0.4s | 2.89 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-19T20:24:07.278850] [INFO ] [sig       ] [1572/3561] Forecasting HRZN...
[2025-12-19T20:24:07.278881] [INFO ] [sig       ] Generating forecast for: HRZN
[2025-12-19T20:24:07.278911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-12-19T20:24:07.290448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2025-12-19T20:24:07.290825] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2025-12-19T20:24:07.291618] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2025-12-19T20:24:07.291671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:07.291705] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:07.291732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:07.291790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:07.348012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:07.348625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:07.348716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:07.348748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:07.466857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:07.467010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:07.467047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:07.467074] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:07.470648] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: DOWN (p=34.25%)
[2025-12-19T20:24:07.470928] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2025-12-19T20:24:07.471053] [INFO ] [sig       ] HRZN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:07.607226] [INFO ] [LOCAL     ] Saved forecast: HRZN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HRZN.txt
[2025-12-19T20:24:07.607358] [INFO ] [sig       ] [1572/3561] Completed HRZN in 0.3s | 2.89 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-19T20:24:07.607397] [INFO ] [sig       ] [1573/3561] Forecasting HSAI...
[2025-12-19T20:24:07.607427] [INFO ] [sig       ] Generating forecast for: HSAI
[2025-12-19T20:24:07.607458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2025-12-19T20:24:07.619100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2025-12-19T20:24:07.619433] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2025-12-19T20:24:07.620222] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2025-12-19T20:24:07.620281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:07.620313] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:07.620338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:07.620394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:07.675456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:07.676286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:07.676370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:07.676402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:07.796924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:07.797083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:07.797121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:07.797190] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:07.800610] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: UP (p=99.00%)
[2025-12-19T20:24:07.800910] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2025-12-19T20:24:07.801042] [INFO ] [sig       ] HSAI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:07.951261] [INFO ] [LOCAL     ] Saved forecast: HSAI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HSAI.txt
[2025-12-19T20:24:07.951423] [INFO ] [sig       ] [1573/3561] Completed HSAI in 0.3s | 2.89 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-19T20:24:07.951463] [INFO ] [sig       ] [1574/3561] Forecasting HSBC...
[2025-12-19T20:24:07.951495] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-12-19T20:24:07.951526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-12-19T20:24:07.963246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2025-12-19T20:24:07.963651] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-12-19T20:24:07.964423] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-12-19T20:24:07.964491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:07.964527] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:07.964555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:07.964630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:08.025614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:08.026600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:08.026686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:08.026719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:08.164712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:08.164866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:08.164906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:08.164935] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:08.168240] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: DOWN (p=22.94%)
[2025-12-19T20:24:08.168508] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-12-19T20:24:08.168655] [INFO ] [sig       ] HSBC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:08.305726] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HSBC.txt
[2025-12-19T20:24:08.305857] [INFO ] [sig       ] [1574/3561] Completed HSBC in 0.4s | 2.89 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-19T20:24:08.305896] [INFO ] [sig       ] [1575/3561] Forecasting HSCS...
[2025-12-19T20:24:08.305927] [INFO ] [sig       ] Generating forecast for: HSCS
[2025-12-19T20:24:08.305956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2025-12-19T20:24:08.318189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2025-12-19T20:24:08.318527] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2025-12-19T20:24:08.319507] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2025-12-19T20:24:08.319558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:08.319608] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:08.319653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:08.319711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:08.375755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:08.376379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:08.376456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:08.376487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:08.492192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:08.492359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:08.492411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:08.492443] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:08.495969] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: UP (p=93.56%)
[2025-12-19T20:24:08.496236] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2025-12-19T20:24:08.496532] [INFO ] [sig       ] HSCS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:08.637747] [INFO ] [LOCAL     ] Saved forecast: HSCS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HSCS.txt
[2025-12-19T20:24:08.637880] [INFO ] [sig       ] [1575/3561] Completed HSCS in 0.3s | 2.89 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-19T20:24:08.637919] [INFO ] [sig       ] [1576/3561] Forecasting HSHP...
[2025-12-19T20:24:08.637949] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-12-19T20:24:08.637979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-12-19T20:24:08.649899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2025-12-19T20:24:08.650299] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-12-19T20:24:08.651086] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-12-19T20:24:08.651137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:08.651169] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:08.651196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:08.651251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:08.708497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:08.709196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:08.709274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:08.709306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:08.833443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:08.833619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:08.833659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:08.833686] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:08.836977] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=64.17%)
[2025-12-19T20:24:08.837243] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-12-19T20:24:08.837362] [INFO ] [sig       ] HSHP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:08.974117] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HSHP.txt
[2025-12-19T20:24:08.974238] [INFO ] [sig       ] [1576/3561] Completed HSHP in 0.3s | 2.89 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-19T20:24:08.974275] [INFO ] [sig       ] [1577/3561] Forecasting HSIC...
[2025-12-19T20:24:08.974305] [INFO ] [sig       ] Generating forecast for: HSIC
[2025-12-19T20:24:08.974488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2025-12-19T20:24:08.986616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2025-12-19T20:24:08.986992] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2025-12-19T20:24:08.987856] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2025-12-19T20:24:08.987909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:08.987941] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:08.987967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:08.988022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:09.046606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:09.047622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:09.047741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:09.047776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:09.167872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:09.168037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:09.168075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:09.168104] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:09.171953] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: DOWN (p=3.93%)
[2025-12-19T20:24:09.172260] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2025-12-19T20:24:09.172394] [INFO ] [sig       ] HSIC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:09.311521] [INFO ] [LOCAL     ] Saved forecast: HSIC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HSIC.txt
[2025-12-19T20:24:09.311685] [INFO ] [sig       ] [1577/3561] Completed HSIC in 0.3s | 2.89 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-19T20:24:09.311733] [INFO ] [sig       ] [1578/3561] Forecasting HSTM...
[2025-12-19T20:24:09.311764] [INFO ] [sig       ] Generating forecast for: HSTM
[2025-12-19T20:24:09.311801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2025-12-19T20:24:09.323666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2025-12-19T20:24:09.324012] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2025-12-19T20:24:09.324823] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2025-12-19T20:24:09.324883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:09.324917] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:09.324944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:09.325000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:09.382446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:09.383106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:09.383184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:09.383220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:09.501915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:09.502077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:09.502115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:09.502146] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:09.505450] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: UP (p=85.87%)
[2025-12-19T20:24:09.505731] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2025-12-19T20:24:09.505851] [INFO ] [sig       ] HSTM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:09.647780] [INFO ] [LOCAL     ] Saved forecast: HSTM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HSTM.txt
[2025-12-19T20:24:09.647914] [INFO ] [sig       ] [1578/3561] Completed HSTM in 0.3s | 2.89 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-19T20:24:09.647953] [INFO ] [sig       ] [1579/3561] Forecasting HSY...
[2025-12-19T20:24:09.647985] [INFO ] [sig       ] Generating forecast for: HSY
[2025-12-19T20:24:09.648015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-12-19T20:24:09.659924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2025-12-19T20:24:09.660259] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-12-19T20:24:09.661226] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-12-19T20:24:09.661278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:09.661310] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:09.661337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:09.661531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:09.720004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:09.720783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:09.720862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:09.720894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:09.841754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:09.841920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:09.841959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:09.841988] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:09.845737] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: DOWN (p=13.24%)
[2025-12-19T20:24:09.846026] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-12-19T20:24:09.846149] [INFO ] [sig       ] HSY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:09.987908] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HSY.txt
[2025-12-19T20:24:09.988036] [INFO ] [sig       ] [1579/3561] Completed HSY in 0.3s | 2.89 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-19T20:24:09.988084] [INFO ] [sig       ] [1580/3561] Forecasting HTBK...
[2025-12-19T20:24:09.988120] [INFO ] [sig       ] Generating forecast for: HTBK
[2025-12-19T20:24:09.988149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2025-12-19T20:24:09.999959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2025-12-19T20:24:10.000339] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2025-12-19T20:24:10.001122] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2025-12-19T20:24:10.001174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:10.001207] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:10.001234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:10.001291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:10.060661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:10.061332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:10.061439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:10.061472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:10.181499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:10.181672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:10.181713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:10.181742] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:10.185380] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: DOWN (p=32.45%)
[2025-12-19T20:24:10.185670] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2025-12-19T20:24:10.185792] [INFO ] [sig       ] HTBK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:10.327198] [INFO ] [LOCAL     ] Saved forecast: HTBK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HTBK.txt
[2025-12-19T20:24:10.327339] [INFO ] [sig       ] [1580/3561] Completed HTBK in 0.3s | 2.89 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-19T20:24:10.327378] [INFO ] [sig       ] [1581/3561] Forecasting HTD...
[2025-12-19T20:24:10.327408] [INFO ] [sig       ] Generating forecast for: HTD
[2025-12-19T20:24:10.327438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-12-19T20:24:10.338904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2025-12-19T20:24:10.339225] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-12-19T20:24:10.340198] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-12-19T20:24:10.340248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:10.340280] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:10.340306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:10.340550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:10.396620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:10.397197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:10.397271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:10.397302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:10.516994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:10.517146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:10.517203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:10.517232] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:10.520517] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-12-19T20:24:10.520801] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-12-19T20:24:10.520917] [INFO ] [sig       ] HTD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:10.658337] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HTD.txt
[2025-12-19T20:24:10.658465] [INFO ] [sig       ] [1581/3561] Completed HTD in 0.3s | 2.89 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-19T20:24:10.658503] [INFO ] [sig       ] [1582/3561] Forecasting HTGC...
[2025-12-19T20:24:10.658532] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-12-19T20:24:10.658561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-12-19T20:24:10.670135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2025-12-19T20:24:10.670471] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-12-19T20:24:10.671234] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-12-19T20:24:10.671284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:10.671315] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:10.671341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:10.671396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:10.728870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:10.729553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:10.729648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:10.729680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:10.848494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:10.848711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:10.848755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:10.848783] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:10.852293] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=92.35%)
[2025-12-19T20:24:10.852640] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-12-19T20:24:10.852774] [INFO ] [sig       ] HTGC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:10.991004] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HTGC.txt
[2025-12-19T20:24:10.991145] [INFO ] [sig       ] [1582/3561] Completed HTGC in 0.3s | 2.89 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-19T20:24:10.991185] [INFO ] [sig       ] [1583/3561] Forecasting HTH...
[2025-12-19T20:24:10.991215] [INFO ] [sig       ] Generating forecast for: HTH
[2025-12-19T20:24:10.991246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-12-19T20:24:11.002602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2025-12-19T20:24:11.002946] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-12-19T20:24:11.003733] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-12-19T20:24:11.003785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:11.003817] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:11.003844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:11.003900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:11.059135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:11.059938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:11.060020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:11.060052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:11.171759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:11.171916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:11.171957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:11.171985] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:11.175284] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=22.63%)
[2025-12-19T20:24:11.175555] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-12-19T20:24:11.175695] [INFO ] [sig       ] HTH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:11.312142] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HTH.txt
[2025-12-19T20:24:11.312300] [INFO ] [sig       ] [1583/3561] Completed HTH in 0.3s | 2.89 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-19T20:24:11.312340] [INFO ] [sig       ] [1584/3561] Forecasting HTLD...
[2025-12-19T20:24:11.312370] [INFO ] [sig       ] Generating forecast for: HTLD
[2025-12-19T20:24:11.312401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2025-12-19T20:24:11.325349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2025-12-19T20:24:11.325744] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2025-12-19T20:24:11.326527] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2025-12-19T20:24:11.326605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:11.326648] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:11.326676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:11.326733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:11.385910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:11.386548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:11.386647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:11.386681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:11.505752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:11.505910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:11.505951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:11.505980] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:11.509271] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: DOWN (p=10.78%)
[2025-12-19T20:24:11.509534] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2025-12-19T20:24:11.509671] [INFO ] [sig       ] HTLD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:11.649889] [INFO ] [LOCAL     ] Saved forecast: HTLD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HTLD.txt
[2025-12-19T20:24:11.650018] [INFO ] [sig       ] [1584/3561] Completed HTLD in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-19T20:24:11.650057] [INFO ] [sig       ] [1585/3561] Forecasting HTOO...
[2025-12-19T20:24:11.650086] [INFO ] [sig       ] Generating forecast for: HTOO
[2025-12-19T20:24:11.650117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2025-12-19T20:24:11.661823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2025-12-19T20:24:11.662160] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2025-12-19T20:24:11.663179] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2025-12-19T20:24:11.663233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:11.663279] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:11.663308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:11.663366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:11.725182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:11.726061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:11.726141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:11.726174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:11.842448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:11.842622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:11.842663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:11.842691] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:11.845998] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: DOWN (p=19.03%)
[2025-12-19T20:24:11.846263] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2025-12-19T20:24:11.846382] [INFO ] [sig       ] HTOO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:11.986721] [INFO ] [LOCAL     ] Saved forecast: HTOO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HTOO.txt
[2025-12-19T20:24:11.986849] [INFO ] [sig       ] [1585/3561] Completed HTOO in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-19T20:24:11.986887] [INFO ] [sig       ] [1586/3561] Forecasting HTZ...
[2025-12-19T20:24:11.986917] [INFO ] [sig       ] Generating forecast for: HTZ
[2025-12-19T20:24:11.986947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2025-12-19T20:24:11.999286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2025-12-19T20:24:11.999663] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2025-12-19T20:24:12.000636] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2025-12-19T20:24:12.000687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:12.000719] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:12.000746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:12.000801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:12.060847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:12.061672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:12.061754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:12.061785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:12.187992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:12.188153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:12.188193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:12.188223] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:12.191552] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: UP (p=62.91%)
[2025-12-19T20:24:12.191842] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2025-12-19T20:24:12.191961] [INFO ] [sig       ] HTZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:12.339269] [INFO ] [LOCAL     ] Saved forecast: HTZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HTZ.txt
[2025-12-19T20:24:12.339439] [INFO ] [sig       ] [1586/3561] Completed HTZ in 0.4s | 2.90 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-19T20:24:12.339480] [INFO ] [sig       ] [1587/3561] Forecasting HUBB...
[2025-12-19T20:24:12.339512] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-12-19T20:24:12.339545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-12-19T20:24:12.352961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2025-12-19T20:24:12.353411] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-12-19T20:24:12.354639] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-12-19T20:24:12.354692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:12.354753] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:12.354783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:12.354840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:12.416035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:12.417144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:12.417231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:12.417268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:12.539012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:12.539173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:12.539212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:12.539240] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:12.542887] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: UP (p=98.16%)
[2025-12-19T20:24:12.543153] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-12-19T20:24:12.543270] [INFO ] [sig       ] HUBB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:12.686620] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HUBB.txt
[2025-12-19T20:24:12.686781] [INFO ] [sig       ] [1587/3561] Completed HUBB in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-19T20:24:12.686820] [INFO ] [sig       ] [1588/3561] Forecasting HUBG...
[2025-12-19T20:24:12.686851] [INFO ] [sig       ] Generating forecast for: HUBG
[2025-12-19T20:24:12.686880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2025-12-19T20:24:12.698894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2025-12-19T20:24:12.699256] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2025-12-19T20:24:12.700038] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2025-12-19T20:24:12.700088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:12.700119] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:12.700145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:12.700201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:12.756418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:12.757355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:12.757439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:12.757472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:12.875195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:12.875355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:12.875394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:12.875423] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:12.879321] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: DOWN (p=48.93%)
[2025-12-19T20:24:12.879608] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2025-12-19T20:24:12.879730] [INFO ] [sig       ] HUBG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:13.018610] [INFO ] [LOCAL     ] Saved forecast: HUBG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HUBG.txt
[2025-12-19T20:24:13.018921] [INFO ] [sig       ] [1588/3561] Completed HUBG in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-19T20:24:13.018986] [INFO ] [sig       ] [1589/3561] Forecasting HUBS...
[2025-12-19T20:24:13.019020] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-12-19T20:24:13.019052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-12-19T20:24:13.030695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2025-12-19T20:24:13.031029] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-12-19T20:24:13.031806] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-12-19T20:24:13.031857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:13.031891] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:13.031918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:13.031974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:13.090196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:13.091125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:13.091204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:13.091236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:13.213284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:13.213438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:13.213476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:13.213504] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:13.217011] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: DOWN (p=8.68%)
[2025-12-19T20:24:13.217285] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-12-19T20:24:13.217408] [INFO ] [sig       ] HUBS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:13.356679] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HUBS.txt
[2025-12-19T20:24:13.356832] [INFO ] [sig       ] [1589/3561] Completed HUBS in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-19T20:24:13.356871] [INFO ] [sig       ] [1590/3561] Forecasting HUM...
[2025-12-19T20:24:13.356901] [INFO ] [sig       ] Generating forecast for: HUM
[2025-12-19T20:24:13.356931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-12-19T20:24:13.368359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2025-12-19T20:24:13.368756] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-12-19T20:24:13.369510] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-12-19T20:24:13.369561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:13.369612] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:13.369640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:13.369700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:13.426024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:13.426853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:13.426938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:13.426971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:13.546016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:13.546170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:13.546210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:13.546275] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:13.549606] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: DOWN (p=19.31%)
[2025-12-19T20:24:13.549872] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-12-19T20:24:13.550008] [INFO ] [sig       ] HUM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:13.687867] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HUM.txt
[2025-12-19T20:24:13.688005] [INFO ] [sig       ] [1590/3561] Completed HUM in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-19T20:24:13.688044] [INFO ] [sig       ] [1591/3561] Forecasting HUMA...
[2025-12-19T20:24:13.688073] [INFO ] [sig       ] Generating forecast for: HUMA
[2025-12-19T20:24:13.688102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'.
[2025-12-19T20:24:13.700057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUMA'.
[2025-12-19T20:24:13.700422] [INFO ] [FORECASTER] Starting predict_future for HUMA
[2025-12-19T20:24:13.701226] [DEBUG] [LOCAL     ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt
[2025-12-19T20:24:13.701278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:13.701310] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:13.701337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:13.701393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:13.758861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:13.759620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:13.759699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:13.759733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:13.882612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:13.882769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:13.882809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:13.882839] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:13.886287] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: DOWN (p=28.56%)
[2025-12-19T20:24:13.886589] [INFO ] [FORECASTER] Completed predict_future for HUMA
[2025-12-19T20:24:13.886717] [INFO ] [sig       ] HUMA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:14.023336] [INFO ] [LOCAL     ] Saved forecast: HUMA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HUMA.txt
[2025-12-19T20:24:14.023494] [INFO ] [sig       ] [1591/3561] Completed HUMA in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-19T20:24:14.023534] [INFO ] [sig       ] [1592/3561] Forecasting HUN...
[2025-12-19T20:24:14.023564] [INFO ] [sig       ] Generating forecast for: HUN
[2025-12-19T20:24:14.023618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-12-19T20:24:14.035104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2025-12-19T20:24:14.035472] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-12-19T20:24:14.036315] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-12-19T20:24:14.036369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:14.036402] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:14.036429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:14.036486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:14.096071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:14.096875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:14.096957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:14.096991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:14.220279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:14.220657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:14.220700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:14.220758] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:14.224180] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=93.46%)
[2025-12-19T20:24:14.224660] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-12-19T20:24:14.224787] [INFO ] [sig       ] HUN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:14.363492] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HUN.txt
[2025-12-19T20:24:14.363639] [INFO ] [sig       ] [1592/3561] Completed HUN in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-19T20:24:14.363680] [INFO ] [sig       ] [1593/3561] Forecasting HURC...
[2025-12-19T20:24:14.363710] [INFO ] [sig       ] Generating forecast for: HURC
[2025-12-19T20:24:14.363740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2025-12-19T20:24:14.375327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2025-12-19T20:24:14.375896] [INFO ] [FORECASTER] Starting predict_future for HURC
[2025-12-19T20:24:14.376666] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2025-12-19T20:24:14.376717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:14.376749] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:14.376775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:14.376830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:14.435254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:14.436050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:14.436133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:14.436167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:14.570612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:14.570768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:14.570807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:14.570835] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:14.574258] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: UP (p=91.06%)
[2025-12-19T20:24:14.574617] [INFO ] [FORECASTER] Completed predict_future for HURC
[2025-12-19T20:24:14.574753] [INFO ] [sig       ] HURC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:14.714461] [INFO ] [LOCAL     ] Saved forecast: HURC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HURC.txt
[2025-12-19T20:24:14.714603] [INFO ] [sig       ] [1593/3561] Completed HURC in 0.4s | 2.90 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-19T20:24:14.714644] [INFO ] [sig       ] [1594/3561] Forecasting HURN...
[2025-12-19T20:24:14.714675] [INFO ] [sig       ] Generating forecast for: HURN
[2025-12-19T20:24:14.714704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2025-12-19T20:24:14.725999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2025-12-19T20:24:14.726322] [INFO ] [FORECASTER] Starting predict_future for HURN
[2025-12-19T20:24:14.727093] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2025-12-19T20:24:14.727144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:14.727177] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:14.727204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:14.727259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:14.783742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:14.784362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:14.784451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:14.784484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:14.901323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:14.901471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:14.901510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:14.901538] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:14.904859] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: DOWN (p=46.93%)
[2025-12-19T20:24:14.905124] [INFO ] [FORECASTER] Completed predict_future for HURN
[2025-12-19T20:24:14.905243] [INFO ] [sig       ] HURN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:15.047763] [INFO ] [LOCAL     ] Saved forecast: HURN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HURN.txt
[2025-12-19T20:24:15.047938] [INFO ] [sig       ] [1594/3561] Completed HURN in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-19T20:24:15.047985] [INFO ] [sig       ] [1595/3561] Forecasting HUYA...
[2025-12-19T20:24:15.048019] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-12-19T20:24:15.048049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-12-19T20:24:15.059756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2025-12-19T20:24:15.060145] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-12-19T20:24:15.060960] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-12-19T20:24:15.061014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:15.061047] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:15.061075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:15.061131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:15.118120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:15.118819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:15.118898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:15.118931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:15.244547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:15.244718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:15.244759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:15.244789] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:15.248547] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=29.33%)
[2025-12-19T20:24:15.249019] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-12-19T20:24:15.249151] [INFO ] [sig       ] HUYA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:15.386029] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HUYA.txt
[2025-12-19T20:24:15.386142] [INFO ] [sig       ] [1595/3561] Completed HUYA in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-19T20:24:15.386180] [INFO ] [sig       ] [1596/3561] Forecasting HWC...
[2025-12-19T20:24:15.386210] [INFO ] [sig       ] Generating forecast for: HWC
[2025-12-19T20:24:15.386240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2025-12-19T20:24:15.397407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2025-12-19T20:24:15.397776] [INFO ] [FORECASTER] Starting predict_future for HWC
[2025-12-19T20:24:15.398591] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2025-12-19T20:24:15.398644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:15.398697] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:15.398742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:15.398800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:15.457699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:15.458301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:15.458378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:15.458411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:15.582351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:15.582490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:15.582530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:15.582561] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:15.586081] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: UP (p=85.15%)
[2025-12-19T20:24:15.586379] [INFO ] [FORECASTER] Completed predict_future for HWC
[2025-12-19T20:24:15.586510] [INFO ] [sig       ] HWC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:15.728658] [INFO ] [LOCAL     ] Saved forecast: HWC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HWC.txt
[2025-12-19T20:24:15.728795] [INFO ] [sig       ] [1596/3561] Completed HWC in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-19T20:24:15.728833] [INFO ] [sig       ] [1597/3561] Forecasting HWH...
[2025-12-19T20:24:15.728863] [INFO ] [sig       ] Generating forecast for: HWH
[2025-12-19T20:24:15.728895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2025-12-19T20:24:15.740717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2025-12-19T20:24:15.741085] [INFO ] [FORECASTER] Starting predict_future for HWH
[2025-12-19T20:24:15.741930] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2025-12-19T20:24:15.741982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:15.742014] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:15.742044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:15.742099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:15.801717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:15.802826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:15.802975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:15.803021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:15.941749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:15.941917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:15.941959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:15.941988] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:15.945414] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: UP (p=70.72%)
[2025-12-19T20:24:15.945721] [INFO ] [FORECASTER] Completed predict_future for HWH
[2025-12-19T20:24:15.945843] [INFO ] [sig       ] HWH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:16.083113] [INFO ] [LOCAL     ] Saved forecast: HWH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HWH.txt
[2025-12-19T20:24:16.083268] [INFO ] [sig       ] [1597/3561] Completed HWH in 0.4s | 2.90 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-19T20:24:16.083307] [INFO ] [sig       ] [1598/3561] Forecasting HWKN...
[2025-12-19T20:24:16.083338] [INFO ] [sig       ] Generating forecast for: HWKN
[2025-12-19T20:24:16.083370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2025-12-19T20:24:16.095713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2025-12-19T20:24:16.096099] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2025-12-19T20:24:16.096976] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2025-12-19T20:24:16.097028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:16.097062] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:16.097090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:16.097147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:16.156662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:16.157508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:16.157610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:16.157646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:16.276033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:16.276184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:16.276224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:16.276252] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:16.279758] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2025-12-19T20:24:16.280026] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2025-12-19T20:24:16.280146] [INFO ] [sig       ] HWKN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:16.419011] [INFO ] [LOCAL     ] Saved forecast: HWKN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HWKN.txt
[2025-12-19T20:24:16.419135] [INFO ] [sig       ] [1598/3561] Completed HWKN in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-19T20:24:16.419176] [INFO ] [sig       ] [1599/3561] Forecasting HWM...
[2025-12-19T20:24:16.419208] [INFO ] [sig       ] Generating forecast for: HWM
[2025-12-19T20:24:16.419239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-12-19T20:24:16.430833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2025-12-19T20:24:16.431176] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-12-19T20:24:16.431978] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-12-19T20:24:16.432030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:16.432063] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:16.432091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:16.432150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:16.489485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:16.490093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:16.490173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:16.490205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:16.610505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:16.610859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:16.610900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:16.610930] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:16.614377] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: DOWN (p=24.35%)
[2025-12-19T20:24:16.614665] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-12-19T20:24:16.614784] [INFO ] [sig       ] HWM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:16.756593] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HWM.txt
[2025-12-19T20:24:16.756736] [INFO ] [sig       ] [1599/3561] Completed HWM in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-19T20:24:16.756775] [INFO ] [sig       ] [1600/3561] Forecasting HXL...
[2025-12-19T20:24:16.756805] [INFO ] [sig       ] Generating forecast for: HXL
[2025-12-19T20:24:16.756842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-12-19T20:24:16.770320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2025-12-19T20:24:16.770769] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-12-19T20:24:16.771679] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-12-19T20:24:16.771733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:16.771766] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:16.771793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:16.771849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:16.831860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:16.832808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:16.832903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:16.832942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:16.964663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:16.964831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:16.964870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:16.964898] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:16.968257] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=76.47%)
[2025-12-19T20:24:16.968525] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-12-19T20:24:16.968663] [INFO ] [sig       ] HXL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:17.105678] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HXL.txt
[2025-12-19T20:24:17.105841] [INFO ] [sig       ] [1600/3561] Completed HXL in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-19T20:24:17.105881] [INFO ] [sig       ] [1601/3561] Forecasting HY...
[2025-12-19T20:24:17.105911] [INFO ] [sig       ] Generating forecast for: HY
[2025-12-19T20:24:17.105946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-12-19T20:24:17.117090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2025-12-19T20:24:17.117464] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-12-19T20:24:17.118275] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-12-19T20:24:17.118332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:17.118365] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:17.118394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:17.118451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:17.174416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:17.175206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:17.175289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:17.175322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:17.301772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:17.301928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:17.301968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:17.301996] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:17.305297] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-12-19T20:24:17.305559] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-12-19T20:24:17.305698] [INFO ] [sig       ] HY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:17.445924] [INFO ] [LOCAL     ] Saved forecast: HY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HY.txt
[2025-12-19T20:24:17.446118] [INFO ] [sig       ] [1601/3561] Completed HY in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-19T20:24:17.446169] [INFO ] [sig       ] [1602/3561] Forecasting HYFM...
[2025-12-19T20:24:17.446201] [INFO ] [sig       ] Generating forecast for: HYFM
[2025-12-19T20:24:17.446233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2025-12-19T20:24:17.457258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2025-12-19T20:24:17.457636] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2025-12-19T20:24:17.458405] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2025-12-19T20:24:17.458457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:17.458490] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:17.458518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:17.458599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:17.518356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:17.519240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:17.519323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:17.519356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:17.636990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:17.637143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:17.637180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:17.637208] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:17.640546] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: DOWN (p=7.79%)
[2025-12-19T20:24:17.640836] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2025-12-19T20:24:17.640961] [INFO ] [sig       ] HYFM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:17.779175] [INFO ] [LOCAL     ] Saved forecast: HYFM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HYFM.txt
[2025-12-19T20:24:17.779308] [INFO ] [sig       ] [1602/3561] Completed HYFM in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-19T20:24:17.779347] [INFO ] [sig       ] [1603/3561] Forecasting HYI...
[2025-12-19T20:24:17.779376] [INFO ] [sig       ] Generating forecast for: HYI
[2025-12-19T20:24:17.779405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-12-19T20:24:17.790539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2025-12-19T20:24:17.790912] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-12-19T20:24:17.791701] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-12-19T20:24:17.791753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:17.791787] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:17.791815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:17.791873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:17.848036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:17.848767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:17.848856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:17.848889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:17.968728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:17.968889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:17.968933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:17.968967] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:17.972364] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: DOWN (p=26.65%)
[2025-12-19T20:24:17.972655] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-12-19T20:24:17.972777] [INFO ] [sig       ] HYI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:18.112422] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HYI.txt
[2025-12-19T20:24:18.112585] [INFO ] [sig       ] [1603/3561] Completed HYI in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-19T20:24:18.112626] [INFO ] [sig       ] [1604/3561] Forecasting HYLS...
[2025-12-19T20:24:18.112654] [INFO ] [sig       ] Generating forecast for: HYLS
[2025-12-19T20:24:18.112684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2025-12-19T20:24:18.124099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2025-12-19T20:24:18.124458] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2025-12-19T20:24:18.125296] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2025-12-19T20:24:18.125350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:18.125418] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:18.125459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:18.125541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:18.182532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:18.183356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:18.183440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:18.183473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:18.303412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:18.303592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:18.303656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:18.303685] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:18.306956] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: UP (p=80.23%)
[2025-12-19T20:24:18.307220] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2025-12-19T20:24:18.307336] [INFO ] [sig       ] HYLS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:18.446515] [INFO ] [LOCAL     ] Saved forecast: HYLS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HYLS.txt
[2025-12-19T20:24:18.446865] [INFO ] [sig       ] [1604/3561] Completed HYLS in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-19T20:24:18.446906] [INFO ] [sig       ] [1605/3561] Forecasting HYMC...
[2025-12-19T20:24:18.446936] [INFO ] [sig       ] Generating forecast for: HYMC
[2025-12-19T20:24:18.446966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2025-12-19T20:24:18.460136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2025-12-19T20:24:18.460471] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2025-12-19T20:24:18.461480] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2025-12-19T20:24:18.461532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:18.461775] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:18.461803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:18.461859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:18.519821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:18.520516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:18.520614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:18.520650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:18.642001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:18.642174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:18.642215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:18.642245] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:18.646142] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=76.42%)
[2025-12-19T20:24:18.646414] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2025-12-19T20:24:18.646540] [INFO ] [sig       ] HYMC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:18.784175] [INFO ] [LOCAL     ] Saved forecast: HYMC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HYMC.txt
[2025-12-19T20:24:18.784309] [INFO ] [sig       ] [1605/3561] Completed HYMC in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-19T20:24:18.784348] [INFO ] [sig       ] [1606/3561] Forecasting HYXF...
[2025-12-19T20:24:18.784377] [INFO ] [sig       ] Generating forecast for: HYXF
[2025-12-19T20:24:18.784409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2025-12-19T20:24:18.795550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2025-12-19T20:24:18.795890] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2025-12-19T20:24:18.796660] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2025-12-19T20:24:18.796711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:18.796743] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:18.796770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:18.796825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:18.853858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:18.854556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:18.854848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:18.854880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:18.962932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:18.963088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:18.963126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:18.963154] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:18.967186] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: DOWN (p=29.29%)
[2025-12-19T20:24:18.967472] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2025-12-19T20:24:18.967613] [INFO ] [sig       ] HYXF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:19.108040] [INFO ] [LOCAL     ] Saved forecast: HYXF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HYXF.txt
[2025-12-19T20:24:19.108169] [INFO ] [sig       ] [1606/3561] Completed HYXF in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-19T20:24:19.108207] [INFO ] [sig       ] [1607/3561] Forecasting HYZD...
[2025-12-19T20:24:19.108236] [INFO ] [sig       ] Generating forecast for: HYZD
[2025-12-19T20:24:19.108267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2025-12-19T20:24:19.120064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2025-12-19T20:24:19.120391] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2025-12-19T20:24:19.121391] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2025-12-19T20:24:19.121446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:19.121480] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:19.121507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:19.121563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:19.180308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:19.181161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:19.181260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:19.181294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:19.306991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:19.307150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:19.307188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:19.307252] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:19.310649] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: UP (p=94.49%)
[2025-12-19T20:24:19.310922] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2025-12-19T20:24:19.311046] [INFO ] [sig       ] HYZD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:19.450110] [INFO ] [LOCAL     ] Saved forecast: HYZD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/HYZD.txt
[2025-12-19T20:24:19.450260] [INFO ] [sig       ] [1607/3561] Completed HYZD in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-19T20:24:19.450301] [INFO ] [sig       ] [1608/3561] Forecasting HZO...
[2025-12-19T20:24:19.450331] [INFO ] [sig       ] Generating forecast for: HZO
[2025-12-19T20:24:19.450361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-12-19T20:24:19.462422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2025-12-19T20:24:19.462838] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-12-19T20:24:19.463645] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-12-19T20:24:19.463709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:19.463745] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:19.463773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:19.463831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:19.522675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:19.523548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:19.523655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:19.523689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:19.645544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:19.645723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:19.645763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:19.645791] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:19.649347] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=38.53%)
[2025-12-19T20:24:19.649709] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-12-19T20:24:19.649852] [INFO ] [sig       ] HZO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:19.792055] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/HZO.txt
[2025-12-19T20:24:19.792187] [INFO ] [sig       ] [1608/3561] Completed HZO in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-19T20:24:19.792229] [INFO ] [sig       ] [1609/3561] Forecasting IAC...
[2025-12-19T20:24:19.792258] [INFO ] [sig       ] Generating forecast for: IAC
[2025-12-19T20:24:19.792290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2025-12-19T20:24:19.803378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2025-12-19T20:24:19.803743] [INFO ] [FORECASTER] Starting predict_future for IAC
[2025-12-19T20:24:19.804493] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2025-12-19T20:24:19.804556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:19.804607] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:19.804639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:19.804696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:19.860193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:19.860840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:19.860916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:19.860947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:19.980544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:19.980716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:19.980755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:19.980783] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:19.984058] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: DOWN (p=32.42%)
[2025-12-19T20:24:19.984321] [INFO ] [FORECASTER] Completed predict_future for IAC
[2025-12-19T20:24:19.984440] [INFO ] [sig       ] IAC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:20.124412] [INFO ] [LOCAL     ] Saved forecast: IAC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IAC.txt
[2025-12-19T20:24:20.124543] [INFO ] [sig       ] [1609/3561] Completed IAC in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-19T20:24:20.124599] [INFO ] [sig       ] [1610/3561] Forecasting IAE...
[2025-12-19T20:24:20.124632] [INFO ] [sig       ] Generating forecast for: IAE
[2025-12-19T20:24:20.124663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-12-19T20:24:20.135655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2025-12-19T20:24:20.135983] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-12-19T20:24:20.136752] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-12-19T20:24:20.136802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:20.136833] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:20.136859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:20.136915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:20.194986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:20.195729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:20.195813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:20.195845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:20.313924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:20.314080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:20.314120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:20.314147] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:20.317506] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: DOWN (p=18.61%)
[2025-12-19T20:24:20.317788] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-12-19T20:24:20.317909] [INFO ] [sig       ] IAE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:20.457678] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IAE.txt
[2025-12-19T20:24:20.457813] [INFO ] [sig       ] [1610/3561] Completed IAE in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-19T20:24:20.457852] [INFO ] [sig       ] [1611/3561] Forecasting IAG...
[2025-12-19T20:24:20.457880] [INFO ] [sig       ] Generating forecast for: IAG
[2025-12-19T20:24:20.457911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-12-19T20:24:20.469446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2025-12-19T20:24:20.469793] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-12-19T20:24:20.470537] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-12-19T20:24:20.470611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:20.470646] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:20.470673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:20.470728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:20.527030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:20.527698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:20.527775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:20.527807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:20.650958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:20.651122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:20.651163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:20.651191] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:20.654593] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-12-19T20:24:20.654867] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-12-19T20:24:20.654988] [INFO ] [sig       ] IAG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:20.792203] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IAG.txt
[2025-12-19T20:24:20.792354] [INFO ] [sig       ] [1611/3561] Completed IAG in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-19T20:24:20.792393] [INFO ] [sig       ] [1612/3561] Forecasting IAS...
[2025-12-19T20:24:20.792423] [INFO ] [sig       ] Generating forecast for: IAS
[2025-12-19T20:24:20.792453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAS' from 'https://tdm.silogroup.org/data/derivative_storage/IAS.csv'.
[2025-12-19T20:24:20.804888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAS'.
[2025-12-19T20:24:20.805224] [INFO ] [FORECASTER] Starting predict_future for IAS
[2025-12-19T20:24:20.805994] [DEBUG] [LOCAL     ] No optimal features file found for IAS: ./output/feature-sets/IAS.txt
[2025-12-19T20:24:20.806046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:20.806077] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:20.806104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:20.806159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:20.862216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:20.862972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:20.863050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:20.863082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:20.980431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:20.980602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:20.980643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:20.980672] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:20.983961] [DEBUG] [FORECASTER] IAS: Forecast T+1@11:T+2@11: DOWN (p=6.99%)
[2025-12-19T20:24:20.984226] [INFO ] [FORECASTER] Completed predict_future for IAS
[2025-12-19T20:24:20.984346] [INFO ] [sig       ] IAS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:21.131061] [INFO ] [LOCAL     ] Saved forecast: IAS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IAS.txt
[2025-12-19T20:24:21.131209] [INFO ] [sig       ] [1612/3561] Completed IAS in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-19T20:24:21.131259] [INFO ] [sig       ] [1613/3561] Forecasting IBB...
[2025-12-19T20:24:21.131302] [INFO ] [sig       ] Generating forecast for: IBB
[2025-12-19T20:24:21.131336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2025-12-19T20:24:21.144194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2025-12-19T20:24:21.144562] [INFO ] [FORECASTER] Starting predict_future for IBB
[2025-12-19T20:24:21.145364] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2025-12-19T20:24:21.145416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:21.145449] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:21.145476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:21.145533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:21.206496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:21.207351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:21.207433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:21.207467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:21.340118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:21.340315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:21.340366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:21.340403] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:21.344724] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: DOWN (p=43.25%)
[2025-12-19T20:24:21.345062] [INFO ] [FORECASTER] Completed predict_future for IBB
[2025-12-19T20:24:21.345214] [INFO ] [sig       ] IBB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:21.488290] [INFO ] [LOCAL     ] Saved forecast: IBB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IBB.txt
[2025-12-19T20:24:21.488412] [INFO ] [sig       ] [1613/3561] Completed IBB in 0.4s | 2.90 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-19T20:24:21.488450] [INFO ] [sig       ] [1614/3561] Forecasting IBBQ...
[2025-12-19T20:24:21.488479] [INFO ] [sig       ] Generating forecast for: IBBQ
[2025-12-19T20:24:21.488509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2025-12-19T20:24:21.505620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2025-12-19T20:24:21.505978] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2025-12-19T20:24:21.506747] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2025-12-19T20:24:21.506798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:21.506830] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:21.506856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:21.506911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:21.563868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:21.564802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:21.564917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:21.564950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:21.673135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:21.673309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:21.673351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:21.673380] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:21.676786] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: UP (p=56.31%)
[2025-12-19T20:24:21.677057] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2025-12-19T20:24:21.677199] [INFO ] [sig       ] IBBQ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:21.816663] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IBBQ.txt
[2025-12-19T20:24:21.816809] [INFO ] [sig       ] [1614/3561] Completed IBBQ in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-19T20:24:21.816849] [INFO ] [sig       ] [1615/3561] Forecasting IBCP...
[2025-12-19T20:24:21.816880] [INFO ] [sig       ] Generating forecast for: IBCP
[2025-12-19T20:24:21.816910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2025-12-19T20:24:21.828531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2025-12-19T20:24:21.828914] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2025-12-19T20:24:21.829692] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2025-12-19T20:24:21.829743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:21.829774] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:21.829801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:21.829857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:21.886228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:21.887015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:21.887096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:21.887128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:22.000730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:22.000892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:22.000931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:22.000959] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:22.004315] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: UP (p=60.96%)
[2025-12-19T20:24:22.004625] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2025-12-19T20:24:22.004751] [INFO ] [sig       ] IBCP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:22.142381] [INFO ] [LOCAL     ] Saved forecast: IBCP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IBCP.txt
[2025-12-19T20:24:22.142535] [INFO ] [sig       ] [1615/3561] Completed IBCP in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-19T20:24:22.142595] [INFO ] [sig       ] [1616/3561] Forecasting IBEX...
[2025-12-19T20:24:22.142627] [INFO ] [sig       ] Generating forecast for: IBEX
[2025-12-19T20:24:22.142657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2025-12-19T20:24:22.154081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2025-12-19T20:24:22.154451] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2025-12-19T20:24:22.155261] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2025-12-19T20:24:22.155313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:22.155344] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:22.155371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:22.155427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:22.210454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:22.211247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:22.211329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:22.211361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:22.338350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:22.338511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:22.338570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:22.338620] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:22.342099] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: DOWN (p=38.49%)
[2025-12-19T20:24:22.342388] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2025-12-19T20:24:22.342522] [INFO ] [sig       ] IBEX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:22.480993] [INFO ] [LOCAL     ] Saved forecast: IBEX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IBEX.txt
[2025-12-19T20:24:22.481152] [INFO ] [sig       ] [1616/3561] Completed IBEX in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-19T20:24:22.481197] [INFO ] [sig       ] [1617/3561] Forecasting IBM...
[2025-12-19T20:24:22.481235] [INFO ] [sig       ] Generating forecast for: IBM
[2025-12-19T20:24:22.481268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-12-19T20:24:22.492967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2025-12-19T20:24:22.493350] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-12-19T20:24:22.494179] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-12-19T20:24:22.494233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:22.494268] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:22.494295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:22.494352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:22.566693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:22.567549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:22.567695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:22.567730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:22.689543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:22.689721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:22.689762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:22.689791] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:22.693224] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=66.31%)
[2025-12-19T20:24:22.693495] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-12-19T20:24:22.693641] [INFO ] [sig       ] IBM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:22.833044] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IBM.txt
[2025-12-19T20:24:22.833224] [INFO ] [sig       ] [1617/3561] Completed IBM in 0.4s | 2.90 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-19T20:24:22.833265] [INFO ] [sig       ] [1618/3561] Forecasting IBN...
[2025-12-19T20:24:22.833295] [INFO ] [sig       ] Generating forecast for: IBN
[2025-12-19T20:24:22.833326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-12-19T20:24:22.845034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2025-12-19T20:24:22.845396] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-12-19T20:24:22.846173] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-12-19T20:24:22.846225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:22.846258] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:22.846285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:22.846341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:22.905325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:22.906219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:22.906328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:22.906372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:23.032096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:23.032256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:23.032295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:23.032324] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:23.035655] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: UP (p=86.89%)
[2025-12-19T20:24:23.035942] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-12-19T20:24:23.036094] [INFO ] [sig       ] IBN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:23.176533] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IBN.txt
[2025-12-19T20:24:23.176688] [INFO ] [sig       ] [1618/3561] Completed IBN in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-19T20:24:23.176728] [INFO ] [sig       ] [1619/3561] Forecasting IBOC...
[2025-12-19T20:24:23.176757] [INFO ] [sig       ] Generating forecast for: IBOC
[2025-12-19T20:24:23.176787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2025-12-19T20:24:23.187709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2025-12-19T20:24:23.188021] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2025-12-19T20:24:23.188813] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2025-12-19T20:24:23.188866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:23.188897] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:23.188925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:23.188981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:23.244483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:23.245158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:23.245237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:23.245269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:23.367276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:23.367440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:23.367480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:23.367510] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:23.370929] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-12-19T20:24:23.371204] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2025-12-19T20:24:23.371350] [INFO ] [sig       ] IBOC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:23.514216] [INFO ] [LOCAL     ] Saved forecast: IBOC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IBOC.txt
[2025-12-19T20:24:23.514405] [INFO ] [sig       ] [1619/3561] Completed IBOC in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-19T20:24:23.514464] [INFO ] [sig       ] [1620/3561] Forecasting IBP...
[2025-12-19T20:24:23.514509] [INFO ] [sig       ] Generating forecast for: IBP
[2025-12-19T20:24:23.514556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-12-19T20:24:23.527181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2025-12-19T20:24:23.527622] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-12-19T20:24:23.528412] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-12-19T20:24:23.528464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:23.528510] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:23.528538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:23.528614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:23.590816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:23.591741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:23.591833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:23.591866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:23.719325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:23.719477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:23.719523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:23.719555] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:23.722903] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: UP (p=63.35%)
[2025-12-19T20:24:23.723167] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-12-19T20:24:23.723287] [INFO ] [sig       ] IBP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:23.864455] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IBP.txt
[2025-12-19T20:24:23.864635] [INFO ] [sig       ] [1620/3561] Completed IBP in 0.4s | 2.90 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-19T20:24:23.864682] [INFO ] [sig       ] [1621/3561] Forecasting IBRX...
[2025-12-19T20:24:23.864714] [INFO ] [sig       ] Generating forecast for: IBRX
[2025-12-19T20:24:23.864745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2025-12-19T20:24:23.877274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2025-12-19T20:24:23.877625] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2025-12-19T20:24:23.878400] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2025-12-19T20:24:23.878453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:23.878512] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:23.878542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:23.878617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:23.937713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:23.938350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:23.938428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:23.938461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:24.061991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:24.062145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:24.062184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:24.062212] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:24.065614] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: UP (p=74.96%)
[2025-12-19T20:24:24.066082] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2025-12-19T20:24:24.066201] [INFO ] [sig       ] IBRX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:24.218088] [INFO ] [LOCAL     ] Saved forecast: IBRX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IBRX.txt
[2025-12-19T20:24:24.218247] [INFO ] [sig       ] [1621/3561] Completed IBRX in 0.4s | 2.90 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-19T20:24:24.218287] [INFO ] [sig       ] [1622/3561] Forecasting IBTG...
[2025-12-19T20:24:24.218316] [INFO ] [sig       ] Generating forecast for: IBTG
[2025-12-19T20:24:24.218346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2025-12-19T20:24:24.230227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2025-12-19T20:24:24.230663] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2025-12-19T20:24:24.231444] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2025-12-19T20:24:24.231496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:24.231531] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:24.231562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:24.231663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:24.293045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:24.293894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:24.293982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:24.294016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:24.417206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:24.417366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:24.417405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:24.417433] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:24.420768] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=95.80%)
[2025-12-19T20:24:24.421043] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2025-12-19T20:24:24.421164] [INFO ] [sig       ] IBTG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:24.559433] [INFO ] [LOCAL     ] Saved forecast: IBTG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IBTG.txt
[2025-12-19T20:24:24.559629] [INFO ] [sig       ] [1622/3561] Completed IBTG in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-19T20:24:24.559673] [INFO ] [sig       ] [1623/3561] Forecasting IBTH...
[2025-12-19T20:24:24.559703] [INFO ] [sig       ] Generating forecast for: IBTH
[2025-12-19T20:24:24.559733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2025-12-19T20:24:24.571027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2025-12-19T20:24:24.571402] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2025-12-19T20:24:24.572194] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2025-12-19T20:24:24.572246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:24.572279] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:24.572306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:24.572361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:24.630390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:24.631269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:24.631355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:24.631387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:24.753511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:24.753684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:24.753723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:24.753924] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:24.757528] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: UP (p=77.70%)
[2025-12-19T20:24:24.757814] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2025-12-19T20:24:24.758122] [INFO ] [sig       ] IBTH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:24.895560] [INFO ] [LOCAL     ] Saved forecast: IBTH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IBTH.txt
[2025-12-19T20:24:24.895690] [INFO ] [sig       ] [1623/3561] Completed IBTH in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-19T20:24:24.895727] [INFO ] [sig       ] [1624/3561] Forecasting IBTI...
[2025-12-19T20:24:24.895763] [INFO ] [sig       ] Generating forecast for: IBTI
[2025-12-19T20:24:24.895795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2025-12-19T20:24:24.906944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2025-12-19T20:24:24.907254] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2025-12-19T20:24:24.908020] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2025-12-19T20:24:24.908070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:24.908101] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:24.908128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:24.908183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:24.964392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:24.965027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:24.965104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:24.965136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:25.088469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:25.088643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:25.088694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:25.088937] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:25.092221] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: UP (p=99.12%)
[2025-12-19T20:24:25.092484] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2025-12-19T20:24:25.092619] [INFO ] [sig       ] IBTI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:25.229888] [INFO ] [LOCAL     ] Saved forecast: IBTI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IBTI.txt
[2025-12-19T20:24:25.230017] [INFO ] [sig       ] [1624/3561] Completed IBTI in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-19T20:24:25.230055] [INFO ] [sig       ] [1625/3561] Forecasting IBTJ...
[2025-12-19T20:24:25.230085] [INFO ] [sig       ] Generating forecast for: IBTJ
[2025-12-19T20:24:25.230115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2025-12-19T20:24:25.241361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2025-12-19T20:24:25.241727] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2025-12-19T20:24:25.242463] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2025-12-19T20:24:25.242520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:25.242558] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:25.242618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:25.242688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:25.298974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:25.299597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:25.299678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:25.299709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:25.422087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:25.422227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:25.422266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:25.422294] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:25.425602] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: DOWN (p=25.12%)
[2025-12-19T20:24:25.425873] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2025-12-19T20:24:25.425993] [INFO ] [sig       ] IBTJ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:25.565374] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IBTJ.txt
[2025-12-19T20:24:25.565536] [INFO ] [sig       ] [1625/3561] Completed IBTJ in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-19T20:24:25.565598] [INFO ] [sig       ] [1626/3561] Forecasting IBTK...
[2025-12-19T20:24:25.565634] [INFO ] [sig       ] Generating forecast for: IBTK
[2025-12-19T20:24:25.565666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2025-12-19T20:24:25.578889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2025-12-19T20:24:25.579314] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2025-12-19T20:24:25.580140] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2025-12-19T20:24:25.580193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:25.580226] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:25.580254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:25.580311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:25.641002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:25.641857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:25.641941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:25.641974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:25.772628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:25.772800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:25.772856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:25.772890] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:25.776489] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: DOWN (p=7.22%)
[2025-12-19T20:24:25.776809] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2025-12-19T20:24:25.776940] [INFO ] [sig       ] IBTK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:25.928869] [INFO ] [LOCAL     ] Saved forecast: IBTK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IBTK.txt
[2025-12-19T20:24:25.929021] [INFO ] [sig       ] [1626/3561] Completed IBTK in 0.4s | 2.90 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-19T20:24:25.929062] [INFO ] [sig       ] [1627/3561] Forecasting IBTL...
[2025-12-19T20:24:25.929092] [INFO ] [sig       ] Generating forecast for: IBTL
[2025-12-19T20:24:25.929134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2025-12-19T20:24:25.941994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2025-12-19T20:24:25.942377] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2025-12-19T20:24:25.943217] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2025-12-19T20:24:25.943272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:25.943315] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:25.943348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:25.943407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:26.005823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:26.006611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:26.006695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:26.006730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:26.134661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:26.134820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:26.134861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:26.134908] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:26.138526] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: UP (p=81.77%)
[2025-12-19T20:24:26.138895] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2025-12-19T20:24:26.139061] [INFO ] [sig       ] IBTL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:26.288721] [INFO ] [LOCAL     ] Saved forecast: IBTL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IBTL.txt
[2025-12-19T20:24:26.288872] [INFO ] [sig       ] [1627/3561] Completed IBTL in 0.4s | 2.90 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-19T20:24:26.288914] [INFO ] [sig       ] [1628/3561] Forecasting IBTM...
[2025-12-19T20:24:26.288943] [INFO ] [sig       ] Generating forecast for: IBTM
[2025-12-19T20:24:26.288974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-12-19T20:24:26.301113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-12-19T20:24:26.301492] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2025-12-19T20:24:26.302318] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2025-12-19T20:24:26.302372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:26.302406] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:26.302434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:26.302491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:26.364908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:26.365927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:26.366021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:26.366063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:26.499598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:26.499781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:26.499836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:26.500060] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:26.503673] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: UP (p=76.59%)
[2025-12-19T20:24:26.503945] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2025-12-19T20:24:26.504070] [INFO ] [sig       ] IBTM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:26.649855] [INFO ] [LOCAL     ] Saved forecast: IBTM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IBTM.txt
[2025-12-19T20:24:26.649997] [INFO ] [sig       ] [1628/3561] Completed IBTM in 0.4s | 2.90 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-19T20:24:26.650036] [INFO ] [sig       ] [1629/3561] Forecasting IBTO...
[2025-12-19T20:24:26.650063] [INFO ] [sig       ] Generating forecast for: IBTO
[2025-12-19T20:24:26.650093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2025-12-19T20:24:26.662384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2025-12-19T20:24:26.662806] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2025-12-19T20:24:26.663604] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2025-12-19T20:24:26.663656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:26.663688] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:26.663714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:26.663769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:26.722665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:26.723531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:26.723640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:26.723692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:26.846066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:26.846227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:26.846267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:26.846295] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:26.849864] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: UP (p=85.03%)
[2025-12-19T20:24:26.850129] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2025-12-19T20:24:26.850246] [INFO ] [sig       ] IBTO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:26.987058] [INFO ] [LOCAL     ] Saved forecast: IBTO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IBTO.txt
[2025-12-19T20:24:26.987172] [INFO ] [sig       ] [1629/3561] Completed IBTO in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-19T20:24:26.987209] [INFO ] [sig       ] [1630/3561] Forecasting ICE...
[2025-12-19T20:24:26.987238] [INFO ] [sig       ] Generating forecast for: ICE
[2025-12-19T20:24:26.987268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-12-19T20:24:26.998613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2025-12-19T20:24:26.998966] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-12-19T20:24:26.999770] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-12-19T20:24:26.999821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:26.999853] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:26.999879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:27.000090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:27.057957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:27.058790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:27.058870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:27.058901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:27.179990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:27.180145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:27.180184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:27.180212] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:27.183503] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: UP (p=75.86%)
[2025-12-19T20:24:27.183815] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-12-19T20:24:27.183936] [INFO ] [sig       ] ICE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:27.322833] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ICE.txt
[2025-12-19T20:24:27.323155] [INFO ] [sig       ] [1630/3561] Completed ICE in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-19T20:24:27.323194] [INFO ] [sig       ] [1631/3561] Forecasting ICFI...
[2025-12-19T20:24:27.323223] [INFO ] [sig       ] Generating forecast for: ICFI
[2025-12-19T20:24:27.323252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2025-12-19T20:24:27.334362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2025-12-19T20:24:27.334712] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2025-12-19T20:24:27.335454] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2025-12-19T20:24:27.335504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:27.335535] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:27.335602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:27.335676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:27.391711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:27.392351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:27.392456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:27.392489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:27.512790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:27.512939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:27.512978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:27.513006] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:27.516301] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: DOWN (p=48.37%)
[2025-12-19T20:24:27.516589] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2025-12-19T20:24:27.516710] [INFO ] [sig       ] ICFI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:27.654246] [INFO ] [LOCAL     ] Saved forecast: ICFI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ICFI.txt
[2025-12-19T20:24:27.654380] [INFO ] [sig       ] [1631/3561] Completed ICFI in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-19T20:24:27.654418] [INFO ] [sig       ] [1632/3561] Forecasting ICL...
[2025-12-19T20:24:27.654447] [INFO ] [sig       ] Generating forecast for: ICL
[2025-12-19T20:24:27.654478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-12-19T20:24:27.665179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2025-12-19T20:24:27.665505] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-12-19T20:24:27.666271] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-12-19T20:24:27.666321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:27.666353] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:27.666380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:27.666435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:27.722396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:27.723225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:27.723305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:27.723338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:27.850625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:27.850798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:27.850836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:27.851070] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:27.854711] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: DOWN (p=8.49%)
[2025-12-19T20:24:27.855173] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-12-19T20:24:27.855300] [INFO ] [sig       ] ICL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:27.995590] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ICL.txt
[2025-12-19T20:24:27.995721] [INFO ] [sig       ] [1632/3561] Completed ICL in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-19T20:24:27.995766] [INFO ] [sig       ] [1633/3561] Forecasting ICLN...
[2025-12-19T20:24:27.995798] [INFO ] [sig       ] Generating forecast for: ICLN
[2025-12-19T20:24:27.995828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2025-12-19T20:24:28.007010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2025-12-19T20:24:28.007332] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2025-12-19T20:24:28.008103] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2025-12-19T20:24:28.008153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:28.008185] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:28.008211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:28.008266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:28.066397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:28.067003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:28.067099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:28.067132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:28.191879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:28.192028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:28.192066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:28.192094] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:28.195544] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: UP (p=95.98%)
[2025-12-19T20:24:28.195825] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2025-12-19T20:24:28.195959] [INFO ] [sig       ] ICLN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:28.336078] [INFO ] [LOCAL     ] Saved forecast: ICLN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ICLN.txt
[2025-12-19T20:24:28.336206] [INFO ] [sig       ] [1633/3561] Completed ICLN in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-19T20:24:28.336245] [INFO ] [sig       ] [1634/3561] Forecasting ICMB...
[2025-12-19T20:24:28.336274] [INFO ] [sig       ] Generating forecast for: ICMB
[2025-12-19T20:24:28.336304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2025-12-19T20:24:28.347972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2025-12-19T20:24:28.348304] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2025-12-19T20:24:28.349089] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2025-12-19T20:24:28.349140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:28.349171] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:28.349198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:28.349254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:28.406704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:28.407323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:28.407398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:28.407429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:28.518979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:28.519142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:28.519182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:28.519212] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:28.522726] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: UP (p=51.14%)
[2025-12-19T20:24:28.523006] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2025-12-19T20:24:28.523129] [INFO ] [sig       ] ICMB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:28.661352] [INFO ] [LOCAL     ] Saved forecast: ICMB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ICMB.txt
[2025-12-19T20:24:28.661503] [INFO ] [sig       ] [1634/3561] Completed ICMB in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-19T20:24:28.661541] [INFO ] [sig       ] [1635/3561] Forecasting ICOP...
[2025-12-19T20:24:28.661591] [INFO ] [sig       ] Generating forecast for: ICOP
[2025-12-19T20:24:28.661641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2025-12-19T20:24:28.675210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2025-12-19T20:24:28.675707] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2025-12-19T20:24:28.676695] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2025-12-19T20:24:28.676754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:28.676793] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:28.676826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:28.676899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:28.741786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:28.742719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:28.742811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:28.742843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:28.871210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:28.871377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:28.871416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:28.871444] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:28.874901] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: DOWN (p=30.12%)
[2025-12-19T20:24:28.875173] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2025-12-19T20:24:28.875294] [INFO ] [sig       ] ICOP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:29.017633] [INFO ] [LOCAL     ] Saved forecast: ICOP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ICOP.txt
[2025-12-19T20:24:29.017777] [INFO ] [sig       ] [1635/3561] Completed ICOP in 0.4s | 2.90 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-19T20:24:29.017817] [INFO ] [sig       ] [1636/3561] Forecasting ICUI...
[2025-12-19T20:24:29.017846] [INFO ] [sig       ] Generating forecast for: ICUI
[2025-12-19T20:24:29.017877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2025-12-19T20:24:29.030207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2025-12-19T20:24:29.030588] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2025-12-19T20:24:29.031369] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2025-12-19T20:24:29.031421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:29.031452] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:29.031479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:29.031536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:29.090980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:29.091649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:29.091728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:29.091759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:29.212365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:29.212496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:29.212532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:29.212560] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:29.215802] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: UP (p=79.32%)
[2025-12-19T20:24:29.216071] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2025-12-19T20:24:29.216190] [INFO ] [sig       ] ICUI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:29.357035] [INFO ] [LOCAL     ] Saved forecast: ICUI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ICUI.txt
[2025-12-19T20:24:29.357154] [INFO ] [sig       ] [1636/3561] Completed ICUI in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-19T20:24:29.357196] [INFO ] [sig       ] [1637/3561] Forecasting IDA...
[2025-12-19T20:24:29.357233] [INFO ] [sig       ] Generating forecast for: IDA
[2025-12-19T20:24:29.357264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-12-19T20:24:29.369075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2025-12-19T20:24:29.369406] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-12-19T20:24:29.370182] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-12-19T20:24:29.370233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:29.370265] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:29.370292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:29.370347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:29.428179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:29.428825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:29.428905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:29.428938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:29.550101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:29.550258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:29.550300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:29.550331] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:29.553931] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: UP (p=90.64%)
[2025-12-19T20:24:29.554204] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-12-19T20:24:29.554325] [INFO ] [sig       ] IDA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:29.705881] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IDA.txt
[2025-12-19T20:24:29.706071] [INFO ] [sig       ] [1637/3561] Completed IDA in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-19T20:24:29.706113] [INFO ] [sig       ] [1638/3561] Forecasting IDAI...
[2025-12-19T20:24:29.706145] [INFO ] [sig       ] Generating forecast for: IDAI
[2025-12-19T20:24:29.706175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2025-12-19T20:24:29.718441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2025-12-19T20:24:29.718887] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2025-12-19T20:24:29.719875] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2025-12-19T20:24:29.719927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:29.720002] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:29.720033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:29.720091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:29.779391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:29.780271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:29.780382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:29.780417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:29.904651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:29.904809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:29.904849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:29.904877] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:29.908629] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: DOWN (p=9.16%)
[2025-12-19T20:24:29.909168] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2025-12-19T20:24:29.909312] [INFO ] [sig       ] IDAI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:30.053281] [INFO ] [LOCAL     ] Saved forecast: IDAI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IDAI.txt
[2025-12-19T20:24:30.053418] [INFO ] [sig       ] [1638/3561] Completed IDAI in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-19T20:24:30.053457] [INFO ] [sig       ] [1639/3561] Forecasting IDCC...
[2025-12-19T20:24:30.053487] [INFO ] [sig       ] Generating forecast for: IDCC
[2025-12-19T20:24:30.053517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2025-12-19T20:24:30.065537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2025-12-19T20:24:30.066070] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2025-12-19T20:24:30.066850] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2025-12-19T20:24:30.066900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:30.066931] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:30.066957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:30.067012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:30.127470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:30.128376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:30.128462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:30.128496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:30.259100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:30.259264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:30.259307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:30.259336] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:30.263096] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: DOWN (p=45.33%)
[2025-12-19T20:24:30.263371] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2025-12-19T20:24:30.263494] [INFO ] [sig       ] IDCC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:30.405857] [INFO ] [LOCAL     ] Saved forecast: IDCC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IDCC.txt
[2025-12-19T20:24:30.405989] [INFO ] [sig       ] [1639/3561] Completed IDCC in 0.4s | 2.90 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-19T20:24:30.406028] [INFO ] [sig       ] [1640/3561] Forecasting IDE...
[2025-12-19T20:24:30.406058] [INFO ] [sig       ] Generating forecast for: IDE
[2025-12-19T20:24:30.406092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-12-19T20:24:30.417699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2025-12-19T20:24:30.418011] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-12-19T20:24:30.418803] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-12-19T20:24:30.418855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:30.418887] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:30.418914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:30.418970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:30.477733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:30.478613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:30.478737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:30.478781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:30.614002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:30.614171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:30.614211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:30.614240] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:30.618157] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: DOWN (p=11.03%)
[2025-12-19T20:24:30.618423] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-12-19T20:24:30.618542] [INFO ] [sig       ] IDE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:30.760981] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IDE.txt
[2025-12-19T20:24:30.761105] [INFO ] [sig       ] [1640/3561] Completed IDE in 0.4s | 2.90 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-19T20:24:30.761145] [INFO ] [sig       ] [1641/3561] Forecasting IDN...
[2025-12-19T20:24:30.761174] [INFO ] [sig       ] Generating forecast for: IDN
[2025-12-19T20:24:30.761204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2025-12-19T20:24:30.773473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2025-12-19T20:24:30.773838] [INFO ] [FORECASTER] Starting predict_future for IDN
[2025-12-19T20:24:30.774793] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2025-12-19T20:24:30.774843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:30.774874] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:30.774899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:30.775143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:30.833519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:30.834318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:30.834396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:30.834427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:30.949626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:30.949776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:30.949814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:30.949871] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:30.953740] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: UP (p=51.41%)
[2025-12-19T20:24:30.954003] [INFO ] [FORECASTER] Completed predict_future for IDN
[2025-12-19T20:24:30.954119] [INFO ] [sig       ] IDN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:31.094594] [INFO ] [LOCAL     ] Saved forecast: IDN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IDN.txt
[2025-12-19T20:24:31.094726] [INFO ] [sig       ] [1641/3561] Completed IDN in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-19T20:24:31.094764] [INFO ] [sig       ] [1642/3561] Forecasting IDXX...
[2025-12-19T20:24:31.094794] [INFO ] [sig       ] Generating forecast for: IDXX
[2025-12-19T20:24:31.095007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2025-12-19T20:24:31.107776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2025-12-19T20:24:31.108102] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2025-12-19T20:24:31.108893] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2025-12-19T20:24:31.108944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:31.108975] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:31.109000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:31.109056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:31.167297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:31.167916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:31.168190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:31.168224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:31.292396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:31.292547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:31.292600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:31.292630] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:31.296111] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: DOWN (p=18.56%)
[2025-12-19T20:24:31.296375] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2025-12-19T20:24:31.296504] [INFO ] [sig       ] IDXX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:31.435750] [INFO ] [LOCAL     ] Saved forecast: IDXX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IDXX.txt
[2025-12-19T20:24:31.435889] [INFO ] [sig       ] [1642/3561] Completed IDXX in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-19T20:24:31.435928] [INFO ] [sig       ] [1643/3561] Forecasting IDYA...
[2025-12-19T20:24:31.435958] [INFO ] [sig       ] Generating forecast for: IDYA
[2025-12-19T20:24:31.435988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2025-12-19T20:24:31.447288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2025-12-19T20:24:31.447615] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2025-12-19T20:24:31.448382] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2025-12-19T20:24:31.448433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:31.448464] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:31.448490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:31.448546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:31.506019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:31.506771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:31.506890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:31.506923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:31.626957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:31.627118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:31.627157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:31.627186] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:31.630618] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: DOWN (p=1.77%)
[2025-12-19T20:24:31.630892] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2025-12-19T20:24:31.631011] [INFO ] [sig       ] IDYA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:31.773908] [INFO ] [LOCAL     ] Saved forecast: IDYA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IDYA.txt
[2025-12-19T20:24:31.774074] [INFO ] [sig       ] [1643/3561] Completed IDYA in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-19T20:24:31.774115] [INFO ] [sig       ] [1644/3561] Forecasting IEF...
[2025-12-19T20:24:31.774144] [INFO ] [sig       ] Generating forecast for: IEF
[2025-12-19T20:24:31.774176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2025-12-19T20:24:31.785560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2025-12-19T20:24:31.785933] [INFO ] [FORECASTER] Starting predict_future for IEF
[2025-12-19T20:24:31.786720] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2025-12-19T20:24:31.786783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:31.786816] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:31.786842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:31.786895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:31.845203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:31.846049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:31.846131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:31.846164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:31.968468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:31.968636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:31.968705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:31.968738] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:31.972204] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: UP (p=95.33%)
[2025-12-19T20:24:31.972481] [INFO ] [FORECASTER] Completed predict_future for IEF
[2025-12-19T20:24:31.972622] [INFO ] [sig       ] IEF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:32.112210] [INFO ] [LOCAL     ] Saved forecast: IEF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IEF.txt
[2025-12-19T20:24:32.112366] [INFO ] [sig       ] [1644/3561] Completed IEF in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-19T20:24:32.112405] [INFO ] [sig       ] [1645/3561] Forecasting IEI...
[2025-12-19T20:24:32.112436] [INFO ] [sig       ] Generating forecast for: IEI
[2025-12-19T20:24:32.112467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2025-12-19T20:24:32.125118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2025-12-19T20:24:32.125519] [INFO ] [FORECASTER] Starting predict_future for IEI
[2025-12-19T20:24:32.126363] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2025-12-19T20:24:32.126418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:32.126452] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:32.126480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:32.126537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:32.185405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:32.186447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:32.186542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:32.186596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:32.313243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:32.313401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:32.313440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:32.313469] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:32.316823] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: DOWN (p=6.21%)
[2025-12-19T20:24:32.317100] [INFO ] [FORECASTER] Completed predict_future for IEI
[2025-12-19T20:24:32.317222] [INFO ] [sig       ] IEI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:32.454457] [INFO ] [LOCAL     ] Saved forecast: IEI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IEI.txt
[2025-12-19T20:24:32.454588] [INFO ] [sig       ] [1645/3561] Completed IEI in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-19T20:24:32.454630] [INFO ] [sig       ] [1646/3561] Forecasting IEP...
[2025-12-19T20:24:32.454659] [INFO ] [sig       ] Generating forecast for: IEP
[2025-12-19T20:24:32.454688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2025-12-19T20:24:32.466105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2025-12-19T20:24:32.466421] [INFO ] [FORECASTER] Starting predict_future for IEP
[2025-12-19T20:24:32.467183] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2025-12-19T20:24:32.467234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:32.467266] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:32.467292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:32.467347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:32.523445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:32.524053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:32.524130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:32.524162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:32.644826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:32.645134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:32.645171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:32.645198] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:32.648497] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: DOWN (p=16.98%)
[2025-12-19T20:24:32.648797] [INFO ] [FORECASTER] Completed predict_future for IEP
[2025-12-19T20:24:32.648914] [INFO ] [sig       ] IEP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:32.787840] [INFO ] [LOCAL     ] Saved forecast: IEP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IEP.txt
[2025-12-19T20:24:32.788155] [INFO ] [sig       ] [1646/3561] Completed IEP in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-19T20:24:32.788193] [INFO ] [sig       ] [1647/3561] Forecasting IESC...
[2025-12-19T20:24:32.788222] [INFO ] [sig       ] Generating forecast for: IESC
[2025-12-19T20:24:32.788252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2025-12-19T20:24:32.804555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2025-12-19T20:24:32.804941] [INFO ] [FORECASTER] Starting predict_future for IESC
[2025-12-19T20:24:32.805697] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2025-12-19T20:24:32.805747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:32.805779] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:32.805806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:32.805861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:32.873540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:32.874452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:32.874560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:32.874613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:32.995464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:32.995623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:32.995663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:32.995691] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:32.998996] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: DOWN (p=45.19%)
[2025-12-19T20:24:32.999259] [INFO ] [FORECASTER] Completed predict_future for IESC
[2025-12-19T20:24:32.999378] [INFO ] [sig       ] IESC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:33.137231] [INFO ] [LOCAL     ] Saved forecast: IESC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IESC.txt
[2025-12-19T20:24:33.137341] [INFO ] [sig       ] [1647/3561] Completed IESC in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-19T20:24:33.137384] [INFO ] [sig       ] [1648/3561] Forecasting IEX...
[2025-12-19T20:24:33.137414] [INFO ] [sig       ] Generating forecast for: IEX
[2025-12-19T20:24:33.137444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-12-19T20:24:33.148898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2025-12-19T20:24:33.149228] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-12-19T20:24:33.150028] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-12-19T20:24:33.150079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:33.150110] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:33.150138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:33.150192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:33.209138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:33.209790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:33.209929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:33.209964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:33.329503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:33.329668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:33.329708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:33.329737] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:33.333171] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: DOWN (p=8.69%)
[2025-12-19T20:24:33.333470] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-12-19T20:24:33.333614] [INFO ] [sig       ] IEX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:33.472027] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IEX.txt
[2025-12-19T20:24:33.472166] [INFO ] [sig       ] [1648/3561] Completed IEX in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-19T20:24:33.472205] [INFO ] [sig       ] [1649/3561] Forecasting IFF...
[2025-12-19T20:24:33.472235] [INFO ] [sig       ] Generating forecast for: IFF
[2025-12-19T20:24:33.472265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-12-19T20:24:33.484603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFF'.
[2025-12-19T20:24:33.484979] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-12-19T20:24:33.485746] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-12-19T20:24:33.485797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:33.485829] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:33.485856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:33.485913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:33.543373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:33.544215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:33.544298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:33.544330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:33.668787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:33.668934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:33.668972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:33.668999] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:33.672483] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: DOWN (p=6.76%)
[2025-12-19T20:24:33.672770] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-12-19T20:24:33.672910] [INFO ] [sig       ] IFF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:33.830828] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IFF.txt
[2025-12-19T20:24:33.830980] [INFO ] [sig       ] [1649/3561] Completed IFF in 0.4s | 2.90 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-19T20:24:33.831021] [INFO ] [sig       ] [1650/3561] Forecasting IFN...
[2025-12-19T20:24:33.831051] [INFO ] [sig       ] Generating forecast for: IFN
[2025-12-19T20:24:33.831083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-12-19T20:24:33.844020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2025-12-19T20:24:33.844400] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-12-19T20:24:33.845216] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-12-19T20:24:33.845268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:33.845302] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:33.845329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:33.845386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:33.905565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:33.906491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:33.906599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:33.906636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:34.030792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:34.030951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:34.031186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:34.031215] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:34.034546] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: UP (p=57.56%)
[2025-12-19T20:24:34.034840] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-12-19T20:24:34.034963] [INFO ] [sig       ] IFN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:34.177196] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IFN.txt
[2025-12-19T20:24:34.177355] [INFO ] [sig       ] [1650/3561] Completed IFN in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-19T20:24:34.177396] [INFO ] [sig       ] [1651/3561] Forecasting IFS...
[2025-12-19T20:24:34.177426] [INFO ] [sig       ] Generating forecast for: IFS
[2025-12-19T20:24:34.177457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-12-19T20:24:34.189181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2025-12-19T20:24:34.189552] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-12-19T20:24:34.190333] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-12-19T20:24:34.190383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:34.190416] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:34.190443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:34.190498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:34.247969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:34.248877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:34.248967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:34.248999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:34.368026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:34.368189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:34.368249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:34.368278] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:34.371869] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=20.22%)
[2025-12-19T20:24:34.372323] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-12-19T20:24:34.372443] [INFO ] [sig       ] IFS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:34.512911] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IFS.txt
[2025-12-19T20:24:34.513100] [INFO ] [sig       ] [1651/3561] Completed IFS in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-19T20:24:34.513143] [INFO ] [sig       ] [1652/3561] Forecasting IGA...
[2025-12-19T20:24:34.513172] [INFO ] [sig       ] Generating forecast for: IGA
[2025-12-19T20:24:34.513202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-12-19T20:24:34.524497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2025-12-19T20:24:34.524874] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-12-19T20:24:34.525644] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-12-19T20:24:34.525695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:34.525727] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:34.525754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:34.525810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:34.581650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:34.582506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:34.582604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:34.582639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:34.712102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:34.712275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:34.712326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:34.712364] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:34.715965] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: UP (p=77.65%)
[2025-12-19T20:24:34.716337] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-12-19T20:24:34.716513] [INFO ] [sig       ] IGA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:34.867293] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IGA.txt
[2025-12-19T20:24:34.867450] [INFO ] [sig       ] [1652/3561] Completed IGA in 0.4s | 2.90 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-19T20:24:34.867493] [INFO ] [sig       ] [1653/3561] Forecasting IGD...
[2025-12-19T20:24:34.867524] [INFO ] [sig       ] Generating forecast for: IGD
[2025-12-19T20:24:34.867556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-12-19T20:24:34.879109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2025-12-19T20:24:34.879477] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-12-19T20:24:34.880431] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-12-19T20:24:34.880482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:34.880515] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:34.880541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:34.880619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:34.940125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:34.941014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:34.941150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:34.941188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:35.063969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:35.064135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:35.064176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:35.064205] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:35.067620] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: DOWN (p=0.14%)
[2025-12-19T20:24:35.067898] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-12-19T20:24:35.068019] [INFO ] [sig       ] IGD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:35.210530] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IGD.txt
[2025-12-19T20:24:35.210734] [INFO ] [sig       ] [1653/3561] Completed IGD in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-19T20:24:35.210777] [INFO ] [sig       ] [1654/3561] Forecasting IGF...
[2025-12-19T20:24:35.210808] [INFO ] [sig       ] Generating forecast for: IGF
[2025-12-19T20:24:35.210838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2025-12-19T20:24:35.223479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2025-12-19T20:24:35.223874] [INFO ] [FORECASTER] Starting predict_future for IGF
[2025-12-19T20:24:35.224684] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2025-12-19T20:24:35.224736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:35.224769] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:35.224799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:35.224858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:35.284872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:35.285800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:35.285884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:35.285918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:35.418555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:35.418749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:35.418790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:35.418819] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:35.422501] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: DOWN (p=39.43%)
[2025-12-19T20:24:35.422826] [INFO ] [FORECASTER] Completed predict_future for IGF
[2025-12-19T20:24:35.423153] [INFO ] [sig       ] IGF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:35.568517] [INFO ] [LOCAL     ] Saved forecast: IGF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IGF.txt
[2025-12-19T20:24:35.568691] [INFO ] [sig       ] [1654/3561] Completed IGF in 0.4s | 2.90 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-19T20:24:35.568736] [INFO ] [sig       ] [1655/3561] Forecasting IGI...
[2025-12-19T20:24:35.568767] [INFO ] [sig       ] Generating forecast for: IGI
[2025-12-19T20:24:35.568796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-12-19T20:24:35.581431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2025-12-19T20:24:35.581803] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-12-19T20:24:35.582604] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-12-19T20:24:35.582657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:35.582715] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:35.582763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:35.582835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:35.643259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:35.644023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:35.644102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:35.644135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:35.753239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:35.753397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:35.753437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:35.753468] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:35.757095] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: UP (p=52.75%)
[2025-12-19T20:24:35.757388] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-12-19T20:24:35.757522] [INFO ] [sig       ] IGI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:35.905507] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IGI.txt
[2025-12-19T20:24:35.905720] [INFO ] [sig       ] [1655/3561] Completed IGI in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-19T20:24:35.905776] [INFO ] [sig       ] [1656/3561] Forecasting IGIB...
[2025-12-19T20:24:35.905817] [INFO ] [sig       ] Generating forecast for: IGIB
[2025-12-19T20:24:35.905856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2025-12-19T20:24:35.919135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2025-12-19T20:24:35.919527] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2025-12-19T20:24:35.920538] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2025-12-19T20:24:35.920617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:35.920650] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:35.920676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:35.920731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:35.981837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:35.982923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:35.983015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:35.983048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:36.109182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:36.109341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:36.109382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:36.109410] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:36.112788] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: UP (p=91.66%)
[2025-12-19T20:24:36.113058] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2025-12-19T20:24:36.113175] [INFO ] [sig       ] IGIB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:36.258586] [INFO ] [LOCAL     ] Saved forecast: IGIB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IGIB.txt
[2025-12-19T20:24:36.258768] [INFO ] [sig       ] [1656/3561] Completed IGIB in 0.4s | 2.90 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-19T20:24:36.258811] [INFO ] [sig       ] [1657/3561] Forecasting IGIC...
[2025-12-19T20:24:36.258842] [INFO ] [sig       ] Generating forecast for: IGIC
[2025-12-19T20:24:36.258872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2025-12-19T20:24:36.270313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2025-12-19T20:24:36.270669] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2025-12-19T20:24:36.271444] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2025-12-19T20:24:36.271495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:36.271529] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:36.271556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:36.271643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:36.329464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:36.330164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:36.330243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:36.330277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:36.449485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:36.449657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:36.449698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:36.449725] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:36.453125] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: UP (p=79.84%)
[2025-12-19T20:24:36.453391] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2025-12-19T20:24:36.453510] [INFO ] [sig       ] IGIC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:36.593021] [INFO ] [LOCAL     ] Saved forecast: IGIC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IGIC.txt
[2025-12-19T20:24:36.593143] [INFO ] [sig       ] [1657/3561] Completed IGIC in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-19T20:24:36.593179] [INFO ] [sig       ] [1658/3561] Forecasting IGSB...
[2025-12-19T20:24:36.593208] [INFO ] [sig       ] Generating forecast for: IGSB
[2025-12-19T20:24:36.593238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2025-12-19T20:24:36.605509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2025-12-19T20:24:36.605939] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2025-12-19T20:24:36.606746] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2025-12-19T20:24:36.606796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:36.606827] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:36.606853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:36.606912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:36.664378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:36.665273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:36.665362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:36.665395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:36.785370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:36.785524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:36.785566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:36.785645] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:36.789153] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: UP (p=74.27%)
[2025-12-19T20:24:36.789427] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2025-12-19T20:24:36.789551] [INFO ] [sig       ] IGSB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:36.931734] [INFO ] [LOCAL     ] Saved forecast: IGSB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IGSB.txt
[2025-12-19T20:24:36.931894] [INFO ] [sig       ] [1658/3561] Completed IGSB in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-19T20:24:36.931940] [INFO ] [sig       ] [1659/3561] Forecasting IHD...
[2025-12-19T20:24:36.931982] [INFO ] [sig       ] Generating forecast for: IHD
[2025-12-19T20:24:36.932051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-12-19T20:24:36.946593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-12-19T20:24:36.947065] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-12-19T20:24:36.947856] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-12-19T20:24:36.947908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:36.947941] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:36.947974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:36.948050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:37.008701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:37.010045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:37.010132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:37.010166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:37.131332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:37.131493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:37.131533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:37.131562] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:37.135361] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: UP (p=80.15%)
[2025-12-19T20:24:37.135678] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-12-19T20:24:37.135811] [INFO ] [sig       ] IHD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:37.276699] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IHD.txt
[2025-12-19T20:24:37.276840] [INFO ] [sig       ] [1659/3561] Completed IHD in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-19T20:24:37.276878] [INFO ] [sig       ] [1660/3561] Forecasting IHG...
[2025-12-19T20:24:37.276909] [INFO ] [sig       ] Generating forecast for: IHG
[2025-12-19T20:24:37.276939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-12-19T20:24:37.288929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2025-12-19T20:24:37.289269] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-12-19T20:24:37.290069] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-12-19T20:24:37.290120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:37.290151] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:37.290177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:37.290233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:37.349594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:37.350364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:37.350447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:37.350478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:37.469062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:37.469217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:37.469256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:37.469286] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:37.472605] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=22.05%)
[2025-12-19T20:24:37.472875] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-12-19T20:24:37.472994] [INFO ] [sig       ] IHG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:37.609023] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IHG.txt
[2025-12-19T20:24:37.609158] [INFO ] [sig       ] [1660/3561] Completed IHG in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-19T20:24:37.609198] [INFO ] [sig       ] [1661/3561] Forecasting IHS...
[2025-12-19T20:24:37.609227] [INFO ] [sig       ] Generating forecast for: IHS
[2025-12-19T20:24:37.609258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-12-19T20:24:37.620669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2025-12-19T20:24:37.621006] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-12-19T20:24:37.621765] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-12-19T20:24:37.621815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:37.621847] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:37.621874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:37.621929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:37.677146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:37.677820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:37.677898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:37.677929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:37.795259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:37.795425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:37.795465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:37.795494] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:37.799277] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: DOWN (p=16.13%)
[2025-12-19T20:24:37.799720] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-12-19T20:24:37.799889] [INFO ] [sig       ] IHS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:37.953451] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IHS.txt
[2025-12-19T20:24:37.953600] [INFO ] [sig       ] [1661/3561] Completed IHS in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-19T20:24:37.953640] [INFO ] [sig       ] [1662/3561] Forecasting IIF...
[2025-12-19T20:24:37.953669] [INFO ] [sig       ] Generating forecast for: IIF
[2025-12-19T20:24:37.953699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-12-19T20:24:37.964436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2025-12-19T20:24:37.964793] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-12-19T20:24:37.965541] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-12-19T20:24:37.965616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:37.965649] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:37.965676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:37.965732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:38.020605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:38.021217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:38.021295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:38.021328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:38.135628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:38.135781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:38.135820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:38.135848] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:38.139169] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=16.51%)
[2025-12-19T20:24:38.139434] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-12-19T20:24:38.139554] [INFO ] [sig       ] IIF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:38.280432] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IIF.txt
[2025-12-19T20:24:38.280608] [INFO ] [sig       ] [1662/3561] Completed IIF in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-19T20:24:38.280651] [INFO ] [sig       ] [1663/3561] Forecasting III...
[2025-12-19T20:24:38.280681] [INFO ] [sig       ] Generating forecast for: III
[2025-12-19T20:24:38.280711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2025-12-19T20:24:38.292083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2025-12-19T20:24:38.292479] [INFO ] [FORECASTER] Starting predict_future for III
[2025-12-19T20:24:38.293260] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2025-12-19T20:24:38.293312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:38.293344] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:38.293370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:38.293425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:38.349749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:38.350552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:38.350658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:38.350691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:38.466761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:38.466927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:38.466966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:38.466993] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:38.470410] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: UP (p=97.36%)
[2025-12-19T20:24:38.470703] [INFO ] [FORECASTER] Completed predict_future for III
[2025-12-19T20:24:38.470828] [INFO ] [sig       ] III: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:38.618147] [INFO ] [LOCAL     ] Saved forecast: III	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/III.txt
[2025-12-19T20:24:38.618388] [INFO ] [sig       ] [1663/3561] Completed III in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-19T20:24:38.618455] [INFO ] [sig       ] [1664/3561] Forecasting IIIN...
[2025-12-19T20:24:38.618505] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-12-19T20:24:38.618556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-12-19T20:24:38.633758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2025-12-19T20:24:38.634255] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-12-19T20:24:38.635428] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-12-19T20:24:38.635496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:38.635547] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:38.635626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:38.635722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:38.725554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:38.726814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:38.726941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:38.726997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:38.899208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:38.899412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:38.899473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:38.899516] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:38.904504] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: DOWN (p=10.77%)
[2025-12-19T20:24:38.905021] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-12-19T20:24:38.905222] [INFO ] [sig       ] IIIN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:39.126354] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IIIN.txt
[2025-12-19T20:24:39.126592] [INFO ] [sig       ] [1664/3561] Completed IIIN in 0.5s | 2.90 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-19T20:24:39.126662] [INFO ] [sig       ] [1665/3561] Forecasting IIM...
[2025-12-19T20:24:39.126718] [INFO ] [sig       ] Generating forecast for: IIM
[2025-12-19T20:24:39.126770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-12-19T20:24:39.148292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2025-12-19T20:24:39.149125] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-12-19T20:24:39.150397] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-12-19T20:24:39.150478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:39.150531] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:39.150615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:39.150714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:39.237560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:39.238531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:39.238723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:39.238761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:39.404499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:39.404713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:39.404781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:39.404833] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:39.410046] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: UP (p=93.89%)
[2025-12-19T20:24:39.410495] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-12-19T20:24:39.410711] [INFO ] [sig       ] IIM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:39.589652] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IIM.txt
[2025-12-19T20:24:39.589809] [INFO ] [sig       ] [1665/3561] Completed IIM in 0.5s | 2.90 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-19T20:24:39.589850] [INFO ] [sig       ] [1666/3561] Forecasting ILMN...
[2025-12-19T20:24:39.589882] [INFO ] [sig       ] Generating forecast for: ILMN
[2025-12-19T20:24:39.589913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2025-12-19T20:24:39.601478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2025-12-19T20:24:39.601856] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2025-12-19T20:24:39.602642] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2025-12-19T20:24:39.602693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:39.602724] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:39.602751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:39.602805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:39.657694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:39.658557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:39.658660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:39.658713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:39.779201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:39.779367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:39.779407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:39.779436] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:39.782816] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-12-19T20:24:39.783088] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2025-12-19T20:24:39.783209] [INFO ] [sig       ] ILMN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:39.919957] [INFO ] [LOCAL     ] Saved forecast: ILMN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ILMN.txt
[2025-12-19T20:24:39.920259] [INFO ] [sig       ] [1666/3561] Completed ILMN in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-19T20:24:39.920299] [INFO ] [sig       ] [1667/3561] Forecasting IMAX...
[2025-12-19T20:24:39.920329] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-12-19T20:24:39.920358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-12-19T20:24:39.932082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2025-12-19T20:24:39.932406] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-12-19T20:24:39.933233] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-12-19T20:24:39.933287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:39.933319] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:39.933346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:39.933402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:39.989983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:39.990596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:39.990673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:39.990705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:40.107536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:40.107701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:40.107742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:40.107771] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:40.111132] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=26.83%)
[2025-12-19T20:24:40.111395] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-12-19T20:24:40.111514] [INFO ] [sig       ] IMAX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:40.248140] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IMAX.txt
[2025-12-19T20:24:40.248255] [INFO ] [sig       ] [1667/3561] Completed IMAX in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-19T20:24:40.248293] [INFO ] [sig       ] [1668/3561] Forecasting IMKTA...
[2025-12-19T20:24:40.248322] [INFO ] [sig       ] Generating forecast for: IMKTA
[2025-12-19T20:24:40.248352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'.
[2025-12-19T20:24:40.259447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'.
[2025-12-19T20:24:40.259822] [INFO ] [FORECASTER] Starting predict_future for IMKTA
[2025-12-19T20:24:40.260601] [DEBUG] [LOCAL     ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt
[2025-12-19T20:24:40.260664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:40.260697] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:40.260724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:40.260780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:40.316636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:40.317210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:40.317286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:40.317318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:40.430186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:40.430318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:40.430353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:40.430382] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:40.433664] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: DOWN (p=14.45%)
[2025-12-19T20:24:40.433945] [INFO ] [FORECASTER] Completed predict_future for IMKTA
[2025-12-19T20:24:40.434088] [INFO ] [sig       ] IMKTA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:40.569526] [INFO ] [LOCAL     ] Saved forecast: IMKTA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IMKTA.txt
[2025-12-19T20:24:40.569657] [INFO ] [sig       ] [1668/3561] Completed IMKTA in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-19T20:24:40.569697] [INFO ] [sig       ] [1669/3561] Forecasting IMMP...
[2025-12-19T20:24:40.569725] [INFO ] [sig       ] Generating forecast for: IMMP
[2025-12-19T20:24:40.569755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2025-12-19T20:24:40.581122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2025-12-19T20:24:40.581459] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2025-12-19T20:24:40.582225] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2025-12-19T20:24:40.582276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:40.582307] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:40.582333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:40.582388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:40.637948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:40.638561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:40.638658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:40.638708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:40.757565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:40.757732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:40.757771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:40.757800] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:40.761439] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: DOWN (p=34.77%)
[2025-12-19T20:24:40.761727] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2025-12-19T20:24:40.761848] [INFO ] [sig       ] IMMP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:40.898980] [INFO ] [LOCAL     ] Saved forecast: IMMP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IMMP.txt
[2025-12-19T20:24:40.899096] [INFO ] [sig       ] [1669/3561] Completed IMMP in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-19T20:24:40.899134] [INFO ] [sig       ] [1670/3561] Forecasting IMMX...
[2025-12-19T20:24:40.899163] [INFO ] [sig       ] Generating forecast for: IMMX
[2025-12-19T20:24:40.899193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2025-12-19T20:24:40.910279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2025-12-19T20:24:40.910627] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2025-12-19T20:24:40.911376] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2025-12-19T20:24:40.911426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:40.911457] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:40.911484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:40.911540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:40.966554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:40.967160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:40.967237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:40.967268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:41.087201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:41.087347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:41.087385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:41.087413] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:41.090776] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: UP (p=69.00%)
[2025-12-19T20:24:41.091075] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2025-12-19T20:24:41.091209] [INFO ] [sig       ] IMMX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:41.228036] [INFO ] [LOCAL     ] Saved forecast: IMMX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IMMX.txt
[2025-12-19T20:24:41.228160] [INFO ] [sig       ] [1670/3561] Completed IMMX in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-19T20:24:41.228198] [INFO ] [sig       ] [1671/3561] Forecasting IMNM...
[2025-12-19T20:24:41.228227] [INFO ] [sig       ] Generating forecast for: IMNM
[2025-12-19T20:24:41.228257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2025-12-19T20:24:41.240053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2025-12-19T20:24:41.240428] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2025-12-19T20:24:41.241231] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2025-12-19T20:24:41.241282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:41.241314] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:41.241340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:41.241395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:41.301244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:41.302101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:41.302185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:41.302218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:41.428605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:41.428780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:41.428820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:41.428848] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:41.432157] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: DOWN (p=11.01%)
[2025-12-19T20:24:41.432421] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2025-12-19T20:24:41.432541] [INFO ] [sig       ] IMNM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:41.568148] [INFO ] [LOCAL     ] Saved forecast: IMNM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IMNM.txt
[2025-12-19T20:24:41.568256] [INFO ] [sig       ] [1671/3561] Completed IMNM in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-19T20:24:41.568294] [INFO ] [sig       ] [1672/3561] Forecasting IMNN...
[2025-12-19T20:24:41.568323] [INFO ] [sig       ] Generating forecast for: IMNN
[2025-12-19T20:24:41.568352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2025-12-19T20:24:41.579722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2025-12-19T20:24:41.580030] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2025-12-19T20:24:41.580790] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2025-12-19T20:24:41.580865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:41.580897] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:41.580924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:41.580980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:41.636779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:41.637364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:41.637440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:41.637472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:41.753762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:41.753874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:41.753910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:41.753941] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:41.757047] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: UP (p=53.40%)
[2025-12-19T20:24:41.757303] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2025-12-19T20:24:41.757419] [INFO ] [sig       ] IMNN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:41.894186] [INFO ] [LOCAL     ] Saved forecast: IMNN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IMNN.txt
[2025-12-19T20:24:41.894289] [INFO ] [sig       ] [1672/3561] Completed IMNN in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-19T20:24:41.894326] [INFO ] [sig       ] [1673/3561] Forecasting IMOS...
[2025-12-19T20:24:41.894356] [INFO ] [sig       ] Generating forecast for: IMOS
[2025-12-19T20:24:41.894385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2025-12-19T20:24:41.905685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2025-12-19T20:24:41.905982] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2025-12-19T20:24:41.906733] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2025-12-19T20:24:41.906783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:41.906814] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:41.906841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:41.906896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:41.962098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:41.962700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:41.962775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:41.962806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:42.078423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:42.078536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:42.078587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:42.078618] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:42.081782] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: UP (p=52.37%)
[2025-12-19T20:24:42.082061] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2025-12-19T20:24:42.082178] [INFO ] [sig       ] IMOS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:42.218466] [INFO ] [LOCAL     ] Saved forecast: IMOS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IMOS.txt
[2025-12-19T20:24:42.218585] [INFO ] [sig       ] [1673/3561] Completed IMOS in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-19T20:24:42.218625] [INFO ] [sig       ] [1674/3561] Forecasting IMPP...
[2025-12-19T20:24:42.218654] [INFO ] [sig       ] Generating forecast for: IMPP
[2025-12-19T20:24:42.218703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2025-12-19T20:24:42.229537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2025-12-19T20:24:42.229853] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2025-12-19T20:24:42.230639] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2025-12-19T20:24:42.230690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:42.230722] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:42.230748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:42.230804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:42.286461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:42.287040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:42.287116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:42.287147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:42.403545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:42.403666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:42.403702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:42.403729] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:42.406836] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: DOWN (p=41.58%)
[2025-12-19T20:24:42.407129] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2025-12-19T20:24:42.407244] [INFO ] [sig       ] IMPP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:42.543142] [INFO ] [LOCAL     ] Saved forecast: IMPP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IMPP.txt
[2025-12-19T20:24:42.543242] [INFO ] [sig       ] [1674/3561] Completed IMPP in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-19T20:24:42.543279] [INFO ] [sig       ] [1675/3561] Forecasting IMRX...
[2025-12-19T20:24:42.543308] [INFO ] [sig       ] Generating forecast for: IMRX
[2025-12-19T20:24:42.543336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2025-12-19T20:24:42.554342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2025-12-19T20:24:42.554659] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2025-12-19T20:24:42.555389] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2025-12-19T20:24:42.555440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:42.555471] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:42.555498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:42.555554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:42.612016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:42.612594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:42.612670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:42.612700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:42.730332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:42.730456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:42.730519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:42.730548] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:42.733709] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-12-19T20:24:42.733969] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2025-12-19T20:24:42.734088] [INFO ] [sig       ] IMRX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:42.870175] [INFO ] [LOCAL     ] Saved forecast: IMRX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IMRX.txt
[2025-12-19T20:24:42.870276] [INFO ] [sig       ] [1675/3561] Completed IMRX in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-19T20:24:42.870313] [INFO ] [sig       ] [1676/3561] Forecasting IMTX...
[2025-12-19T20:24:42.870342] [INFO ] [sig       ] Generating forecast for: IMTX
[2025-12-19T20:24:42.870372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2025-12-19T20:24:42.881229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2025-12-19T20:24:42.881543] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2025-12-19T20:24:42.882301] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2025-12-19T20:24:42.882351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:42.882383] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:42.882410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:42.882465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:42.938656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:42.939244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:42.939319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:42.939350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:43.058046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:43.058188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:43.058226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:43.058255] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:43.061608] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: DOWN (p=40.75%)
[2025-12-19T20:24:43.061871] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2025-12-19T20:24:43.061993] [INFO ] [sig       ] IMTX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:43.199222] [INFO ] [LOCAL     ] Saved forecast: IMTX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IMTX.txt
[2025-12-19T20:24:43.199344] [INFO ] [sig       ] [1676/3561] Completed IMTX in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-19T20:24:43.199383] [INFO ] [sig       ] [1677/3561] Forecasting IMXI...
[2025-12-19T20:24:43.199412] [INFO ] [sig       ] Generating forecast for: IMXI
[2025-12-19T20:24:43.199441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2025-12-19T20:24:43.211501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2025-12-19T20:24:43.211816] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2025-12-19T20:24:43.212544] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2025-12-19T20:24:43.212613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:43.212646] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:43.212674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:43.212730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:43.269782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:43.270377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:43.270452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:43.270484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:43.389759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:43.389910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:43.389948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:43.389976] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:43.393260] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: DOWN (p=13.32%)
[2025-12-19T20:24:43.393524] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2025-12-19T20:24:43.393662] [INFO ] [sig       ] IMXI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:43.534526] [INFO ] [LOCAL     ] Saved forecast: IMXI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IMXI.txt
[2025-12-19T20:24:43.534697] [INFO ] [sig       ] [1677/3561] Completed IMXI in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-19T20:24:43.534737] [INFO ] [sig       ] [1678/3561] Forecasting INAB...
[2025-12-19T20:24:43.534767] [INFO ] [sig       ] Generating forecast for: INAB
[2025-12-19T20:24:43.534802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2025-12-19T20:24:43.546480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2025-12-19T20:24:43.546807] [INFO ] [FORECASTER] Starting predict_future for INAB
[2025-12-19T20:24:43.547566] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2025-12-19T20:24:43.547645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:43.547677] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:43.547704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:43.547759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:43.603729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:43.604382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:43.604460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:43.604493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:43.722779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:43.722929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:43.722966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:43.722994] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:43.726443] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: DOWN (p=49.03%)
[2025-12-19T20:24:43.726738] [INFO ] [FORECASTER] Completed predict_future for INAB
[2025-12-19T20:24:43.726856] [INFO ] [sig       ] INAB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:43.866152] [INFO ] [LOCAL     ] Saved forecast: INAB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/INAB.txt
[2025-12-19T20:24:43.866269] [INFO ] [sig       ] [1678/3561] Completed INAB in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-19T20:24:43.866306] [INFO ] [sig       ] [1679/3561] Forecasting INBK...
[2025-12-19T20:24:43.866360] [INFO ] [sig       ] Generating forecast for: INBK
[2025-12-19T20:24:43.866391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2025-12-19T20:24:43.877503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2025-12-19T20:24:43.877823] [INFO ] [FORECASTER] Starting predict_future for INBK
[2025-12-19T20:24:43.878788] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2025-12-19T20:24:43.878850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:43.878882] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:43.878907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:43.878963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:43.935233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:43.935896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:43.935972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:43.936004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:44.053464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:44.053622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:44.053661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:44.053690] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:44.056951] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: DOWN (p=29.69%)
[2025-12-19T20:24:44.057215] [INFO ] [FORECASTER] Completed predict_future for INBK
[2025-12-19T20:24:44.057333] [INFO ] [sig       ] INBK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:44.196224] [INFO ] [LOCAL     ] Saved forecast: INBK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/INBK.txt
[2025-12-19T20:24:44.196354] [INFO ] [sig       ] [1679/3561] Completed INBK in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-19T20:24:44.196394] [INFO ] [sig       ] [1680/3561] Forecasting INBX...
[2025-12-19T20:24:44.196424] [INFO ] [sig       ] Generating forecast for: INBX
[2025-12-19T20:24:44.196454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2025-12-19T20:24:44.208189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2025-12-19T20:24:44.208503] [INFO ] [FORECASTER] Starting predict_future for INBX
[2025-12-19T20:24:44.209324] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2025-12-19T20:24:44.209374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:44.209405] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:44.209431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:44.209487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:44.266294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:44.266877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:44.266954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:44.266985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:44.386056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:44.386217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:44.386258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:44.386286] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:44.389723] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-19T20:24:44.389997] [INFO ] [FORECASTER] Completed predict_future for INBX
[2025-12-19T20:24:44.390120] [INFO ] [sig       ] INBX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:44.529298] [INFO ] [LOCAL     ] Saved forecast: INBX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/INBX.txt
[2025-12-19T20:24:44.529456] [INFO ] [sig       ] [1680/3561] Completed INBX in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-19T20:24:44.529497] [INFO ] [sig       ] [1681/3561] Forecasting INCY...
[2025-12-19T20:24:44.529528] [INFO ] [sig       ] Generating forecast for: INCY
[2025-12-19T20:24:44.529558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2025-12-19T20:24:44.541354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2025-12-19T20:24:44.541734] [INFO ] [FORECASTER] Starting predict_future for INCY
[2025-12-19T20:24:44.542507] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2025-12-19T20:24:44.542559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:44.542617] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:44.542648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:44.542705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:44.598170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:44.598801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:44.598877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:44.598908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:44.717352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:44.717506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:44.717545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:44.717589] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:44.721229] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: UP (p=58.74%)
[2025-12-19T20:24:44.721718] [INFO ] [FORECASTER] Completed predict_future for INCY
[2025-12-19T20:24:44.721844] [INFO ] [sig       ] INCY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:44.858144] [INFO ] [LOCAL     ] Saved forecast: INCY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/INCY.txt
[2025-12-19T20:24:44.858270] [INFO ] [sig       ] [1681/3561] Completed INCY in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-19T20:24:44.858307] [INFO ] [sig       ] [1682/3561] Forecasting INDB...
[2025-12-19T20:24:44.858337] [INFO ] [sig       ] Generating forecast for: INDB
[2025-12-19T20:24:44.858367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2025-12-19T20:24:44.869618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2025-12-19T20:24:44.869963] [INFO ] [FORECASTER] Starting predict_future for INDB
[2025-12-19T20:24:44.870773] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2025-12-19T20:24:44.870824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:44.870857] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:44.870883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:44.870986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:44.927170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:44.928046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:44.928151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:44.928185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:45.045845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:45.045999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:45.046037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:45.046066] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:45.049358] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: DOWN (p=39.43%)
[2025-12-19T20:24:45.049640] [INFO ] [FORECASTER] Completed predict_future for INDB
[2025-12-19T20:24:45.049758] [INFO ] [sig       ] INDB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:45.187363] [INFO ] [LOCAL     ] Saved forecast: INDB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/INDB.txt
[2025-12-19T20:24:45.187490] [INFO ] [sig       ] [1682/3561] Completed INDB in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-19T20:24:45.187535] [INFO ] [sig       ] [1683/3561] Forecasting INDI...
[2025-12-19T20:24:45.187564] [INFO ] [sig       ] Generating forecast for: INDI
[2025-12-19T20:24:45.187613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2025-12-19T20:24:45.199246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2025-12-19T20:24:45.199598] [INFO ] [FORECASTER] Starting predict_future for INDI
[2025-12-19T20:24:45.200346] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2025-12-19T20:24:45.200396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:45.200427] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:45.200453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:45.200508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:45.257444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:45.258111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:45.258187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:45.258218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:45.375163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:45.375298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:45.375338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:45.375366] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:45.378653] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: DOWN (p=23.85%)
[2025-12-19T20:24:45.378938] [INFO ] [FORECASTER] Completed predict_future for INDI
[2025-12-19T20:24:45.379059] [INFO ] [sig       ] INDI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:45.514302] [INFO ] [LOCAL     ] Saved forecast: INDI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/INDI.txt
[2025-12-19T20:24:45.514420] [INFO ] [sig       ] [1683/3561] Completed INDI in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-19T20:24:45.514457] [INFO ] [sig       ] [1684/3561] Forecasting INDP...
[2025-12-19T20:24:45.514487] [INFO ] [sig       ] Generating forecast for: INDP
[2025-12-19T20:24:45.514516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2025-12-19T20:24:45.525472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2025-12-19T20:24:45.525841] [INFO ] [FORECASTER] Starting predict_future for INDP
[2025-12-19T20:24:45.526615] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2025-12-19T20:24:45.526666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:45.526697] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:45.526725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:45.526780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:45.582498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:45.583159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:45.583238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:45.583269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:45.699062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:45.699219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:45.699451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:45.699481] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:45.702942] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: UP (p=98.44%)
[2025-12-19T20:24:45.703264] [INFO ] [FORECASTER] Completed predict_future for INDP
[2025-12-19T20:24:45.703385] [INFO ] [sig       ] INDP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:45.847821] [INFO ] [LOCAL     ] Saved forecast: INDP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/INDP.txt
[2025-12-19T20:24:45.847959] [INFO ] [sig       ] [1684/3561] Completed INDP in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-19T20:24:45.847999] [INFO ] [sig       ] [1685/3561] Forecasting INDY...
[2025-12-19T20:24:45.848028] [INFO ] [sig       ] Generating forecast for: INDY
[2025-12-19T20:24:45.848058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2025-12-19T20:24:45.859668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2025-12-19T20:24:45.859988] [INFO ] [FORECASTER] Starting predict_future for INDY
[2025-12-19T20:24:45.860870] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2025-12-19T20:24:45.860923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:45.860955] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:45.860981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:45.861038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:45.922154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:45.923010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:45.923093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:45.923126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:46.048653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:46.048829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:46.048868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:46.048896] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:46.052586] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: DOWN (p=34.17%)
[2025-12-19T20:24:46.052887] [INFO ] [FORECASTER] Completed predict_future for INDY
[2025-12-19T20:24:46.053022] [INFO ] [sig       ] INDY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:46.194203] [INFO ] [LOCAL     ] Saved forecast: INDY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/INDY.txt
[2025-12-19T20:24:46.194349] [INFO ] [sig       ] [1685/3561] Completed INDY in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-19T20:24:46.194389] [INFO ] [sig       ] [1686/3561] Forecasting INFY...
[2025-12-19T20:24:46.194420] [INFO ] [sig       ] Generating forecast for: INFY
[2025-12-19T20:24:46.194450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-12-19T20:24:46.207172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2025-12-19T20:24:46.207754] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-12-19T20:24:46.208526] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-12-19T20:24:46.208595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:46.208628] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:46.208655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:46.208734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:46.267144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:46.267890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:46.267974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:46.268007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:46.385413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:46.385595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:46.385653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:46.385683] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:46.389148] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=14.13%)
[2025-12-19T20:24:46.389480] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-12-19T20:24:46.389639] [INFO ] [sig       ] INFY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:46.532222] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/INFY.txt
[2025-12-19T20:24:46.532352] [INFO ] [sig       ] [1686/3561] Completed INFY in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-19T20:24:46.532392] [INFO ] [sig       ] [1687/3561] Forecasting ING...
[2025-12-19T20:24:46.532420] [INFO ] [sig       ] Generating forecast for: ING
[2025-12-19T20:24:46.532449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-12-19T20:24:46.544484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2025-12-19T20:24:46.544816] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-12-19T20:24:46.545556] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-12-19T20:24:46.545631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:46.545663] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:46.545690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:46.545746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:46.603642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:46.604437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:46.604514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:46.604545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:46.730110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:46.730451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:46.730490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:46.730519] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:46.733834] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: DOWN (p=48.81%)
[2025-12-19T20:24:46.734095] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-12-19T20:24:46.734215] [INFO ] [sig       ] ING: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:46.870484] [INFO ] [LOCAL     ] Saved forecast: ING	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ING.txt
[2025-12-19T20:24:46.870608] [INFO ] [sig       ] [1687/3561] Completed ING in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-19T20:24:46.870646] [INFO ] [sig       ] [1688/3561] Forecasting INGN...
[2025-12-19T20:24:46.870676] [INFO ] [sig       ] Generating forecast for: INGN
[2025-12-19T20:24:46.870705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2025-12-19T20:24:46.881948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2025-12-19T20:24:46.882258] [INFO ] [FORECASTER] Starting predict_future for INGN
[2025-12-19T20:24:46.883016] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2025-12-19T20:24:46.883067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:46.883098] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:46.883124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:46.883179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:46.939177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:46.939793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:46.939869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:46.939900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:47.061399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:47.061538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:47.061590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:47.061621] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:47.064889] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: DOWN (p=12.56%)
[2025-12-19T20:24:47.065153] [INFO ] [FORECASTER] Completed predict_future for INGN
[2025-12-19T20:24:47.065269] [INFO ] [sig       ] INGN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:47.204479] [INFO ] [LOCAL     ] Saved forecast: INGN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/INGN.txt
[2025-12-19T20:24:47.204601] [INFO ] [sig       ] [1688/3561] Completed INGN in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-19T20:24:47.204640] [INFO ] [sig       ] [1689/3561] Forecasting INM...
[2025-12-19T20:24:47.204669] [INFO ] [sig       ] Generating forecast for: INM
[2025-12-19T20:24:47.204697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'.
[2025-12-19T20:24:47.216010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INM'.
[2025-12-19T20:24:47.216586] [INFO ] [FORECASTER] Starting predict_future for INM
[2025-12-19T20:24:47.217333] [DEBUG] [LOCAL     ] No optimal features file found for INM: ./output/feature-sets/INM.txt
[2025-12-19T20:24:47.217383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:47.217415] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:47.217442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:47.217497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:47.276259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:47.276846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:47.276922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:47.276954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:47.396348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:47.396508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:47.396547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:47.396595] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:47.400303] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: DOWN (p=46.31%)
[2025-12-19T20:24:47.400569] [INFO ] [FORECASTER] Completed predict_future for INM
[2025-12-19T20:24:47.400710] [INFO ] [sig       ] INM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:47.543083] [INFO ] [LOCAL     ] Saved forecast: INM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/INM.txt
[2025-12-19T20:24:47.543230] [INFO ] [sig       ] [1689/3561] Completed INM in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-19T20:24:47.543270] [INFO ] [sig       ] [1690/3561] Forecasting INMB...
[2025-12-19T20:24:47.543302] [INFO ] [sig       ] Generating forecast for: INMB
[2025-12-19T20:24:47.543333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2025-12-19T20:24:47.554922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2025-12-19T20:24:47.555233] [INFO ] [FORECASTER] Starting predict_future for INMB
[2025-12-19T20:24:47.555998] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2025-12-19T20:24:47.556050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:47.556094] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:47.556121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:47.556177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:47.613134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:47.613970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:47.614050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:47.614082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:47.735644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:47.735816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:47.735855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:47.735883] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:47.739205] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: DOWN (p=20.86%)
[2025-12-19T20:24:47.739477] [INFO ] [FORECASTER] Completed predict_future for INMB
[2025-12-19T20:24:47.739616] [INFO ] [sig       ] INMB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:47.878188] [INFO ] [LOCAL     ] Saved forecast: INMB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/INMB.txt
[2025-12-19T20:24:47.878304] [INFO ] [sig       ] [1690/3561] Completed INMB in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-19T20:24:47.878341] [INFO ] [sig       ] [1691/3561] Forecasting INMD...
[2025-12-19T20:24:47.878370] [INFO ] [sig       ] Generating forecast for: INMD
[2025-12-19T20:24:47.878399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2025-12-19T20:24:47.890849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2025-12-19T20:24:47.891161] [INFO ] [FORECASTER] Starting predict_future for INMD
[2025-12-19T20:24:47.891917] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2025-12-19T20:24:47.891967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:47.891998] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:47.892024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:47.892079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:47.948872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:47.949466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:47.949542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:47.949592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:48.069092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:48.069249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:48.069287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:48.069314] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:48.072626] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: UP (p=89.99%)
[2025-12-19T20:24:48.072888] [INFO ] [FORECASTER] Completed predict_future for INMD
[2025-12-19T20:24:48.073006] [INFO ] [sig       ] INMD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:48.211134] [INFO ] [LOCAL     ] Saved forecast: INMD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/INMD.txt
[2025-12-19T20:24:48.211252] [INFO ] [sig       ] [1691/3561] Completed INMD in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-19T20:24:48.211485] [INFO ] [sig       ] [1692/3561] Forecasting INN...
[2025-12-19T20:24:48.211514] [INFO ] [sig       ] Generating forecast for: INN
[2025-12-19T20:24:48.211544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-12-19T20:24:48.223914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2025-12-19T20:24:48.224240] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-12-19T20:24:48.225001] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-12-19T20:24:48.225052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:48.225086] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:48.225122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:48.225178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:48.284543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:48.285311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:48.285601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:48.285635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:48.405917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:48.406083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:48.406129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:48.406157] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:48.409556] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=97.14%)
[2025-12-19T20:24:48.409860] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-12-19T20:24:48.409984] [INFO ] [sig       ] INN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:48.553115] [INFO ] [LOCAL     ] Saved forecast: INN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/INN.txt
[2025-12-19T20:24:48.553272] [INFO ] [sig       ] [1692/3561] Completed INN in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-19T20:24:48.553506] [INFO ] [sig       ] [1693/3561] Forecasting INO...
[2025-12-19T20:24:48.553536] [INFO ] [sig       ] Generating forecast for: INO
[2025-12-19T20:24:48.553566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2025-12-19T20:24:48.565203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2025-12-19T20:24:48.565752] [INFO ] [FORECASTER] Starting predict_future for INO
[2025-12-19T20:24:48.566500] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2025-12-19T20:24:48.566552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:48.566613] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:48.566643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:48.566700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:48.623387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:48.624032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:48.624113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:48.624146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:48.742117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:48.742265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:48.742303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:48.742333] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:48.745921] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=9.51%)
[2025-12-19T20:24:48.746192] [INFO ] [FORECASTER] Completed predict_future for INO
[2025-12-19T20:24:48.746315] [INFO ] [sig       ] INO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:48.885306] [INFO ] [LOCAL     ] Saved forecast: INO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/INO.txt
[2025-12-19T20:24:48.885438] [INFO ] [sig       ] [1693/3561] Completed INO in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-19T20:24:48.885479] [INFO ] [sig       ] [1694/3561] Forecasting INOD...
[2025-12-19T20:24:48.885515] [INFO ] [sig       ] Generating forecast for: INOD
[2025-12-19T20:24:48.885546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2025-12-19T20:24:48.897185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2025-12-19T20:24:48.897511] [INFO ] [FORECASTER] Starting predict_future for INOD
[2025-12-19T20:24:48.898267] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2025-12-19T20:24:48.898318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:48.898348] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:48.898374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:48.898429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:48.956458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:48.957061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:48.957137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:48.957168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:49.083490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:49.083688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:49.083733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:49.083761] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:49.087885] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: DOWN (p=39.03%)
[2025-12-19T20:24:49.088214] [INFO ] [FORECASTER] Completed predict_future for INOD
[2025-12-19T20:24:49.088339] [INFO ] [sig       ] INOD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:49.229160] [INFO ] [LOCAL     ] Saved forecast: INOD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/INOD.txt
[2025-12-19T20:24:49.229279] [INFO ] [sig       ] [1694/3561] Completed INOD in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-19T20:24:49.229317] [INFO ] [sig       ] [1695/3561] Forecasting INSE...
[2025-12-19T20:24:49.229346] [INFO ] [sig       ] Generating forecast for: INSE
[2025-12-19T20:24:49.229384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2025-12-19T20:24:49.241718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2025-12-19T20:24:49.242042] [INFO ] [FORECASTER] Starting predict_future for INSE
[2025-12-19T20:24:49.242861] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2025-12-19T20:24:49.242913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:49.242945] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:49.242972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:49.243029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:49.300104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:49.301212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:49.301490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:49.301524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:49.432396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:49.432758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:49.432796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:49.432823] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:49.436390] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-12-19T20:24:49.436692] [INFO ] [FORECASTER] Completed predict_future for INSE
[2025-12-19T20:24:49.436818] [INFO ] [sig       ] INSE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:49.582324] [INFO ] [LOCAL     ] Saved forecast: INSE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/INSE.txt
[2025-12-19T20:24:49.582478] [INFO ] [sig       ] [1695/3561] Completed INSE in 0.4s | 2.90 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-19T20:24:49.582546] [INFO ] [sig       ] [1696/3561] Forecasting INSG...
[2025-12-19T20:24:49.582595] [INFO ] [sig       ] Generating forecast for: INSG
[2025-12-19T20:24:49.582628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2025-12-19T20:24:49.595018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2025-12-19T20:24:49.595634] [INFO ] [FORECASTER] Starting predict_future for INSG
[2025-12-19T20:24:49.596620] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2025-12-19T20:24:49.596670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:49.596701] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:49.596728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:49.596783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:49.654651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:49.655505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:49.655612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:49.655646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:49.773517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:49.773689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:49.773728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:49.773757] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:49.777347] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: DOWN (p=48.08%)
[2025-12-19T20:24:49.777629] [INFO ] [FORECASTER] Completed predict_future for INSG
[2025-12-19T20:24:49.777748] [INFO ] [sig       ] INSG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:49.918946] [INFO ] [LOCAL     ] Saved forecast: INSG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/INSG.txt
[2025-12-19T20:24:49.919066] [INFO ] [sig       ] [1696/3561] Completed INSG in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-19T20:24:49.919106] [INFO ] [sig       ] [1697/3561] Forecasting INSM...
[2025-12-19T20:24:49.919136] [INFO ] [sig       ] Generating forecast for: INSM
[2025-12-19T20:24:49.919166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2025-12-19T20:24:49.930707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2025-12-19T20:24:49.931034] [INFO ] [FORECASTER] Starting predict_future for INSM
[2025-12-19T20:24:49.931796] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2025-12-19T20:24:49.931847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:49.931879] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:49.931906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:49.931961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:49.988495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:49.989207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:49.989285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:49.989317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:50.105503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:50.105668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:50.105706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:50.105752] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:50.109567] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: DOWN (p=22.00%)
[2025-12-19T20:24:50.109849] [INFO ] [FORECASTER] Completed predict_future for INSM
[2025-12-19T20:24:50.109968] [INFO ] [sig       ] INSM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:50.249694] [INFO ] [LOCAL     ] Saved forecast: INSM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/INSM.txt
[2025-12-19T20:24:50.249814] [INFO ] [sig       ] [1697/3561] Completed INSM in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-19T20:24:50.249852] [INFO ] [sig       ] [1698/3561] Forecasting INSP...
[2025-12-19T20:24:50.249881] [INFO ] [sig       ] Generating forecast for: INSP
[2025-12-19T20:24:50.249911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-12-19T20:24:50.261118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2025-12-19T20:24:50.261425] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-12-19T20:24:50.262184] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-12-19T20:24:50.262235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:50.262266] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:50.262294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:50.262350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:50.318111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:50.318762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:50.318838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:50.318870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:50.439410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:50.439549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:50.439617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:50.439665] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:50.442921] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: UP (p=58.86%)
[2025-12-19T20:24:50.443189] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-12-19T20:24:50.443310] [INFO ] [sig       ] INSP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:50.580470] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/INSP.txt
[2025-12-19T20:24:50.580644] [INFO ] [sig       ] [1698/3561] Completed INSP in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-19T20:24:50.580686] [INFO ] [sig       ] [1699/3561] Forecasting INTA...
[2025-12-19T20:24:50.580715] [INFO ] [sig       ] Generating forecast for: INTA
[2025-12-19T20:24:50.580747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2025-12-19T20:24:50.592251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2025-12-19T20:24:50.592558] [INFO ] [FORECASTER] Starting predict_future for INTA
[2025-12-19T20:24:50.593308] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2025-12-19T20:24:50.593358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:50.593388] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:50.593441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:50.593500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:50.650925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:50.651774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:50.651879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:50.651912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:50.777521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:50.777690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:50.777731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:50.777761] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:50.781143] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: UP (p=76.79%)
[2025-12-19T20:24:50.781419] [INFO ] [FORECASTER] Completed predict_future for INTA
[2025-12-19T20:24:50.781546] [INFO ] [sig       ] INTA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:50.920609] [INFO ] [LOCAL     ] Saved forecast: INTA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/INTA.txt
[2025-12-19T20:24:50.920734] [INFO ] [sig       ] [1699/3561] Completed INTA in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-19T20:24:50.920772] [INFO ] [sig       ] [1700/3561] Forecasting INTC...
[2025-12-19T20:24:50.920801] [INFO ] [sig       ] Generating forecast for: INTC
[2025-12-19T20:24:50.920831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2025-12-19T20:24:50.933421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2025-12-19T20:24:50.933766] [INFO ] [FORECASTER] Starting predict_future for INTC
[2025-12-19T20:24:50.934732] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2025-12-19T20:24:50.934782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:50.934813] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:50.934839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:50.934893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:50.992712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:50.993357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:50.993437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:50.993470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:51.116059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:51.116203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:51.116240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:51.116269] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:51.119922] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: UP (p=55.96%)
[2025-12-19T20:24:51.120189] [INFO ] [FORECASTER] Completed predict_future for INTC
[2025-12-19T20:24:51.120305] [INFO ] [sig       ] INTC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:51.258955] [INFO ] [LOCAL     ] Saved forecast: INTC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/INTC.txt
[2025-12-19T20:24:51.259088] [INFO ] [sig       ] [1700/3561] Completed INTC in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-19T20:24:51.259128] [INFO ] [sig       ] [1701/3561] Forecasting INTZ...
[2025-12-19T20:24:51.259159] [INFO ] [sig       ] Generating forecast for: INTZ
[2025-12-19T20:24:51.259191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'.
[2025-12-19T20:24:51.270641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTZ'.
[2025-12-19T20:24:51.270968] [INFO ] [FORECASTER] Starting predict_future for INTZ
[2025-12-19T20:24:51.271742] [DEBUG] [LOCAL     ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt
[2025-12-19T20:24:51.271794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:51.271837] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:51.271866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:51.271926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:51.327211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:51.327806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:51.327883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:51.327914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:51.452222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:51.452364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:51.452403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:51.452432] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:51.455712] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: DOWN (p=13.11%)
[2025-12-19T20:24:51.455973] [INFO ] [FORECASTER] Completed predict_future for INTZ
[2025-12-19T20:24:51.456089] [INFO ] [sig       ] INTZ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:51.593252] [INFO ] [LOCAL     ] Saved forecast: INTZ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/INTZ.txt
[2025-12-19T20:24:51.593407] [INFO ] [sig       ] [1701/3561] Completed INTZ in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-19T20:24:51.593448] [INFO ] [sig       ] [1702/3561] Forecasting INVA...
[2025-12-19T20:24:51.593478] [INFO ] [sig       ] Generating forecast for: INVA
[2025-12-19T20:24:51.593507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2025-12-19T20:24:51.604789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2025-12-19T20:24:51.605142] [INFO ] [FORECASTER] Starting predict_future for INVA
[2025-12-19T20:24:51.605930] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2025-12-19T20:24:51.605981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:51.606012] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:51.606038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:51.606094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:51.661512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:51.662380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:51.662465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:51.662498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:51.781338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:51.781498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:51.781537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:51.781564] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:51.784935] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: UP (p=52.17%)
[2025-12-19T20:24:51.785206] [INFO ] [FORECASTER] Completed predict_future for INVA
[2025-12-19T20:24:51.785327] [INFO ] [sig       ] INVA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:51.973157] [INFO ] [LOCAL     ] Saved forecast: INVA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/INVA.txt
[2025-12-19T20:24:51.973288] [INFO ] [sig       ] [1702/3561] Completed INVA in 0.4s | 2.90 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-19T20:24:51.973326] [INFO ] [sig       ] [1703/3561] Forecasting INVE...
[2025-12-19T20:24:51.973356] [INFO ] [sig       ] Generating forecast for: INVE
[2025-12-19T20:24:51.973385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2025-12-19T20:24:51.984348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2025-12-19T20:24:51.984743] [INFO ] [FORECASTER] Starting predict_future for INVE
[2025-12-19T20:24:51.985490] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2025-12-19T20:24:51.985540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:51.985592] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:51.985622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:51.985679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:52.041012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:52.041651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:52.041727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:52.041760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:52.157966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:52.158113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:52.158152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:52.158184] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:52.161499] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: UP (p=91.49%)
[2025-12-19T20:24:52.161780] [INFO ] [FORECASTER] Completed predict_future for INVE
[2025-12-19T20:24:52.161901] [INFO ] [sig       ] INVE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:52.299005] [INFO ] [LOCAL     ] Saved forecast: INVE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/INVE.txt
[2025-12-19T20:24:52.299132] [INFO ] [sig       ] [1703/3561] Completed INVE in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-19T20:24:52.299171] [INFO ] [sig       ] [1704/3561] Forecasting INVH...
[2025-12-19T20:24:52.299201] [INFO ] [sig       ] Generating forecast for: INVH
[2025-12-19T20:24:52.299235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-12-19T20:24:52.310524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2025-12-19T20:24:52.310858] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-12-19T20:24:52.311647] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-12-19T20:24:52.311698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:52.311729] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:52.311756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:52.311812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:52.367504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:52.368160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:52.368237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:52.368269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:52.485091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:52.485240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:52.485278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:52.485307] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:52.488663] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: DOWN (p=36.41%)
[2025-12-19T20:24:52.488953] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-12-19T20:24:52.489072] [INFO ] [sig       ] INVH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:52.626230] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/INVH.txt
[2025-12-19T20:24:52.626388] [INFO ] [sig       ] [1704/3561] Completed INVH in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-19T20:24:52.626428] [INFO ] [sig       ] [1705/3561] Forecasting INVZ...
[2025-12-19T20:24:52.626463] [INFO ] [sig       ] Generating forecast for: INVZ
[2025-12-19T20:24:52.626494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVZ' from 'https://tdm.silogroup.org/data/derivative_storage/INVZ.csv'.
[2025-12-19T20:24:52.638134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVZ'.
[2025-12-19T20:24:52.638506] [INFO ] [FORECASTER] Starting predict_future for INVZ
[2025-12-19T20:24:52.639330] [DEBUG] [LOCAL     ] No optimal features file found for INVZ: ./output/feature-sets/INVZ.txt
[2025-12-19T20:24:52.639383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:52.639415] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:52.639443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:52.639500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:52.695254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:52.696075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:52.696154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:52.696187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:52.812925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:52.813079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:52.813117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:52.813146] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:52.816440] [DEBUG] [FORECASTER] INVZ: Forecast T+1@11:T+2@11: DOWN (p=33.21%)
[2025-12-19T20:24:52.816722] [INFO ] [FORECASTER] Completed predict_future for INVZ
[2025-12-19T20:24:52.816840] [INFO ] [sig       ] INVZ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:52.954058] [INFO ] [LOCAL     ] Saved forecast: INVZ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/INVZ.txt
[2025-12-19T20:24:52.954183] [INFO ] [sig       ] [1705/3561] Completed INVZ in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-19T20:24:52.954226] [INFO ] [sig       ] [1706/3561] Forecasting IONS...
[2025-12-19T20:24:52.954255] [INFO ] [sig       ] Generating forecast for: IONS
[2025-12-19T20:24:52.954284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2025-12-19T20:24:52.965160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2025-12-19T20:24:52.965491] [INFO ] [FORECASTER] Starting predict_future for IONS
[2025-12-19T20:24:52.966253] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2025-12-19T20:24:52.966304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:52.966336] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:52.966363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:52.966419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:53.024950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:53.025536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:53.025629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:53.025661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:53.145185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:53.145328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:53.145366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:53.145394] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:53.148708] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: UP (p=76.51%)
[2025-12-19T20:24:53.148992] [INFO ] [FORECASTER] Completed predict_future for IONS
[2025-12-19T20:24:53.149111] [INFO ] [sig       ] IONS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:53.284928] [INFO ] [LOCAL     ] Saved forecast: IONS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IONS.txt
[2025-12-19T20:24:53.285035] [INFO ] [sig       ] [1706/3561] Completed IONS in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-19T20:24:53.285074] [INFO ] [sig       ] [1707/3561] Forecasting IOSP...
[2025-12-19T20:24:53.285102] [INFO ] [sig       ] Generating forecast for: IOSP
[2025-12-19T20:24:53.285131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2025-12-19T20:24:53.296862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2025-12-19T20:24:53.297179] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2025-12-19T20:24:53.297952] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2025-12-19T20:24:53.298003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:53.298035] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:53.298062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:53.298118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:53.355983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:53.356570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:53.356663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:53.356695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:53.477178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:53.477309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:53.477345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:53.477375] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:53.480706] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: UP (p=96.54%)
[2025-12-19T20:24:53.480967] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2025-12-19T20:24:53.481086] [INFO ] [sig       ] IOSP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:53.619661] [INFO ] [LOCAL     ] Saved forecast: IOSP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IOSP.txt
[2025-12-19T20:24:53.619770] [INFO ] [sig       ] [1707/3561] Completed IOSP in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-19T20:24:53.619808] [INFO ] [sig       ] [1708/3561] Forecasting IOVA...
[2025-12-19T20:24:53.619836] [INFO ] [sig       ] Generating forecast for: IOVA
[2025-12-19T20:24:53.619865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2025-12-19T20:24:53.633436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2025-12-19T20:24:53.633785] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2025-12-19T20:24:53.634558] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2025-12-19T20:24:53.634624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:53.634656] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:53.634682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:53.634738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:53.692463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:53.693090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:53.693167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:53.693200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:53.814119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:53.814246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:53.814285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:53.814328] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:53.817855] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: DOWN (p=40.94%)
[2025-12-19T20:24:53.818118] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2025-12-19T20:24:53.818237] [INFO ] [sig       ] IOVA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:53.956149] [INFO ] [LOCAL     ] Saved forecast: IOVA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IOVA.txt
[2025-12-19T20:24:53.956271] [INFO ] [sig       ] [1708/3561] Completed IOVA in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-19T20:24:53.956309] [INFO ] [sig       ] [1709/3561] Forecasting IPGP...
[2025-12-19T20:24:53.956338] [INFO ] [sig       ] Generating forecast for: IPGP
[2025-12-19T20:24:53.956367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2025-12-19T20:24:53.967754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2025-12-19T20:24:53.968095] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2025-12-19T20:24:53.968946] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2025-12-19T20:24:53.968999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:53.969031] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:53.969060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:53.969116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:54.025344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:54.026254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:54.026394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:54.026446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:54.146658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:54.146791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:54.146827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:54.146856] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:54.150188] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: UP (p=83.40%)
[2025-12-19T20:24:54.150457] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2025-12-19T20:24:54.150590] [INFO ] [sig       ] IPGP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:54.289074] [INFO ] [LOCAL     ] Saved forecast: IPGP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IPGP.txt
[2025-12-19T20:24:54.289199] [INFO ] [sig       ] [1709/3561] Completed IPGP in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-19T20:24:54.289236] [INFO ] [sig       ] [1710/3561] Forecasting IPI...
[2025-12-19T20:24:54.289266] [INFO ] [sig       ] Generating forecast for: IPI
[2025-12-19T20:24:54.289296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-12-19T20:24:54.300381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2025-12-19T20:24:54.300719] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-12-19T20:24:54.301464] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-12-19T20:24:54.301514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:54.301546] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:54.301592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:54.301651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:54.357412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:54.357996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:54.358071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:54.358116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:54.478709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:54.478848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:54.478886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:54.478914] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:54.482193] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: UP (p=79.80%)
[2025-12-19T20:24:54.482457] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-12-19T20:24:54.482591] [INFO ] [sig       ] IPI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:54.621653] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IPI.txt
[2025-12-19T20:24:54.621794] [INFO ] [sig       ] [1710/3561] Completed IPI in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-19T20:24:54.621833] [INFO ] [sig       ] [1711/3561] Forecasting IQ...
[2025-12-19T20:24:54.621861] [INFO ] [sig       ] Generating forecast for: IQ
[2025-12-19T20:24:54.621890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2025-12-19T20:24:54.635163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2025-12-19T20:24:54.635560] [INFO ] [FORECASTER] Starting predict_future for IQ
[2025-12-19T20:24:54.636624] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2025-12-19T20:24:54.636685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:54.636728] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:54.636761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:54.636824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:54.704772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:54.705549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:54.705655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:54.705699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:54.840106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:54.840266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:54.840308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:54.840337] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:54.844158] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: DOWN (p=41.02%)
[2025-12-19T20:24:54.844520] [INFO ] [FORECASTER] Completed predict_future for IQ
[2025-12-19T20:24:54.844680] [INFO ] [sig       ] IQ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:54.989614] [INFO ] [LOCAL     ] Saved forecast: IQ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IQ.txt
[2025-12-19T20:24:54.989786] [INFO ] [sig       ] [1711/3561] Completed IQ in 0.4s | 2.90 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-19T20:24:54.989838] [INFO ] [sig       ] [1712/3561] Forecasting IQI...
[2025-12-19T20:24:54.989869] [INFO ] [sig       ] Generating forecast for: IQI
[2025-12-19T20:24:54.989900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-12-19T20:24:55.002307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2025-12-19T20:24:55.002884] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-12-19T20:24:55.003724] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-12-19T20:24:55.003775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:55.003806] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:55.003832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:55.003908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:55.062621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:55.063381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:55.063475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:55.063510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:55.180884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:55.181037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:55.181075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:55.181104] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:55.184597] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: DOWN (p=12.92%)
[2025-12-19T20:24:55.184865] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-12-19T20:24:55.184987] [INFO ] [sig       ] IQI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:55.323171] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IQI.txt
[2025-12-19T20:24:55.323334] [INFO ] [sig       ] [1712/3561] Completed IQI in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-19T20:24:55.323375] [INFO ] [sig       ] [1713/3561] Forecasting IQQQ...
[2025-12-19T20:24:55.323404] [INFO ] [sig       ] Generating forecast for: IQQQ
[2025-12-19T20:24:55.323433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2025-12-19T20:24:55.335449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2025-12-19T20:24:55.335833] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2025-12-19T20:24:55.336780] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2025-12-19T20:24:55.336832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:55.336865] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:55.336892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:55.336948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:55.395714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:55.396340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:55.396423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:55.396455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:55.515410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:55.515565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:55.515624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:55.515654] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:55.519115] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: DOWN (p=19.15%)
[2025-12-19T20:24:55.519394] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2025-12-19T20:24:55.519726] [INFO ] [sig       ] IQQQ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:55.658989] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IQQQ.txt
[2025-12-19T20:24:55.659137] [INFO ] [sig       ] [1713/3561] Completed IQQQ in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-19T20:24:55.659179] [INFO ] [sig       ] [1714/3561] Forecasting IRDM...
[2025-12-19T20:24:55.659210] [INFO ] [sig       ] Generating forecast for: IRDM
[2025-12-19T20:24:55.659241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2025-12-19T20:24:55.670604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2025-12-19T20:24:55.670931] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2025-12-19T20:24:55.671864] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2025-12-19T20:24:55.671930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:55.671965] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:55.671994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:55.672060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:55.730905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:55.731797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:55.731876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:55.731910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:55.855366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:55.855544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:55.855605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:55.855638] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:55.859251] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: UP (p=99.13%)
[2025-12-19T20:24:55.859752] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2025-12-19T20:24:55.859878] [INFO ] [sig       ] IRDM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:55.997189] [INFO ] [LOCAL     ] Saved forecast: IRDM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IRDM.txt
[2025-12-19T20:24:55.997306] [INFO ] [sig       ] [1714/3561] Completed IRDM in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-19T20:24:55.997345] [INFO ] [sig       ] [1715/3561] Forecasting IREN...
[2025-12-19T20:24:55.997375] [INFO ] [sig       ] Generating forecast for: IREN
[2025-12-19T20:24:55.997403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2025-12-19T20:24:56.010731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2025-12-19T20:24:56.011124] [INFO ] [FORECASTER] Starting predict_future for IREN
[2025-12-19T20:24:56.011916] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2025-12-19T20:24:56.011969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:56.012007] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:56.012041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:56.012100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:56.070032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:56.070664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:56.070743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:56.070776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:56.196206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:56.196346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:56.196385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:56.196414] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:56.199876] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: UP (p=88.87%)
[2025-12-19T20:24:56.200151] [INFO ] [FORECASTER] Completed predict_future for IREN
[2025-12-19T20:24:56.200277] [INFO ] [sig       ] IREN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:56.338029] [INFO ] [LOCAL     ] Saved forecast: IREN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IREN.txt
[2025-12-19T20:24:56.338144] [INFO ] [sig       ] [1715/3561] Completed IREN in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-19T20:24:56.338182] [INFO ] [sig       ] [1716/3561] Forecasting IRM...
[2025-12-19T20:24:56.338212] [INFO ] [sig       ] Generating forecast for: IRM
[2025-12-19T20:24:56.338242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-12-19T20:24:56.349892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2025-12-19T20:24:56.350216] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-12-19T20:24:56.351029] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-12-19T20:24:56.351082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:56.351139] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:56.351168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:56.351226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:56.409847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:56.410460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:56.410538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:56.410588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:56.532135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:56.532291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:56.532331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:56.532360] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:56.535766] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: DOWN (p=36.70%)
[2025-12-19T20:24:56.536043] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-12-19T20:24:56.536168] [INFO ] [sig       ] IRM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:56.680068] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IRM.txt
[2025-12-19T20:24:56.680229] [INFO ] [sig       ] [1716/3561] Completed IRM in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-19T20:24:56.680270] [INFO ] [sig       ] [1717/3561] Forecasting IRMD...
[2025-12-19T20:24:56.680300] [INFO ] [sig       ] Generating forecast for: IRMD
[2025-12-19T20:24:56.680330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2025-12-19T20:24:56.692261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2025-12-19T20:24:56.692650] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2025-12-19T20:24:56.693407] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2025-12-19T20:24:56.693457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:56.693488] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:56.693514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:56.693585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:56.751633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:56.752426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:56.752511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:56.752544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:56.874845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:56.875003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:56.875043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:56.875072] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:56.878508] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: DOWN (p=33.26%)
[2025-12-19T20:24:56.878824] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2025-12-19T20:24:56.878967] [INFO ] [sig       ] IRMD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:57.021280] [INFO ] [LOCAL     ] Saved forecast: IRMD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IRMD.txt
[2025-12-19T20:24:57.021438] [INFO ] [sig       ] [1717/3561] Completed IRMD in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-19T20:24:57.021479] [INFO ] [sig       ] [1718/3561] Forecasting IRON...
[2025-12-19T20:24:57.021509] [INFO ] [sig       ] Generating forecast for: IRON
[2025-12-19T20:24:57.021539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2025-12-19T20:24:57.033514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2025-12-19T20:24:57.033899] [INFO ] [FORECASTER] Starting predict_future for IRON
[2025-12-19T20:24:57.034717] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2025-12-19T20:24:57.034770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:57.034803] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:57.034831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:57.034888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:57.093544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:57.094273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:57.094357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:57.094390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:57.216978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:57.217128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:57.217166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:57.217194] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:57.220557] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: UP (p=71.90%)
[2025-12-19T20:24:57.220857] [INFO ] [FORECASTER] Completed predict_future for IRON
[2025-12-19T20:24:57.220982] [INFO ] [sig       ] IRON: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:57.362687] [INFO ] [LOCAL     ] Saved forecast: IRON	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IRON.txt
[2025-12-19T20:24:57.362832] [INFO ] [sig       ] [1718/3561] Completed IRON in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-19T20:24:57.362870] [INFO ] [sig       ] [1719/3561] Forecasting IRTC...
[2025-12-19T20:24:57.362900] [INFO ] [sig       ] Generating forecast for: IRTC
[2025-12-19T20:24:57.362931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2025-12-19T20:24:57.374774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2025-12-19T20:24:57.375136] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2025-12-19T20:24:57.375938] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2025-12-19T20:24:57.375990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:57.376022] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:57.376049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:57.376107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:57.433912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:57.434628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:57.434711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:57.434744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:57.562869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:57.563069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:57.563122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:57.563184] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:57.566896] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: DOWN (p=29.36%)
[2025-12-19T20:24:57.567202] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2025-12-19T20:24:57.567340] [INFO ] [sig       ] IRTC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:57.709922] [INFO ] [LOCAL     ] Saved forecast: IRTC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IRTC.txt
[2025-12-19T20:24:57.710078] [INFO ] [sig       ] [1719/3561] Completed IRTC in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-19T20:24:57.710121] [INFO ] [sig       ] [1720/3561] Forecasting IRWD...
[2025-12-19T20:24:57.710151] [INFO ] [sig       ] Generating forecast for: IRWD
[2025-12-19T20:24:57.710183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2025-12-19T20:24:57.722175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2025-12-19T20:24:57.722540] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2025-12-19T20:24:57.723355] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2025-12-19T20:24:57.723410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:57.723444] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:57.723471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:57.723527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:57.782698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:57.783484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:57.783567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:57.783620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:57.910325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:57.910482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:57.910521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:57.910549] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:57.914366] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: UP (p=59.90%)
[2025-12-19T20:24:57.914659] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2025-12-19T20:24:57.914784] [INFO ] [sig       ] IRWD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:58.057897] [INFO ] [LOCAL     ] Saved forecast: IRWD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IRWD.txt
[2025-12-19T20:24:58.058045] [INFO ] [sig       ] [1720/3561] Completed IRWD in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-19T20:24:58.058085] [INFO ] [sig       ] [1721/3561] Forecasting ISD...
[2025-12-19T20:24:58.058114] [INFO ] [sig       ] Generating forecast for: ISD
[2025-12-19T20:24:58.058144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-12-19T20:24:58.070307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2025-12-19T20:24:58.070682] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-12-19T20:24:58.071434] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-12-19T20:24:58.071485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:58.071517] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:58.071543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:58.071618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:58.130496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:58.131286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:58.131373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:58.131407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:58.253391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:58.253566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:58.253626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:58.253655] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:58.257145] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: DOWN (p=4.00%)
[2025-12-19T20:24:58.257423] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-12-19T20:24:58.257549] [INFO ] [sig       ] ISD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:58.405767] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ISD.txt
[2025-12-19T20:24:58.405932] [INFO ] [sig       ] [1721/3561] Completed ISD in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-19T20:24:58.405973] [INFO ] [sig       ] [1722/3561] Forecasting ISRG...
[2025-12-19T20:24:58.406002] [INFO ] [sig       ] Generating forecast for: ISRG
[2025-12-19T20:24:58.406034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2025-12-19T20:24:58.418210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2025-12-19T20:24:58.418805] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2025-12-19T20:24:58.419605] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2025-12-19T20:24:58.419656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:58.419687] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:58.419713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:58.419769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:58.477523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:58.478352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:58.478436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:58.478469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:58.599483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:58.599653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:58.599691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:58.599719] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:58.603378] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: UP (p=99.26%)
[2025-12-19T20:24:58.603662] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2025-12-19T20:24:58.603793] [INFO ] [sig       ] ISRG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:24:58.750250] [INFO ] [LOCAL     ] Saved forecast: ISRG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ISRG.txt
[2025-12-19T20:24:58.750382] [INFO ] [sig       ] [1722/3561] Completed ISRG in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-19T20:24:58.750421] [INFO ] [sig       ] [1723/3561] Forecasting ISSC...
[2025-12-19T20:24:58.750450] [INFO ] [sig       ] Generating forecast for: ISSC
[2025-12-19T20:24:58.750479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2025-12-19T20:24:58.762407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2025-12-19T20:24:58.762969] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2025-12-19T20:24:58.763822] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2025-12-19T20:24:58.763876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:58.763909] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:58.763936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:58.763994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:58.824086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:58.824719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:58.824797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:58.824831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:58.958208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:58.958372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:58.958410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:58.958438] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:58.961931] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: DOWN (p=12.92%)
[2025-12-19T20:24:58.962214] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2025-12-19T20:24:58.962343] [INFO ] [sig       ] ISSC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:59.106716] [INFO ] [LOCAL     ] Saved forecast: ISSC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ISSC.txt
[2025-12-19T20:24:59.106854] [INFO ] [sig       ] [1723/3561] Completed ISSC in 0.4s | 2.90 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-19T20:24:59.106896] [INFO ] [sig       ] [1724/3561] Forecasting ISTB...
[2025-12-19T20:24:59.106925] [INFO ] [sig       ] Generating forecast for: ISTB
[2025-12-19T20:24:59.106955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2025-12-19T20:24:59.122608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2025-12-19T20:24:59.123032] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2025-12-19T20:24:59.123957] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2025-12-19T20:24:59.124010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:59.124044] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:59.124072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:59.124129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:59.181863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:59.182742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:59.182825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:59.182859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:59.302316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:59.302471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:59.302510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:59.302537] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:59.305881] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: DOWN (p=2.34%)
[2025-12-19T20:24:59.306151] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2025-12-19T20:24:59.306272] [INFO ] [sig       ] ISTB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:59.447410] [INFO ] [LOCAL     ] Saved forecast: ISTB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ISTB.txt
[2025-12-19T20:24:59.447566] [INFO ] [sig       ] [1724/3561] Completed ISTB in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-19T20:24:59.447810] [INFO ] [sig       ] [1725/3561] Forecasting ITIC...
[2025-12-19T20:24:59.447840] [INFO ] [sig       ] Generating forecast for: ITIC
[2025-12-19T20:24:59.447870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2025-12-19T20:24:59.458915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2025-12-19T20:24:59.459287] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2025-12-19T20:24:59.460066] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2025-12-19T20:24:59.460130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:59.460162] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:59.460189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:59.460245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:59.517012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:59.517745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:59.517822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:59.517854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:59.630775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:59.630939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:59.630996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:59.631030] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:59.634462] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: DOWN (p=32.28%)
[2025-12-19T20:24:59.634751] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2025-12-19T20:24:59.634874] [INFO ] [sig       ] ITIC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:24:59.771844] [INFO ] [LOCAL     ] Saved forecast: ITIC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ITIC.txt
[2025-12-19T20:24:59.771972] [INFO ] [sig       ] [1725/3561] Completed ITIC in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-19T20:24:59.772010] [INFO ] [sig       ] [1726/3561] Forecasting ITRI...
[2025-12-19T20:24:59.772040] [INFO ] [sig       ] Generating forecast for: ITRI
[2025-12-19T20:24:59.772069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2025-12-19T20:24:59.783356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2025-12-19T20:24:59.783701] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2025-12-19T20:24:59.784469] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2025-12-19T20:24:59.784530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:24:59.784599] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:24:59.784634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:24:59.784692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:24:59.841548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:24:59.842365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:24:59.842474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:24:59.842509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:24:59.977059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:24:59.977248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:24:59.977301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:24:59.977340] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:24:59.981891] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: UP (p=61.92%)
[2025-12-19T20:24:59.982326] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2025-12-19T20:24:59.982504] [INFO ] [sig       ] ITRI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:00.126795] [INFO ] [LOCAL     ] Saved forecast: ITRI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ITRI.txt
[2025-12-19T20:25:00.126968] [INFO ] [sig       ] [1726/3561] Completed ITRI in 0.4s | 2.90 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-19T20:25:00.127010] [INFO ] [sig       ] [1727/3561] Forecasting ITRN...
[2025-12-19T20:25:00.127040] [INFO ] [sig       ] Generating forecast for: ITRN
[2025-12-19T20:25:00.127070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2025-12-19T20:25:00.139619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2025-12-19T20:25:00.140017] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2025-12-19T20:25:00.140827] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2025-12-19T20:25:00.140881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:00.140915] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:00.140943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:00.141001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:00.198449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:00.199325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:00.199404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:00.199436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:00.320453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:00.320643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:00.320685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:00.320713] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:00.324019] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: UP (p=50.55%)
[2025-12-19T20:25:00.324283] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2025-12-19T20:25:00.324400] [INFO ] [sig       ] ITRN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:00.462403] [INFO ] [LOCAL     ] Saved forecast: ITRN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ITRN.txt
[2025-12-19T20:25:00.462534] [INFO ] [sig       ] [1727/3561] Completed ITRN in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-19T20:25:00.462590] [INFO ] [sig       ] [1728/3561] Forecasting ITUB...
[2025-12-19T20:25:00.462808] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-12-19T20:25:00.462838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-12-19T20:25:00.475459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2025-12-19T20:25:00.476173] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-12-19T20:25:00.476969] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-12-19T20:25:00.477020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:00.477053] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:00.477080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:00.477135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:00.533427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:00.534096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:00.534175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:00.534207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:00.655262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:00.655412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:00.655450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:00.655478] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:00.658796] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: DOWN (p=4.90%)
[2025-12-19T20:25:00.659062] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-12-19T20:25:00.659184] [INFO ] [sig       ] ITUB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:00.798775] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ITUB.txt
[2025-12-19T20:25:00.798907] [INFO ] [sig       ] [1728/3561] Completed ITUB in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-19T20:25:00.798953] [INFO ] [sig       ] [1729/3561] Forecasting IUS...
[2025-12-19T20:25:00.798983] [INFO ] [sig       ] Generating forecast for: IUS
[2025-12-19T20:25:00.799013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2025-12-19T20:25:00.813193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2025-12-19T20:25:00.813508] [INFO ] [FORECASTER] Starting predict_future for IUS
[2025-12-19T20:25:00.814278] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2025-12-19T20:25:00.814329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:00.814362] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:00.814390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:00.814446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:00.871254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:00.872041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:00.872119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:00.872150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:00.993947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:00.994105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:00.994145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:00.994174] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:00.997746] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-12-19T20:25:00.998020] [INFO ] [FORECASTER] Completed predict_future for IUS
[2025-12-19T20:25:00.998143] [INFO ] [sig       ] IUS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:01.163856] [INFO ] [LOCAL     ] Saved forecast: IUS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IUS.txt
[2025-12-19T20:25:01.164141] [INFO ] [sig       ] [1729/3561] Completed IUS in 0.4s | 2.90 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-19T20:25:01.164212] [INFO ] [sig       ] [1730/3561] Forecasting IUSB...
[2025-12-19T20:25:01.164260] [INFO ] [sig       ] Generating forecast for: IUSB
[2025-12-19T20:25:01.164309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2025-12-19T20:25:01.175961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2025-12-19T20:25:01.176303] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2025-12-19T20:25:01.177287] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2025-12-19T20:25:01.177339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:01.177374] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:01.177403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:01.177459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:01.233938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:01.234563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:01.234657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:01.234689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:01.352419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:01.352591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:01.352634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:01.352663] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:01.355971] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: UP (p=50.65%)
[2025-12-19T20:25:01.356254] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2025-12-19T20:25:01.356373] [INFO ] [sig       ] IUSB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:01.503131] [INFO ] [LOCAL     ] Saved forecast: IUSB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IUSB.txt
[2025-12-19T20:25:01.503285] [INFO ] [sig       ] [1730/3561] Completed IUSB in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-19T20:25:01.503327] [INFO ] [sig       ] [1731/3561] Forecasting IUSG...
[2025-12-19T20:25:01.503357] [INFO ] [sig       ] Generating forecast for: IUSG
[2025-12-19T20:25:01.503387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2025-12-19T20:25:01.515412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2025-12-19T20:25:01.515810] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2025-12-19T20:25:01.516609] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2025-12-19T20:25:01.516661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:01.516692] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:01.516719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:01.516773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:01.574253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:01.575108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:01.575193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:01.575226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:01.701024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:01.701197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:01.701239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:01.701267] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:01.704989] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: UP (p=62.12%)
[2025-12-19T20:25:01.705377] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2025-12-19T20:25:01.705524] [INFO ] [sig       ] IUSG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:01.856418] [INFO ] [LOCAL     ] Saved forecast: IUSG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IUSG.txt
[2025-12-19T20:25:01.856782] [INFO ] [sig       ] [1731/3561] Completed IUSG in 0.4s | 2.90 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-19T20:25:01.856825] [INFO ] [sig       ] [1732/3561] Forecasting IVAL...
[2025-12-19T20:25:01.856856] [INFO ] [sig       ] Generating forecast for: IVAL
[2025-12-19T20:25:01.856887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2025-12-19T20:25:01.869423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2025-12-19T20:25:01.869832] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2025-12-19T20:25:01.870813] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2025-12-19T20:25:01.870865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:01.870898] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:01.870925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:01.870982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:01.928213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:01.929176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:01.929260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:01.929292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:02.041055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:02.041218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:02.041274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:02.041304] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:02.044978] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: DOWN (p=16.49%)
[2025-12-19T20:25:02.045251] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2025-12-19T20:25:02.045570] [INFO ] [sig       ] IVAL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:02.186448] [INFO ] [LOCAL     ] Saved forecast: IVAL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IVAL.txt
[2025-12-19T20:25:02.186612] [INFO ] [sig       ] [1732/3561] Completed IVAL in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-19T20:25:02.186850] [INFO ] [sig       ] [1733/3561] Forecasting IVZ...
[2025-12-19T20:25:02.186880] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-12-19T20:25:02.186908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-12-19T20:25:02.202382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2025-12-19T20:25:02.202840] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-12-19T20:25:02.203942] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-12-19T20:25:02.203997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:02.204066] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:02.204097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:02.204156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:02.267087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:02.268113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:02.268204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:02.268237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:02.391376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:02.391634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:02.392396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:02.392444] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:02.396219] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: UP (p=62.23%)
[2025-12-19T20:25:02.396624] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-12-19T20:25:02.396772] [INFO ] [sig       ] IVZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:02.541813] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IVZ.txt
[2025-12-19T20:25:02.541947] [INFO ] [sig       ] [1733/3561] Completed IVZ in 0.4s | 2.90 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-19T20:25:02.541989] [INFO ] [sig       ] [1734/3561] Forecasting IX...
[2025-12-19T20:25:02.542020] [INFO ] [sig       ] Generating forecast for: IX
[2025-12-19T20:25:02.542050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-12-19T20:25:02.553302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2025-12-19T20:25:02.553646] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-12-19T20:25:02.554404] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-12-19T20:25:02.554459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:02.554492] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:02.554518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:02.554599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:02.612056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:02.612693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:02.612769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:02.612801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:02.737935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:02.738087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:02.738126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:02.738154] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:02.742065] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=93.48%)
[2025-12-19T20:25:02.742340] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-12-19T20:25:02.742464] [INFO ] [sig       ] IX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:02.884504] [INFO ] [LOCAL     ] Saved forecast: IX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IX.txt
[2025-12-19T20:25:02.884830] [INFO ] [sig       ] [1734/3561] Completed IX in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-19T20:25:02.884869] [INFO ] [sig       ] [1735/3561] Forecasting IXUS...
[2025-12-19T20:25:02.884899] [INFO ] [sig       ] Generating forecast for: IXUS
[2025-12-19T20:25:02.884928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2025-12-19T20:25:02.897457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2025-12-19T20:25:02.897847] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2025-12-19T20:25:02.898858] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2025-12-19T20:25:02.898910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:02.898940] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:02.898966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:02.899025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:02.957547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:02.958416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:02.958498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:02.958530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:03.081383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:03.081539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:03.081595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:03.081816] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:03.085542] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: UP (p=65.59%)
[2025-12-19T20:25:03.085991] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2025-12-19T20:25:03.086117] [INFO ] [sig       ] IXUS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:03.225509] [INFO ] [LOCAL     ] Saved forecast: IXUS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/IXUS.txt
[2025-12-19T20:25:03.225656] [INFO ] [sig       ] [1735/3561] Completed IXUS in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-19T20:25:03.225891] [INFO ] [sig       ] [1736/3561] Forecasting IZEA...
[2025-12-19T20:25:03.225933] [INFO ] [sig       ] Generating forecast for: IZEA
[2025-12-19T20:25:03.225967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2025-12-19T20:25:03.239015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2025-12-19T20:25:03.239349] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2025-12-19T20:25:03.240284] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2025-12-19T20:25:03.240336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:03.240379] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:03.240407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:03.240463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:03.298187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:03.298994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:03.299078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:03.299111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:03.421353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:03.421511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:03.421548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:03.421627] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:03.425480] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: DOWN (p=43.92%)
[2025-12-19T20:25:03.425769] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2025-12-19T20:25:03.425889] [INFO ] [sig       ] IZEA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:03.567465] [INFO ] [LOCAL     ] Saved forecast: IZEA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/IZEA.txt
[2025-12-19T20:25:03.567627] [INFO ] [sig       ] [1736/3561] Completed IZEA in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-19T20:25:03.567668] [INFO ] [sig       ] [1737/3561] Forecasting J...
[2025-12-19T20:25:03.567698] [INFO ] [sig       ] Generating forecast for: J
[2025-12-19T20:25:03.567728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-12-19T20:25:03.579451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2025-12-19T20:25:03.579946] [INFO ] [FORECASTER] Starting predict_future for J
[2025-12-19T20:25:03.580895] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-12-19T20:25:03.580947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:03.580980] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:03.581007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:03.581063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:03.637927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:03.638519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:03.638612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:03.638646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:03.758828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:03.758972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:03.759010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:03.759039] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:03.762357] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: UP (p=98.82%)
[2025-12-19T20:25:03.762653] [INFO ] [FORECASTER] Completed predict_future for J
[2025-12-19T20:25:03.762777] [INFO ] [sig       ] J: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:03.900952] [INFO ] [LOCAL     ] Saved forecast: J	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/J.txt
[2025-12-19T20:25:03.901070] [INFO ] [sig       ] [1737/3561] Completed J in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-19T20:25:03.901108] [INFO ] [sig       ] [1738/3561] Forecasting JACK...
[2025-12-19T20:25:03.901137] [INFO ] [sig       ] Generating forecast for: JACK
[2025-12-19T20:25:03.901166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2025-12-19T20:25:03.912195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2025-12-19T20:25:03.912547] [INFO ] [FORECASTER] Starting predict_future for JACK
[2025-12-19T20:25:03.913317] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2025-12-19T20:25:03.913369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:03.913400] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:03.913426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:03.913487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:03.969697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:03.970318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:03.970395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:03.970429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:04.089399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:04.089522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:04.089560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:04.089606] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:04.092886] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: UP (p=64.70%)
[2025-12-19T20:25:04.093149] [INFO ] [FORECASTER] Completed predict_future for JACK
[2025-12-19T20:25:04.093266] [INFO ] [sig       ] JACK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:04.231496] [INFO ] [LOCAL     ] Saved forecast: JACK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/JACK.txt
[2025-12-19T20:25:04.231675] [INFO ] [sig       ] [1738/3561] Completed JACK in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-19T20:25:04.231717] [INFO ] [sig       ] [1739/3561] Forecasting JAGX...
[2025-12-19T20:25:04.231746] [INFO ] [sig       ] Generating forecast for: JAGX
[2025-12-19T20:25:04.231776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'.
[2025-12-19T20:25:04.242984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAGX'.
[2025-12-19T20:25:04.243337] [INFO ] [FORECASTER] Starting predict_future for JAGX
[2025-12-19T20:25:04.244104] [DEBUG] [LOCAL     ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt
[2025-12-19T20:25:04.244155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:04.244186] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:04.244212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:04.244267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:04.302266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:04.303109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:04.303189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:04.303221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:04.421257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:04.421419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:04.421456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:04.421484] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:04.424859] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: UP (p=82.59%)
[2025-12-19T20:25:04.425131] [INFO ] [FORECASTER] Completed predict_future for JAGX
[2025-12-19T20:25:04.425254] [INFO ] [sig       ] JAGX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:04.569481] [INFO ] [LOCAL     ] Saved forecast: JAGX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/JAGX.txt
[2025-12-19T20:25:04.569629] [INFO ] [sig       ] [1739/3561] Completed JAGX in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-19T20:25:04.569673] [INFO ] [sig       ] [1740/3561] Forecasting JAKK...
[2025-12-19T20:25:04.569712] [INFO ] [sig       ] Generating forecast for: JAKK
[2025-12-19T20:25:04.569743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2025-12-19T20:25:04.581485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2025-12-19T20:25:04.581845] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2025-12-19T20:25:04.582646] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2025-12-19T20:25:04.582699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:04.582731] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:04.582758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:04.582815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:04.639510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:04.640121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:04.640195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:04.640227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:04.765975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:04.766124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:04.766161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:04.766189] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:04.769488] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: DOWN (p=7.57%)
[2025-12-19T20:25:04.769976] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2025-12-19T20:25:04.770096] [INFO ] [sig       ] JAKK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:04.911707] [INFO ] [LOCAL     ] Saved forecast: JAKK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JAKK.txt
[2025-12-19T20:25:04.911842] [INFO ] [sig       ] [1740/3561] Completed JAKK in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-19T20:25:04.911881] [INFO ] [sig       ] [1741/3561] Forecasting JAMF...
[2025-12-19T20:25:04.911911] [INFO ] [sig       ] Generating forecast for: JAMF
[2025-12-19T20:25:04.911940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'.
[2025-12-19T20:25:04.923714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAMF'.
[2025-12-19T20:25:04.924046] [INFO ] [FORECASTER] Starting predict_future for JAMF
[2025-12-19T20:25:04.924821] [DEBUG] [LOCAL     ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt
[2025-12-19T20:25:04.924872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:04.924903] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:04.924928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:04.924984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:04.982240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:04.982889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:04.982969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:04.983002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:05.097866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:05.098015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:05.098055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:05.098083] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:05.101427] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: DOWN (p=24.19%)
[2025-12-19T20:25:05.101723] [INFO ] [FORECASTER] Completed predict_future for JAMF
[2025-12-19T20:25:05.101847] [INFO ] [sig       ] JAMF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:05.243527] [INFO ] [LOCAL     ] Saved forecast: JAMF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JAMF.txt
[2025-12-19T20:25:05.243691] [INFO ] [sig       ] [1741/3561] Completed JAMF in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-19T20:25:05.243927] [INFO ] [sig       ] [1742/3561] Forecasting JANX...
[2025-12-19T20:25:05.243988] [INFO ] [sig       ] Generating forecast for: JANX
[2025-12-19T20:25:05.244024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2025-12-19T20:25:05.256826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2025-12-19T20:25:05.257184] [INFO ] [FORECASTER] Starting predict_future for JANX
[2025-12-19T20:25:05.257975] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2025-12-19T20:25:05.258026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:05.258058] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:05.258084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:05.258142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:05.317892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:05.318530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:05.318625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:05.318659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:05.445532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:05.445697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:05.445735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:05.445762] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:05.449090] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: DOWN (p=35.74%)
[2025-12-19T20:25:05.449354] [INFO ] [FORECASTER] Completed predict_future for JANX
[2025-12-19T20:25:05.449474] [INFO ] [sig       ] JANX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:05.595947] [INFO ] [LOCAL     ] Saved forecast: JANX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JANX.txt
[2025-12-19T20:25:05.596104] [INFO ] [sig       ] [1742/3561] Completed JANX in 0.4s | 2.90 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-19T20:25:05.596144] [INFO ] [sig       ] [1743/3561] Forecasting JAZZ...
[2025-12-19T20:25:05.596174] [INFO ] [sig       ] Generating forecast for: JAZZ
[2025-12-19T20:25:05.596205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2025-12-19T20:25:05.609097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2025-12-19T20:25:05.609602] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2025-12-19T20:25:05.610434] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2025-12-19T20:25:05.610498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:05.610542] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:05.610612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:05.610676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:05.669108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:05.669994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:05.670108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:05.670142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:05.794231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:05.794389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:05.794427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:05.794473] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:05.797979] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: DOWN (p=44.61%)
[2025-12-19T20:25:05.798250] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2025-12-19T20:25:05.798371] [INFO ] [sig       ] JAZZ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:05.935923] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JAZZ.txt
[2025-12-19T20:25:05.936061] [INFO ] [sig       ] [1743/3561] Completed JAZZ in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-19T20:25:05.936100] [INFO ] [sig       ] [1744/3561] Forecasting JBGS...
[2025-12-19T20:25:05.936131] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-12-19T20:25:05.936162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-12-19T20:25:05.947484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2025-12-19T20:25:05.948055] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-12-19T20:25:05.948881] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-12-19T20:25:05.948932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:05.948964] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:05.948990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:05.949047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:06.006380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:06.006989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:06.007064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:06.007096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:06.125972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:06.126116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:06.126154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:06.126183] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:06.129485] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: UP (p=77.76%)
[2025-12-19T20:25:06.129772] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-12-19T20:25:06.129893] [INFO ] [sig       ] JBGS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:06.269090] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/JBGS.txt
[2025-12-19T20:25:06.269245] [INFO ] [sig       ] [1744/3561] Completed JBGS in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-19T20:25:06.269286] [INFO ] [sig       ] [1745/3561] Forecasting JBI...
[2025-12-19T20:25:06.269316] [INFO ] [sig       ] Generating forecast for: JBI
[2025-12-19T20:25:06.269346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-12-19T20:25:06.280205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2025-12-19T20:25:06.280520] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-12-19T20:25:06.281273] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-12-19T20:25:06.281324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:06.281356] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:06.281382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:06.281442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:06.337649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:06.338228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:06.338304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:06.338350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:06.455081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:06.455238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:06.455277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:06.455306] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:06.458732] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: UP (p=61.21%)
[2025-12-19T20:25:06.459009] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-12-19T20:25:06.459132] [INFO ] [sig       ] JBI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:06.595356] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/JBI.txt
[2025-12-19T20:25:06.595485] [INFO ] [sig       ] [1745/3561] Completed JBI in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-19T20:25:06.595523] [INFO ] [sig       ] [1746/3561] Forecasting JBL...
[2025-12-19T20:25:06.595553] [INFO ] [sig       ] Generating forecast for: JBL
[2025-12-19T20:25:06.595600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-12-19T20:25:06.608189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2025-12-19T20:25:06.608506] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-12-19T20:25:06.609498] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-12-19T20:25:06.609552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:06.609605] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:06.609633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:06.609688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:06.666940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:06.667628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:06.667898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:06.667930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:06.788626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:06.788808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:06.788848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:06.788877] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:06.792214] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: DOWN (p=14.07%)
[2025-12-19T20:25:06.792483] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-12-19T20:25:06.792623] [INFO ] [sig       ] JBL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:06.928928] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JBL.txt
[2025-12-19T20:25:06.929065] [INFO ] [sig       ] [1746/3561] Completed JBL in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-19T20:25:06.929103] [INFO ] [sig       ] [1747/3561] Forecasting JBND...
[2025-12-19T20:25:06.929133] [INFO ] [sig       ] Generating forecast for: JBND
[2025-12-19T20:25:06.929162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-12-19T20:25:06.942861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2025-12-19T20:25:06.943275] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-12-19T20:25:06.944112] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-12-19T20:25:06.944165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:06.944197] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:06.944237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:06.944294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:07.003375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:07.004461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:07.004550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:07.004599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:07.127468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:07.127656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:07.127698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:07.127727] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:07.131197] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: DOWN (p=22.78%)
[2025-12-19T20:25:07.131491] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-12-19T20:25:07.131640] [INFO ] [sig       ] JBND: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:07.272625] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JBND.txt
[2025-12-19T20:25:07.272765] [INFO ] [sig       ] [1747/3561] Completed JBND in 0.3s | 2.90 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-19T20:25:07.272803] [INFO ] [sig       ] [1748/3561] Forecasting JBSS...
[2025-12-19T20:25:07.272833] [INFO ] [sig       ] Generating forecast for: JBSS
[2025-12-19T20:25:07.272863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2025-12-19T20:25:07.284185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2025-12-19T20:25:07.284547] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2025-12-19T20:25:07.285317] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2025-12-19T20:25:07.285367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:07.285398] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:07.285426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:07.285482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:07.344749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:07.345701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:07.345800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:07.345836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:07.478539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:07.478755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:07.479000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:07.479034] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:07.483291] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: DOWN (p=48.88%)
[2025-12-19T20:25:07.483606] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2025-12-19T20:25:07.483740] [INFO ] [sig       ] JBSS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:07.629279] [INFO ] [LOCAL     ] Saved forecast: JBSS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JBSS.txt
[2025-12-19T20:25:07.629444] [INFO ] [sig       ] [1748/3561] Completed JBSS in 0.4s | 2.90 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-19T20:25:07.629485] [INFO ] [sig       ] [1749/3561] Forecasting JCE...
[2025-12-19T20:25:07.629514] [INFO ] [sig       ] Generating forecast for: JCE
[2025-12-19T20:25:07.629544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-12-19T20:25:07.641755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2025-12-19T20:25:07.642320] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-12-19T20:25:07.643147] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-12-19T20:25:07.643200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:07.643232] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:07.643259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:07.643314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:07.700703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:07.701486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:07.701567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:07.701618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:07.821483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:07.821669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:07.821710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:07.821740] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:07.825607] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=6.74%)
[2025-12-19T20:25:07.826094] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-12-19T20:25:07.826288] [INFO ] [sig       ] JCE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:07.975986] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JCE.txt
[2025-12-19T20:25:07.976143] [INFO ] [sig       ] [1749/3561] Completed JCE in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-19T20:25:07.976186] [INFO ] [sig       ] [1750/3561] Forecasting JCI...
[2025-12-19T20:25:07.976216] [INFO ] [sig       ] Generating forecast for: JCI
[2025-12-19T20:25:07.976246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-12-19T20:25:07.987807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2025-12-19T20:25:07.988212] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-12-19T20:25:07.989077] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-12-19T20:25:07.989129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:07.989188] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:07.989216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:07.989272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:08.044602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:08.045453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:08.045538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:08.045569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:08.170623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:08.170785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:08.170827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:08.170856] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:08.174211] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2025-12-19T20:25:08.174487] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-12-19T20:25:08.174634] [INFO ] [sig       ] JCI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:08.316120] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JCI.txt
[2025-12-19T20:25:08.316280] [INFO ] [sig       ] [1750/3561] Completed JCI in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-19T20:25:08.316323] [INFO ] [sig       ] [1751/3561] Forecasting JD...
[2025-12-19T20:25:08.316353] [INFO ] [sig       ] Generating forecast for: JD
[2025-12-19T20:25:08.316413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2025-12-19T20:25:08.328594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2025-12-19T20:25:08.329234] [INFO ] [FORECASTER] Starting predict_future for JD
[2025-12-19T20:25:08.330273] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2025-12-19T20:25:08.330329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:08.330361] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:08.330388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:08.330444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:08.387702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:08.388534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:08.388662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:08.388731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:08.508885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:08.509049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:08.509086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:08.509115] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:08.512410] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: UP (p=97.24%)
[2025-12-19T20:25:08.512705] [INFO ] [FORECASTER] Completed predict_future for JD
[2025-12-19T20:25:08.512832] [INFO ] [sig       ] JD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:08.651993] [INFO ] [LOCAL     ] Saved forecast: JD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/JD.txt
[2025-12-19T20:25:08.652147] [INFO ] [sig       ] [1751/3561] Completed JD in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-19T20:25:08.652187] [INFO ] [sig       ] [1752/3561] Forecasting JDZG...
[2025-12-19T20:25:08.652219] [INFO ] [sig       ] Generating forecast for: JDZG
[2025-12-19T20:25:08.652249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JDZG' from 'https://tdm.silogroup.org/data/derivative_storage/JDZG.csv'.
[2025-12-19T20:25:08.664432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JDZG'.
[2025-12-19T20:25:08.664822] [INFO ] [FORECASTER] Starting predict_future for JDZG
[2025-12-19T20:25:08.665645] [DEBUG] [LOCAL     ] No optimal features file found for JDZG: ./output/feature-sets/JDZG.txt
[2025-12-19T20:25:08.665697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:08.665731] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:08.665759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:08.665816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:08.725845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:08.726599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:08.726679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:08.726711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:08.850975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:08.851131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:08.851170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:08.851199] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:08.854612] [DEBUG] [FORECASTER] JDZG: Forecast T+1@11:T+2@11: DOWN (p=28.79%)
[2025-12-19T20:25:08.854882] [INFO ] [FORECASTER] Completed predict_future for JDZG
[2025-12-19T20:25:08.855005] [INFO ] [sig       ] JDZG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:08.996235] [INFO ] [LOCAL     ] Saved forecast: JDZG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JDZG.txt
[2025-12-19T20:25:08.996402] [INFO ] [sig       ] [1752/3561] Completed JDZG in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-19T20:25:08.996443] [INFO ] [sig       ] [1753/3561] Forecasting JEF...
[2025-12-19T20:25:08.996473] [INFO ] [sig       ] Generating forecast for: JEF
[2025-12-19T20:25:08.996504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-12-19T20:25:09.007971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2025-12-19T20:25:09.008316] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-12-19T20:25:09.009107] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-12-19T20:25:09.009158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:09.009188] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:09.009214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:09.009269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:09.067683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:09.068564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:09.068667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:09.068729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:09.193783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:09.193935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:09.193972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:09.194027] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:09.197379] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2025-12-19T20:25:09.197674] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-12-19T20:25:09.197797] [INFO ] [sig       ] JEF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:09.336753] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JEF.txt
[2025-12-19T20:25:09.336884] [INFO ] [sig       ] [1753/3561] Completed JEF in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-19T20:25:09.336923] [INFO ] [sig       ] [1754/3561] Forecasting JELD...
[2025-12-19T20:25:09.336953] [INFO ] [sig       ] Generating forecast for: JELD
[2025-12-19T20:25:09.336984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-12-19T20:25:09.349015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2025-12-19T20:25:09.349391] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-12-19T20:25:09.350162] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-12-19T20:25:09.350214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:09.350245] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:09.350271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:09.350326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:09.407233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:09.408107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:09.408190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:09.408224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:09.535874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:09.536047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:09.536086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:09.536112] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:09.539970] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=14.55%)
[2025-12-19T20:25:09.540268] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-12-19T20:25:09.540414] [INFO ] [sig       ] JELD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:09.681348] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JELD.txt
[2025-12-19T20:25:09.681498] [INFO ] [sig       ] [1754/3561] Completed JELD in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-19T20:25:09.681536] [INFO ] [sig       ] [1755/3561] Forecasting JEPQ...
[2025-12-19T20:25:09.681566] [INFO ] [sig       ] Generating forecast for: JEPQ
[2025-12-19T20:25:09.681620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2025-12-19T20:25:09.693378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2025-12-19T20:25:09.693736] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2025-12-19T20:25:09.694476] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2025-12-19T20:25:09.694529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:09.694560] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:09.694607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:09.694665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:09.752893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:09.753599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:09.753680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:09.753712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:09.881418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:09.881590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:09.881631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:09.881660] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:09.885025] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: UP (p=93.38%)
[2025-12-19T20:25:09.885300] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2025-12-19T20:25:09.885422] [INFO ] [sig       ] JEPQ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:10.025312] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/JEPQ.txt
[2025-12-19T20:25:10.025468] [INFO ] [sig       ] [1755/3561] Completed JEPQ in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-19T20:25:10.025508] [INFO ] [sig       ] [1756/3561] Forecasting JFIN...
[2025-12-19T20:25:10.025538] [INFO ] [sig       ] Generating forecast for: JFIN
[2025-12-19T20:25:10.025586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2025-12-19T20:25:10.037136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2025-12-19T20:25:10.037522] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2025-12-19T20:25:10.038295] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2025-12-19T20:25:10.038346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:10.038377] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:10.038404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:10.038459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:10.097816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:10.098781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:10.098869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:10.098902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:10.220634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:10.220814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:10.220856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:10.220886] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:10.224615] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: DOWN (p=29.11%)
[2025-12-19T20:25:10.224882] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2025-12-19T20:25:10.225003] [INFO ] [sig       ] JFIN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:10.363233] [INFO ] [LOCAL     ] Saved forecast: JFIN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JFIN.txt
[2025-12-19T20:25:10.363367] [INFO ] [sig       ] [1756/3561] Completed JFIN in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-19T20:25:10.363407] [INFO ] [sig       ] [1757/3561] Forecasting JGLO...
[2025-12-19T20:25:10.363435] [INFO ] [sig       ] Generating forecast for: JGLO
[2025-12-19T20:25:10.363465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2025-12-19T20:25:10.375785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2025-12-19T20:25:10.376217] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2025-12-19T20:25:10.377055] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2025-12-19T20:25:10.377107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:10.377141] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:10.377173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:10.377255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:10.441481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:10.442354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:10.442435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:10.442468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:10.558418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:10.558590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:10.558632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:10.558660] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:10.561988] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-12-19T20:25:10.562253] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2025-12-19T20:25:10.562371] [INFO ] [sig       ] JGLO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:10.697815] [INFO ] [LOCAL     ] Saved forecast: JGLO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JGLO.txt
[2025-12-19T20:25:10.697937] [INFO ] [sig       ] [1757/3561] Completed JGLO in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-19T20:25:10.697975] [INFO ] [sig       ] [1758/3561] Forecasting JHG...
[2025-12-19T20:25:10.698004] [INFO ] [sig       ] Generating forecast for: JHG
[2025-12-19T20:25:10.698034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-12-19T20:25:10.709259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2025-12-19T20:25:10.709624] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-12-19T20:25:10.710366] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-12-19T20:25:10.710417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:10.710448] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:10.710475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:10.710531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:10.765165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:10.765805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:10.765880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:10.765911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:10.886265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:10.886413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:10.886451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:10.886480] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:10.889811] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-12-19T20:25:10.890075] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-12-19T20:25:10.890194] [INFO ] [sig       ] JHG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:11.031228] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/JHG.txt
[2025-12-19T20:25:11.031360] [INFO ] [sig       ] [1758/3561] Completed JHG in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-19T20:25:11.031403] [INFO ] [sig       ] [1759/3561] Forecasting JHI...
[2025-12-19T20:25:11.031433] [INFO ] [sig       ] Generating forecast for: JHI
[2025-12-19T20:25:11.031463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-12-19T20:25:11.043324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2025-12-19T20:25:11.043669] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-12-19T20:25:11.044407] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-12-19T20:25:11.044458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:11.044490] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:11.044516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:11.044593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:11.100256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:11.101112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:11.101196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:11.101228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:11.213309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:11.213464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:11.213503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:11.213531] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:11.217009] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=88.12%)
[2025-12-19T20:25:11.217272] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-12-19T20:25:11.217390] [INFO ] [sig       ] JHI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:11.357245] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/JHI.txt
[2025-12-19T20:25:11.357381] [INFO ] [sig       ] [1759/3561] Completed JHI in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-19T20:25:11.357420] [INFO ] [sig       ] [1760/3561] Forecasting JHX...
[2025-12-19T20:25:11.357448] [INFO ] [sig       ] Generating forecast for: JHX
[2025-12-19T20:25:11.357478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-12-19T20:25:11.369270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2025-12-19T20:25:11.369631] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-12-19T20:25:11.370368] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-12-19T20:25:11.370429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:11.370461] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:11.370488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:11.370545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:11.425905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:11.426746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:11.426856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:11.426889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:11.545765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:11.545918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:11.545959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:11.545988] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:11.549348] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=48.24%)
[2025-12-19T20:25:11.549638] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-12-19T20:25:11.549763] [INFO ] [sig       ] JHX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:11.690178] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JHX.txt
[2025-12-19T20:25:11.690315] [INFO ] [sig       ] [1760/3561] Completed JHX in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-19T20:25:11.690354] [INFO ] [sig       ] [1761/3561] Forecasting JILL...
[2025-12-19T20:25:11.690384] [INFO ] [sig       ] Generating forecast for: JILL
[2025-12-19T20:25:11.690414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-12-19T20:25:11.702650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2025-12-19T20:25:11.703049] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-12-19T20:25:11.703879] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-12-19T20:25:11.703933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:11.703965] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:11.703992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:11.704050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:11.762452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:11.763136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:11.763214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:11.763247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:11.881286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:11.881449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:11.881488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:11.881516] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:11.884860] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-19T20:25:11.885128] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-12-19T20:25:11.885250] [INFO ] [sig       ] JILL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:12.022292] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JILL.txt
[2025-12-19T20:25:12.022418] [INFO ] [sig       ] [1761/3561] Completed JILL in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-19T20:25:12.022457] [INFO ] [sig       ] [1762/3561] Forecasting JIVE...
[2025-12-19T20:25:12.022485] [INFO ] [sig       ] Generating forecast for: JIVE
[2025-12-19T20:25:12.022514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2025-12-19T20:25:12.033432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2025-12-19T20:25:12.033796] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2025-12-19T20:25:12.034548] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2025-12-19T20:25:12.034622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:12.034657] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:12.034693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:12.034755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:12.091290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:12.092121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:12.092201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:12.092233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:12.201637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:12.201790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:12.201828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:12.201855] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:12.205127] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=88.95%)
[2025-12-19T20:25:12.205396] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2025-12-19T20:25:12.205514] [INFO ] [sig       ] JIVE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:12.343477] [INFO ] [LOCAL     ] Saved forecast: JIVE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/JIVE.txt
[2025-12-19T20:25:12.343628] [INFO ] [sig       ] [1762/3561] Completed JIVE in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-19T20:25:12.343669] [INFO ] [sig       ] [1763/3561] Forecasting JJSF...
[2025-12-19T20:25:12.343698] [INFO ] [sig       ] Generating forecast for: JJSF
[2025-12-19T20:25:12.343727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2025-12-19T20:25:12.355245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2025-12-19T20:25:12.355621] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2025-12-19T20:25:12.356392] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2025-12-19T20:25:12.356445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:12.356478] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:12.356506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:12.356562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:12.412251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:12.412916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:12.412993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:12.413025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:12.535471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:12.535669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:12.535709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:12.535738] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:12.539067] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: DOWN (p=42.24%)
[2025-12-19T20:25:12.539336] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2025-12-19T20:25:12.539456] [INFO ] [sig       ] JJSF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:12.677320] [INFO ] [LOCAL     ] Saved forecast: JJSF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JJSF.txt
[2025-12-19T20:25:12.677479] [INFO ] [sig       ] [1763/3561] Completed JJSF in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-19T20:25:12.677524] [INFO ] [sig       ] [1764/3561] Forecasting JKHY...
[2025-12-19T20:25:12.677556] [INFO ] [sig       ] Generating forecast for: JKHY
[2025-12-19T20:25:12.677607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2025-12-19T20:25:12.689715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2025-12-19T20:25:12.690067] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2025-12-19T20:25:12.690856] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2025-12-19T20:25:12.690908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:12.691110] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:12.691137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:12.691193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:12.748448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:12.749249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:12.749330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:12.749363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:12.870642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:12.870803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:12.870843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:12.870872] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:12.874416] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: DOWN (p=15.92%)
[2025-12-19T20:25:12.874708] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2025-12-19T20:25:12.874831] [INFO ] [sig       ] JKHY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:13.012810] [INFO ] [LOCAL     ] Saved forecast: JKHY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JKHY.txt
[2025-12-19T20:25:13.012939] [INFO ] [sig       ] [1764/3561] Completed JKHY in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-19T20:25:13.012977] [INFO ] [sig       ] [1765/3561] Forecasting JKS...
[2025-12-19T20:25:13.013006] [INFO ] [sig       ] Generating forecast for: JKS
[2025-12-19T20:25:13.013036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-12-19T20:25:13.024159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2025-12-19T20:25:13.024499] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-12-19T20:25:13.025272] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-12-19T20:25:13.025325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:13.025357] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:13.025383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:13.025439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:13.085264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:13.086107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:13.086190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:13.086222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:13.204180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:13.204333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:13.204371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:13.204400] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:13.207847] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: UP (p=70.01%)
[2025-12-19T20:25:13.208127] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-12-19T20:25:13.208244] [INFO ] [sig       ] JKS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:13.345653] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/JKS.txt
[2025-12-19T20:25:13.345801] [INFO ] [sig       ] [1765/3561] Completed JKS in 0.3s | 2.90 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-19T20:25:13.345839] [INFO ] [sig       ] [1766/3561] Forecasting JLL...
[2025-12-19T20:25:13.345868] [INFO ] [sig       ] Generating forecast for: JLL
[2025-12-19T20:25:13.345897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-12-19T20:25:13.357254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2025-12-19T20:25:13.357611] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-12-19T20:25:13.358358] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-12-19T20:25:13.358409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:13.358441] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:13.358467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:13.358522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:13.415550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:13.416201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:13.416278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:13.416310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:13.539820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:13.539983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:13.540030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:13.540060] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:13.543347] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: UP (p=70.62%)
[2025-12-19T20:25:13.543626] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-12-19T20:25:13.543746] [INFO ] [sig       ] JLL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:13.687130] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/JLL.txt
[2025-12-19T20:25:13.687265] [INFO ] [sig       ] [1766/3561] Completed JLL in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-19T20:25:13.687303] [INFO ] [sig       ] [1767/3561] Forecasting JLS...
[2025-12-19T20:25:13.687332] [INFO ] [sig       ] Generating forecast for: JLS
[2025-12-19T20:25:13.687362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-12-19T20:25:13.699521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2025-12-19T20:25:13.699889] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-12-19T20:25:13.700648] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-12-19T20:25:13.700702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:13.700759] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:13.700787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:13.700842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:13.759721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:13.760520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:13.760620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:13.760655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:13.874329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:13.874485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:13.874542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:13.874588] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:13.878173] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: UP (p=90.72%)
[2025-12-19T20:25:13.878436] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-12-19T20:25:13.878557] [INFO ] [sig       ] JLS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:14.018025] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/JLS.txt
[2025-12-19T20:25:14.018170] [INFO ] [sig       ] [1767/3561] Completed JLS in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-19T20:25:14.018211] [INFO ] [sig       ] [1768/3561] Forecasting JMIA...
[2025-12-19T20:25:14.018243] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-12-19T20:25:14.018273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-12-19T20:25:14.030788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2025-12-19T20:25:14.031125] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-12-19T20:25:14.031882] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-12-19T20:25:14.031933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:14.031965] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:14.031992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:14.032047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:14.089274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:14.089953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:14.090035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:14.090067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:14.216664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:14.216841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:14.216887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:14.216916] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:14.220361] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: DOWN (p=37.60%)
[2025-12-19T20:25:14.220645] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-12-19T20:25:14.220769] [INFO ] [sig       ] JMIA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:14.360128] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JMIA.txt
[2025-12-19T20:25:14.360268] [INFO ] [sig       ] [1768/3561] Completed JMIA in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-19T20:25:14.360307] [INFO ] [sig       ] [1769/3561] Forecasting JMSB...
[2025-12-19T20:25:14.360336] [INFO ] [sig       ] Generating forecast for: JMSB
[2025-12-19T20:25:14.360365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2025-12-19T20:25:14.372328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2025-12-19T20:25:14.372696] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2025-12-19T20:25:14.373458] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2025-12-19T20:25:14.373510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:14.373542] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:14.373567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:14.373655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:14.430851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:14.431501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:14.431596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:14.431632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:14.539035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:14.539200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:14.539239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:14.539267] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:14.542745] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: UP (p=67.80%)
[2025-12-19T20:25:14.543054] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2025-12-19T20:25:14.543193] [INFO ] [sig       ] JMSB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:14.679416] [INFO ] [LOCAL     ] Saved forecast: JMSB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/JMSB.txt
[2025-12-19T20:25:14.679555] [INFO ] [sig       ] [1769/3561] Completed JMSB in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-19T20:25:14.679616] [INFO ] [sig       ] [1770/3561] Forecasting JNJ...
[2025-12-19T20:25:14.679648] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-12-19T20:25:14.679678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-12-19T20:25:14.691333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2025-12-19T20:25:14.691682] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-12-19T20:25:14.692433] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-12-19T20:25:14.692484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:14.692515] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:14.692541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:14.692629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:14.748207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:14.749055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:14.749141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:14.749173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:14.873360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:14.873517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:14.873555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:14.873632] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:14.876947] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=35.89%)
[2025-12-19T20:25:14.877213] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-12-19T20:25:14.877333] [INFO ] [sig       ] JNJ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:15.017200] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JNJ.txt
[2025-12-19T20:25:15.017343] [INFO ] [sig       ] [1770/3561] Completed JNJ in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-19T20:25:15.017382] [INFO ] [sig       ] [1771/3561] Forecasting JOBY...
[2025-12-19T20:25:15.017411] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-12-19T20:25:15.017441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-12-19T20:25:15.029360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2025-12-19T20:25:15.029708] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-12-19T20:25:15.030453] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-12-19T20:25:15.030504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:15.030547] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:15.030596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:15.030654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:15.087266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:15.087982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:15.088077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:15.088109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:15.211330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:15.211488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:15.211528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:15.211556] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:15.215564] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: DOWN (p=14.30%)
[2025-12-19T20:25:15.215850] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-12-19T20:25:15.216160] [INFO ] [sig       ] JOBY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:15.354503] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JOBY.txt
[2025-12-19T20:25:15.354660] [INFO ] [sig       ] [1771/3561] Completed JOBY in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-19T20:25:15.354702] [INFO ] [sig       ] [1772/3561] Forecasting JOE...
[2025-12-19T20:25:15.354730] [INFO ] [sig       ] Generating forecast for: JOE
[2025-12-19T20:25:15.354760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-12-19T20:25:15.365873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2025-12-19T20:25:15.366215] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-12-19T20:25:15.366989] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-12-19T20:25:15.367040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:15.367071] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:15.367096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:15.367152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:15.424355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:15.425289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:15.425368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:15.425399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:15.547676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:15.547822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:15.547859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:15.547887] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:15.551247] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=33.73%)
[2025-12-19T20:25:15.551514] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-12-19T20:25:15.551652] [INFO ] [sig       ] JOE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:15.699234] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JOE.txt
[2025-12-19T20:25:15.699407] [INFO ] [sig       ] [1772/3561] Completed JOE in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-19T20:25:15.699447] [INFO ] [sig       ] [1773/3561] Forecasting JOF...
[2025-12-19T20:25:15.699477] [INFO ] [sig       ] Generating forecast for: JOF
[2025-12-19T20:25:15.699507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-12-19T20:25:15.712324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2025-12-19T20:25:15.712740] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-12-19T20:25:15.713519] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-12-19T20:25:15.713589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:15.713623] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:15.713649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:15.713705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:15.771922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:15.772769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:15.772851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:15.772883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:15.893057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:15.893211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:15.893249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:15.893277] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:15.896785] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: UP (p=92.69%)
[2025-12-19T20:25:15.897244] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-12-19T20:25:15.897362] [INFO ] [sig       ] JOF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:16.036092] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/JOF.txt
[2025-12-19T20:25:16.036221] [INFO ] [sig       ] [1773/3561] Completed JOF in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-19T20:25:16.036259] [INFO ] [sig       ] [1774/3561] Forecasting JPC...
[2025-12-19T20:25:16.036289] [INFO ] [sig       ] Generating forecast for: JPC
[2025-12-19T20:25:16.036319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-12-19T20:25:16.047988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2025-12-19T20:25:16.048376] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-12-19T20:25:16.049397] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-12-19T20:25:16.049449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:16.049481] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:16.049508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:16.049563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:16.108362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:16.109127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:16.109211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:16.109242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:16.228459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:16.228632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:16.228673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:16.228720] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:16.232203] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: DOWN (p=5.80%)
[2025-12-19T20:25:16.232484] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-12-19T20:25:16.232626] [INFO ] [sig       ] JPC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:16.374788] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JPC.txt
[2025-12-19T20:25:16.374933] [INFO ] [sig       ] [1774/3561] Completed JPC in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-19T20:25:16.374972] [INFO ] [sig       ] [1775/3561] Forecasting JPEF...
[2025-12-19T20:25:16.375009] [INFO ] [sig       ] Generating forecast for: JPEF
[2025-12-19T20:25:16.375039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2025-12-19T20:25:16.387154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2025-12-19T20:25:16.387525] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2025-12-19T20:25:16.388545] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2025-12-19T20:25:16.388624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:16.388658] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:16.388705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:16.388769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:16.445767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:16.446491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:16.446591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:16.446627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:16.570266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:16.570421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:16.570460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:16.570487] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:16.573958] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: UP (p=96.94%)
[2025-12-19T20:25:16.574221] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2025-12-19T20:25:16.574340] [INFO ] [sig       ] JPEF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:16.712662] [INFO ] [LOCAL     ] Saved forecast: JPEF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/JPEF.txt
[2025-12-19T20:25:16.712799] [INFO ] [sig       ] [1775/3561] Completed JPEF in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-19T20:25:16.712838] [INFO ] [sig       ] [1776/3561] Forecasting JPM...
[2025-12-19T20:25:16.712866] [INFO ] [sig       ] Generating forecast for: JPM
[2025-12-19T20:25:16.712896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-12-19T20:25:16.724130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2025-12-19T20:25:16.724458] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-12-19T20:25:16.725257] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-12-19T20:25:16.725307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:16.725338] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:16.725364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:16.725419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:16.781349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:16.782020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:16.782098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:16.782130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:16.907317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:16.907469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:16.907505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:16.907533] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:16.910825] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-12-19T20:25:16.911087] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-12-19T20:25:16.911206] [INFO ] [sig       ] JPM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:17.049501] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/JPM.txt
[2025-12-19T20:25:17.049688] [INFO ] [sig       ] [1776/3561] Completed JPM in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-19T20:25:17.049729] [INFO ] [sig       ] [1777/3561] Forecasting JQC...
[2025-12-19T20:25:17.049761] [INFO ] [sig       ] Generating forecast for: JQC
[2025-12-19T20:25:17.049791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-12-19T20:25:17.061450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2025-12-19T20:25:17.061822] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-12-19T20:25:17.062614] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-12-19T20:25:17.062667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:17.062699] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:17.062727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:17.062785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:17.119747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:17.120455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:17.120565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:17.120618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:17.245689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:17.245842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:17.245881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:17.245909] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:17.249246] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: DOWN (p=21.24%)
[2025-12-19T20:25:17.249510] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-12-19T20:25:17.249646] [INFO ] [sig       ] JQC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:17.389604] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JQC.txt
[2025-12-19T20:25:17.389760] [INFO ] [sig       ] [1777/3561] Completed JQC in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-19T20:25:17.389800] [INFO ] [sig       ] [1778/3561] Forecasting JRI...
[2025-12-19T20:25:17.389834] [INFO ] [sig       ] Generating forecast for: JRI
[2025-12-19T20:25:17.389864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-12-19T20:25:17.402307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2025-12-19T20:25:17.402738] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-12-19T20:25:17.403531] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-12-19T20:25:17.403611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:17.403647] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:17.403675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:17.403732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:17.461258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:17.462126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:17.462212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:17.462245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:17.580955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:17.581114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:17.581155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:17.581202] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:17.584751] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-12-19T20:25:17.585027] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-12-19T20:25:17.585152] [INFO ] [sig       ] JRI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:17.726162] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/JRI.txt
[2025-12-19T20:25:17.726290] [INFO ] [sig       ] [1778/3561] Completed JRI in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-19T20:25:17.726332] [INFO ] [sig       ] [1779/3561] Forecasting JRS...
[2025-12-19T20:25:17.726364] [INFO ] [sig       ] Generating forecast for: JRS
[2025-12-19T20:25:17.726395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-12-19T20:25:17.738003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2025-12-19T20:25:17.738389] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-12-19T20:25:17.739242] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-12-19T20:25:17.739295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:17.739326] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:17.739353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:17.739409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:17.798666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:17.799651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:17.799733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:17.799765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:17.920045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:17.920197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:17.920235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:17.920264] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:17.923525] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: UP (p=70.22%)
[2025-12-19T20:25:17.923806] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-12-19T20:25:17.923927] [INFO ] [sig       ] JRS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:18.063546] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/JRS.txt
[2025-12-19T20:25:18.063698] [INFO ] [sig       ] [1779/3561] Completed JRS in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-19T20:25:18.063738] [INFO ] [sig       ] [1780/3561] Forecasting JSM...
[2025-12-19T20:25:18.063769] [INFO ] [sig       ] Generating forecast for: JSM
[2025-12-19T20:25:18.063802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2025-12-19T20:25:18.075230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2025-12-19T20:25:18.075551] [INFO ] [FORECASTER] Starting predict_future for JSM
[2025-12-19T20:25:18.076312] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2025-12-19T20:25:18.076364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:18.076397] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:18.076425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:18.076480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:18.133355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:18.134117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:18.134199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:18.134239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:18.249358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:18.249507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:18.249545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:18.249591] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:18.253050] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: UP (p=97.65%)
[2025-12-19T20:25:18.253313] [INFO ] [FORECASTER] Completed predict_future for JSM
[2025-12-19T20:25:18.253437] [INFO ] [sig       ] JSM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:18.391929] [INFO ] [LOCAL     ] Saved forecast: JSM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/JSM.txt
[2025-12-19T20:25:18.392258] [INFO ] [sig       ] [1780/3561] Completed JSM in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-19T20:25:18.392300] [INFO ] [sig       ] [1781/3561] Forecasting JSMD...
[2025-12-19T20:25:18.392331] [INFO ] [sig       ] Generating forecast for: JSMD
[2025-12-19T20:25:18.392364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2025-12-19T20:25:18.404441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2025-12-19T20:25:18.404813] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2025-12-19T20:25:18.405550] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2025-12-19T20:25:18.405625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:18.405657] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:18.405684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:18.405739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:18.464912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:18.465527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:18.465623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:18.465656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:18.597145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:18.597297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:18.597335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:18.597364] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:18.600815] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: UP (p=82.01%)
[2025-12-19T20:25:18.601293] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2025-12-19T20:25:18.601423] [INFO ] [sig       ] JSMD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:18.743232] [INFO ] [LOCAL     ] Saved forecast: JSMD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/JSMD.txt
[2025-12-19T20:25:18.743381] [INFO ] [sig       ] [1781/3561] Completed JSMD in 0.4s | 2.90 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-19T20:25:18.743420] [INFO ] [sig       ] [1782/3561] Forecasting JSML...
[2025-12-19T20:25:18.743449] [INFO ] [sig       ] Generating forecast for: JSML
[2025-12-19T20:25:18.743478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2025-12-19T20:25:18.755185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2025-12-19T20:25:18.755530] [INFO ] [FORECASTER] Starting predict_future for JSML
[2025-12-19T20:25:18.756288] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2025-12-19T20:25:18.756339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:18.756371] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:18.756398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:18.756466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:18.813223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:18.813878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:18.813957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:18.813990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:18.933671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:18.933827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:18.933870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:18.933899] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:18.937458] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: UP (p=76.57%)
[2025-12-19T20:25:18.937746] [INFO ] [FORECASTER] Completed predict_future for JSML
[2025-12-19T20:25:18.937868] [INFO ] [sig       ] JSML: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:19.078524] [INFO ] [LOCAL     ] Saved forecast: JSML	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/JSML.txt
[2025-12-19T20:25:19.078711] [INFO ] [sig       ] [1782/3561] Completed JSML in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-19T20:25:19.078755] [INFO ] [sig       ] [1783/3561] Forecasting JTAI...
[2025-12-19T20:25:19.078784] [INFO ] [sig       ] Generating forecast for: JTAI
[2025-12-19T20:25:19.078813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTAI' from 'https://tdm.silogroup.org/data/derivative_storage/JTAI.csv'.
[2025-12-19T20:25:19.089998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTAI'.
[2025-12-19T20:25:19.090344] [INFO ] [FORECASTER] Starting predict_future for JTAI
[2025-12-19T20:25:19.091329] [DEBUG] [LOCAL     ] No optimal features file found for JTAI: ./output/feature-sets/JTAI.txt
[2025-12-19T20:25:19.091382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:19.091416] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:19.091445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:19.091502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:19.150634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:19.151276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:19.151357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:19.151390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:19.275402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:19.275553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:19.275611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:19.275644] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:19.279448] [DEBUG] [FORECASTER] JTAI: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2025-12-19T20:25:19.279788] [INFO ] [FORECASTER] Completed predict_future for JTAI
[2025-12-19T20:25:19.279933] [INFO ] [sig       ] JTAI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:19.420941] [INFO ] [LOCAL     ] Saved forecast: JTAI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/JTAI.txt
[2025-12-19T20:25:19.421073] [INFO ] [sig       ] [1783/3561] Completed JTAI in 0.3s | 2.90 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-19T20:25:19.421113] [INFO ] [sig       ] [1784/3561] Forecasting JTEK...
[2025-12-19T20:25:19.421144] [INFO ] [sig       ] Generating forecast for: JTEK
[2025-12-19T20:25:19.421174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2025-12-19T20:25:19.433252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2025-12-19T20:25:19.433628] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2025-12-19T20:25:19.434422] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2025-12-19T20:25:19.434489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:19.434547] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:19.434596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:19.434658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:19.493523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:19.494283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:19.494362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:19.494394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:19.615195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:19.615346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:19.615384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:19.615412] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:19.619249] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: DOWN (p=42.79%)
[2025-12-19T20:25:19.619523] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2025-12-19T20:25:19.619671] [INFO ] [sig       ] JTEK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:19.759027] [INFO ] [LOCAL     ] Saved forecast: JTEK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JTEK.txt
[2025-12-19T20:25:19.759159] [INFO ] [sig       ] [1784/3561] Completed JTEK in 0.3s | 2.90 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-19T20:25:19.759199] [INFO ] [sig       ] [1785/3561] Forecasting JVA...
[2025-12-19T20:25:19.759228] [INFO ] [sig       ] Generating forecast for: JVA
[2025-12-19T20:25:19.759258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2025-12-19T20:25:19.770888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2025-12-19T20:25:19.771446] [INFO ] [FORECASTER] Starting predict_future for JVA
[2025-12-19T20:25:19.772239] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2025-12-19T20:25:19.772292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:19.772326] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:19.772355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:19.772413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:19.831531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:19.832347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:19.832429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:19.832465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:19.954232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:19.954389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:19.954430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:19.954461] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:19.957849] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: UP (p=73.97%)
[2025-12-19T20:25:19.958315] [INFO ] [FORECASTER] Completed predict_future for JVA
[2025-12-19T20:25:19.958437] [INFO ] [sig       ] JVA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:20.108433] [INFO ] [LOCAL     ] Saved forecast: JVA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/JVA.txt
[2025-12-19T20:25:20.108611] [INFO ] [sig       ] [1785/3561] Completed JVA in 0.3s | 2.90 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-19T20:25:20.108653] [INFO ] [sig       ] [1786/3561] Forecasting JXN...
[2025-12-19T20:25:20.108727] [INFO ] [sig       ] Generating forecast for: JXN
[2025-12-19T20:25:20.108760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-12-19T20:25:20.121403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2025-12-19T20:25:20.121846] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-12-19T20:25:20.122709] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-12-19T20:25:20.122762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:20.122795] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:20.122823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:20.122879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:20.185650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:20.186766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:20.186852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:20.186886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:20.314364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:20.314522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:20.314560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:20.314609] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:20.317909] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: DOWN (p=34.47%)
[2025-12-19T20:25:20.318183] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-12-19T20:25:20.318304] [INFO ] [sig       ] JXN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:20.499190] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/JXN.txt
[2025-12-19T20:25:20.499378] [INFO ] [sig       ] [1786/3561] Completed JXN in 0.4s | 2.90 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-19T20:25:20.499421] [INFO ] [sig       ] [1787/3561] Forecasting KAI...
[2025-12-19T20:25:20.499454] [INFO ] [sig       ] Generating forecast for: KAI
[2025-12-19T20:25:20.499486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-12-19T20:25:20.514220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2025-12-19T20:25:20.514713] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-12-19T20:25:20.515711] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-12-19T20:25:20.515770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:20.515805] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:20.515835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:20.515902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:20.595164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:20.596227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:20.596330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:20.596372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:20.736166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:20.736335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:20.736375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:20.736441] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:20.742063] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: DOWN (p=43.24%)
[2025-12-19T20:25:20.742465] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-12-19T20:25:20.742640] [INFO ] [sig       ] KAI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:20.883451] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KAI.txt
[2025-12-19T20:25:20.883613] [INFO ] [sig       ] [1787/3561] Completed KAI in 0.4s | 2.90 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-19T20:25:20.883657] [INFO ] [sig       ] [1788/3561] Forecasting KARO...
[2025-12-19T20:25:20.883687] [INFO ] [sig       ] Generating forecast for: KARO
[2025-12-19T20:25:20.883718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2025-12-19T20:25:20.895651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2025-12-19T20:25:20.896035] [INFO ] [FORECASTER] Starting predict_future for KARO
[2025-12-19T20:25:20.896801] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2025-12-19T20:25:20.896852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:20.896884] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:20.896910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:20.896965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:20.954838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:20.955729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:20.955815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:20.955850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:21.079953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:21.080111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:21.080150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:21.080179] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:21.083845] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: DOWN (p=26.37%)
[2025-12-19T20:25:21.084314] [INFO ] [FORECASTER] Completed predict_future for KARO
[2025-12-19T20:25:21.084439] [INFO ] [sig       ] KARO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:21.232225] [INFO ] [LOCAL     ] Saved forecast: KARO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KARO.txt
[2025-12-19T20:25:21.232387] [INFO ] [sig       ] [1788/3561] Completed KARO in 0.3s | 2.90 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-19T20:25:21.232428] [INFO ] [sig       ] [1789/3561] Forecasting KB...
[2025-12-19T20:25:21.232457] [INFO ] [sig       ] Generating forecast for: KB
[2025-12-19T20:25:21.232488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-12-19T20:25:21.245289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2025-12-19T20:25:21.245720] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-12-19T20:25:21.246496] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-12-19T20:25:21.246548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:21.246616] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:21.246657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:21.246719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:21.308162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:21.309051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:21.309135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:21.309169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:21.439677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:21.439829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:21.439868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:21.439898] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:21.443513] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=22.43%)
[2025-12-19T20:25:21.443823] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-12-19T20:25:21.443951] [INFO ] [sig       ] KB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:21.598593] [INFO ] [LOCAL     ] Saved forecast: KB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KB.txt
[2025-12-19T20:25:21.598758] [INFO ] [sig       ] [1789/3561] Completed KB in 0.4s | 2.90 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-19T20:25:21.598814] [INFO ] [sig       ] [1790/3561] Forecasting KBH...
[2025-12-19T20:25:21.598852] [INFO ] [sig       ] Generating forecast for: KBH
[2025-12-19T20:25:21.598885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-12-19T20:25:21.610117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2025-12-19T20:25:21.610452] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-12-19T20:25:21.611240] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-12-19T20:25:21.611292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:21.611324] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:21.611350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:21.611405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:21.670423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:21.671290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:21.671372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:21.671405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:21.795696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:21.795848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:21.795887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:21.795915] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:21.799327] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: UP (p=68.62%)
[2025-12-19T20:25:21.799619] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-12-19T20:25:21.799744] [INFO ] [sig       ] KBH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:21.942699] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KBH.txt
[2025-12-19T20:25:21.942817] [INFO ] [sig       ] [1790/3561] Completed KBH in 0.3s | 2.90 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-19T20:25:21.942856] [INFO ] [sig       ] [1791/3561] Forecasting KBWB...
[2025-12-19T20:25:21.942886] [INFO ] [sig       ] Generating forecast for: KBWB
[2025-12-19T20:25:21.942916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2025-12-19T20:25:21.954261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2025-12-19T20:25:21.954596] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2025-12-19T20:25:21.955341] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2025-12-19T20:25:21.955391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:21.955425] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:21.955460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:21.955536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:22.015877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:22.016530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:22.016628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:22.016672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:22.161710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:22.161865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:22.161926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:22.161957] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:22.165526] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: UP (p=59.88%)
[2025-12-19T20:25:22.165823] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2025-12-19T20:25:22.165949] [INFO ] [sig       ] KBWB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:22.308532] [INFO ] [LOCAL     ] Saved forecast: KBWB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KBWB.txt
[2025-12-19T20:25:22.308691] [INFO ] [sig       ] [1791/3561] Completed KBWB in 0.4s | 2.90 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-19T20:25:22.308731] [INFO ] [sig       ] [1792/3561] Forecasting KBWD...
[2025-12-19T20:25:22.308761] [INFO ] [sig       ] Generating forecast for: KBWD
[2025-12-19T20:25:22.308791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2025-12-19T20:25:22.320530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2025-12-19T20:25:22.320872] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2025-12-19T20:25:22.321641] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2025-12-19T20:25:22.321691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:22.321722] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:22.321750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:22.321805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:22.377241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:22.377858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:22.377935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:22.377967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:22.500422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:22.500564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:22.500618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:22.500647] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:22.503925] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: UP (p=80.77%)
[2025-12-19T20:25:22.504194] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2025-12-19T20:25:22.504312] [INFO ] [sig       ] KBWD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:22.642941] [INFO ] [LOCAL     ] Saved forecast: KBWD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KBWD.txt
[2025-12-19T20:25:22.643084] [INFO ] [sig       ] [1792/3561] Completed KBWD in 0.3s | 2.90 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-19T20:25:22.643123] [INFO ] [sig       ] [1793/3561] Forecasting KBWP...
[2025-12-19T20:25:22.643152] [INFO ] [sig       ] Generating forecast for: KBWP
[2025-12-19T20:25:22.643181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2025-12-19T20:25:22.654822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2025-12-19T20:25:22.655122] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2025-12-19T20:25:22.655883] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2025-12-19T20:25:22.655934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:22.655965] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:22.655992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:22.656047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:22.712361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:22.713018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:22.713094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:22.713126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:22.830748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:22.830917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:22.830971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:22.831007] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:22.834737] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: DOWN (p=49.67%)
[2025-12-19T20:25:22.835007] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2025-12-19T20:25:22.835125] [INFO ] [sig       ] KBWP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:22.975460] [INFO ] [LOCAL     ] Saved forecast: KBWP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KBWP.txt
[2025-12-19T20:25:22.975633] [INFO ] [sig       ] [1793/3561] Completed KBWP in 0.3s | 2.90 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-19T20:25:22.975677] [INFO ] [sig       ] [1794/3561] Forecasting KBWY...
[2025-12-19T20:25:22.975706] [INFO ] [sig       ] Generating forecast for: KBWY
[2025-12-19T20:25:22.975736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2025-12-19T20:25:22.988566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2025-12-19T20:25:22.988989] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2025-12-19T20:25:22.989980] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2025-12-19T20:25:22.990032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:22.990063] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:22.990091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:22.990146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:23.047487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:23.048389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:23.048501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:23.048535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:23.166936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:23.167095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:23.167133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:23.167162] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:23.170470] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=46.86%)
[2025-12-19T20:25:23.170756] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2025-12-19T20:25:23.170876] [INFO ] [sig       ] KBWY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:23.306531] [INFO ] [LOCAL     ] Saved forecast: KBWY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KBWY.txt
[2025-12-19T20:25:23.306672] [INFO ] [sig       ] [1794/3561] Completed KBWY in 0.3s | 2.90 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-19T20:25:23.306710] [INFO ] [sig       ] [1795/3561] Forecasting KC...
[2025-12-19T20:25:23.306740] [INFO ] [sig       ] Generating forecast for: KC
[2025-12-19T20:25:23.306770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2025-12-19T20:25:23.317759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2025-12-19T20:25:23.318117] [INFO ] [FORECASTER] Starting predict_future for KC
[2025-12-19T20:25:23.319006] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2025-12-19T20:25:23.319059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:23.319104] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:23.319133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:23.319195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:23.378449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:23.379350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:23.379433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:23.379466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:23.504375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:23.504508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:23.504550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:23.504605] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:23.508630] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: DOWN (p=21.81%)
[2025-12-19T20:25:23.508939] [INFO ] [FORECASTER] Completed predict_future for KC
[2025-12-19T20:25:23.509068] [INFO ] [sig       ] KC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:23.660407] [INFO ] [LOCAL     ] Saved forecast: KC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KC.txt
[2025-12-19T20:25:23.660552] [INFO ] [sig       ] [1795/3561] Completed KC in 0.4s | 2.90 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-19T20:25:23.660613] [INFO ] [sig       ] [1796/3561] Forecasting KD...
[2025-12-19T20:25:23.660645] [INFO ] [sig       ] Generating forecast for: KD
[2025-12-19T20:25:23.660676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-12-19T20:25:23.671830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2025-12-19T20:25:23.672195] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-12-19T20:25:23.672990] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-12-19T20:25:23.673041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:23.673072] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:23.673097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:23.673152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:23.730265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:23.731153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:23.731236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:23.731268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:23.854477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:23.854651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:23.854690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:23.854717] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:23.858021] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: UP (p=98.07%)
[2025-12-19T20:25:23.858294] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-12-19T20:25:23.858417] [INFO ] [sig       ] KD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:24.000017] [INFO ] [LOCAL     ] Saved forecast: KD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KD.txt
[2025-12-19T20:25:24.000173] [INFO ] [sig       ] [1796/3561] Completed KD in 0.3s | 2.90 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-19T20:25:24.000214] [INFO ] [sig       ] [1797/3561] Forecasting KDP...
[2025-12-19T20:25:24.000244] [INFO ] [sig       ] Generating forecast for: KDP
[2025-12-19T20:25:24.000274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2025-12-19T20:25:24.012422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2025-12-19T20:25:24.012840] [INFO ] [FORECASTER] Starting predict_future for KDP
[2025-12-19T20:25:24.013674] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2025-12-19T20:25:24.013728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:24.013761] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:24.013788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:24.013845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:24.076037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:24.077093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:24.077183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:24.077217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:24.202687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:24.202842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:24.202882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:24.202911] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:24.206716] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: UP (p=85.17%)
[2025-12-19T20:25:24.207005] [INFO ] [FORECASTER] Completed predict_future for KDP
[2025-12-19T20:25:24.207327] [INFO ] [sig       ] KDP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:24.350551] [INFO ] [LOCAL     ] Saved forecast: KDP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KDP.txt
[2025-12-19T20:25:24.350719] [INFO ] [sig       ] [1797/3561] Completed KDP in 0.4s | 2.90 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-19T20:25:24.350760] [INFO ] [sig       ] [1798/3561] Forecasting KE...
[2025-12-19T20:25:24.350791] [INFO ] [sig       ] Generating forecast for: KE
[2025-12-19T20:25:24.350822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2025-12-19T20:25:24.363165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2025-12-19T20:25:24.363521] [INFO ] [FORECASTER] Starting predict_future for KE
[2025-12-19T20:25:24.364489] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2025-12-19T20:25:24.364544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:24.364597] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:24.364628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:24.364686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:24.428478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:24.429484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:24.429594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:24.429632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:24.553275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:24.553431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:24.553471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:24.553500] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:24.557610] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: UP (p=99.09%)
[2025-12-19T20:25:24.557888] [INFO ] [FORECASTER] Completed predict_future for KE
[2025-12-19T20:25:24.558021] [INFO ] [sig       ] KE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:24.717766] [INFO ] [LOCAL     ] Saved forecast: KE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KE.txt
[2025-12-19T20:25:24.717924] [INFO ] [sig       ] [1798/3561] Completed KE in 0.4s | 2.90 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-19T20:25:24.717965] [INFO ] [sig       ] [1799/3561] Forecasting KELYA...
[2025-12-19T20:25:24.718032] [INFO ] [sig       ] Generating forecast for: KELYA
[2025-12-19T20:25:24.718075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2025-12-19T20:25:24.729652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2025-12-19T20:25:24.730063] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2025-12-19T20:25:24.730888] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2025-12-19T20:25:24.730941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:24.730974] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:24.731002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:24.731060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:24.791954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:24.792877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:24.792967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:24.792999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:24.919090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:24.919260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:24.919301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:24.919331] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:24.922838] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: DOWN (p=11.14%)
[2025-12-19T20:25:24.923126] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2025-12-19T20:25:24.923258] [INFO ] [sig       ] KELYA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:25.065960] [INFO ] [LOCAL     ] Saved forecast: KELYA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KELYA.txt
[2025-12-19T20:25:25.066115] [INFO ] [sig       ] [1799/3561] Completed KELYA in 0.3s | 2.90 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-19T20:25:25.066154] [INFO ] [sig       ] [1800/3561] Forecasting KEN...
[2025-12-19T20:25:25.066185] [INFO ] [sig       ] Generating forecast for: KEN
[2025-12-19T20:25:25.066215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-12-19T20:25:25.077460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2025-12-19T20:25:25.077864] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-12-19T20:25:25.078744] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-12-19T20:25:25.078796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:25.078829] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:25.078856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:25.078913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:25.138860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:25.139954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:25.140041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:25.140074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:25.261486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:25.261665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:25.261703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:25.261732] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:25.265045] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: DOWN (p=14.31%)
[2025-12-19T20:25:25.265385] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-12-19T20:25:25.265549] [INFO ] [sig       ] KEN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:25.409837] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KEN.txt
[2025-12-19T20:25:25.409972] [INFO ] [sig       ] [1800/3561] Completed KEN in 0.3s | 2.90 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-19T20:25:25.410009] [INFO ] [sig       ] [1801/3561] Forecasting KEP...
[2025-12-19T20:25:25.410039] [INFO ] [sig       ] Generating forecast for: KEP
[2025-12-19T20:25:25.410068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-12-19T20:25:25.421721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2025-12-19T20:25:25.422060] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-12-19T20:25:25.422855] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-12-19T20:25:25.422906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:25.422964] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:25.422993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:25.423049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:25.478786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:25.479452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:25.479529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:25.479561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:25.603245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:25.603408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:25.603447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:25.603479] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:25.606846] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: DOWN (p=39.59%)
[2025-12-19T20:25:25.607126] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-12-19T20:25:25.607254] [INFO ] [sig       ] KEP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:25.749976] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KEP.txt
[2025-12-19T20:25:25.750204] [INFO ] [sig       ] [1801/3561] Completed KEP in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-19T20:25:25.750263] [INFO ] [sig       ] [1802/3561] Forecasting KEX...
[2025-12-19T20:25:25.750297] [INFO ] [sig       ] Generating forecast for: KEX
[2025-12-19T20:25:25.750328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-12-19T20:25:25.763340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2025-12-19T20:25:25.763802] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-12-19T20:25:25.764640] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-12-19T20:25:25.764692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:25.764726] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:25.764753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:25.764809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:25.826028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:25.827038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:25.827130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:25.827164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:25.988824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:25.989045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:25.989119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:25.989192] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:25.994713] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-12-19T20:25:25.995238] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-12-19T20:25:25.995452] [INFO ] [sig       ] KEX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:26.181712] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KEX.txt
[2025-12-19T20:25:26.181942] [INFO ] [sig       ] [1802/3561] Completed KEX in 0.4s | 2.90 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-19T20:25:26.182010] [INFO ] [sig       ] [1803/3561] Forecasting KEYS...
[2025-12-19T20:25:26.182058] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-12-19T20:25:26.182106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-12-19T20:25:26.205523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2025-12-19T20:25:26.206963] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-12-19T20:25:26.208478] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-12-19T20:25:26.208559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:26.208616] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:26.208646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:26.208735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:26.304992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:26.306095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:26.306210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:26.306249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:26.468750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:26.468960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:26.469026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:26.469077] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:26.474774] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=76.69%)
[2025-12-19T20:25:26.475343] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-12-19T20:25:26.475563] [INFO ] [sig       ] KEYS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:26.679726] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KEYS.txt
[2025-12-19T20:25:26.679950] [INFO ] [sig       ] [1803/3561] Completed KEYS in 0.5s | 2.90 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-19T20:25:26.680025] [INFO ] [sig       ] [1804/3561] Forecasting KFS...
[2025-12-19T20:25:26.680079] [INFO ] [sig       ] Generating forecast for: KFS
[2025-12-19T20:25:26.680135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-12-19T20:25:26.695686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2025-12-19T20:25:26.696186] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-12-19T20:25:26.697338] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-12-19T20:25:26.697412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:26.697462] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:26.697507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:26.697630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:26.775656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:26.776632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:26.776723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:26.776773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:26.946463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:26.946672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:26.946736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:26.946834] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:26.952058] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: UP (p=91.11%)
[2025-12-19T20:25:26.952477] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-12-19T20:25:26.952692] [INFO ] [sig       ] KFS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:27.098148] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KFS.txt
[2025-12-19T20:25:27.098302] [INFO ] [sig       ] [1804/3561] Completed KFS in 0.4s | 2.90 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-19T20:25:27.098343] [INFO ] [sig       ] [1805/3561] Forecasting KFY...
[2025-12-19T20:25:27.098373] [INFO ] [sig       ] Generating forecast for: KFY
[2025-12-19T20:25:27.098405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-12-19T20:25:27.109289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2025-12-19T20:25:27.109655] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-12-19T20:25:27.110453] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-12-19T20:25:27.110508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:27.110540] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:27.110584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:27.110646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:27.169007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:27.169908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:27.170001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:27.170036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:27.294213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:27.294364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:27.294402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:27.294430] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:27.297995] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=58.04%)
[2025-12-19T20:25:27.298284] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-12-19T20:25:27.298408] [INFO ] [sig       ] KFY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:27.445434] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KFY.txt
[2025-12-19T20:25:27.445624] [INFO ] [sig       ] [1805/3561] Completed KFY in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-19T20:25:27.445667] [INFO ] [sig       ] [1806/3561] Forecasting KGS...
[2025-12-19T20:25:27.445698] [INFO ] [sig       ] Generating forecast for: KGS
[2025-12-19T20:25:27.445729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-12-19T20:25:27.458500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2025-12-19T20:25:27.458938] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-12-19T20:25:27.459971] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-12-19T20:25:27.460032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:27.460065] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:27.460092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:27.460164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:27.525145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:27.526407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:27.526514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:27.526567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:27.658908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:27.659060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:27.659101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:27.659131] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:27.662914] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: UP (p=68.58%)
[2025-12-19T20:25:27.663207] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-12-19T20:25:27.663337] [INFO ] [sig       ] KGS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:27.806601] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KGS.txt
[2025-12-19T20:25:27.806756] [INFO ] [sig       ] [1806/3561] Completed KGS in 0.4s | 2.90 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-19T20:25:27.806796] [INFO ] [sig       ] [1807/3561] Forecasting KHC...
[2025-12-19T20:25:27.806825] [INFO ] [sig       ] Generating forecast for: KHC
[2025-12-19T20:25:27.806857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2025-12-19T20:25:27.819074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2025-12-19T20:25:27.819456] [INFO ] [FORECASTER] Starting predict_future for KHC
[2025-12-19T20:25:27.820255] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2025-12-19T20:25:27.820308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:27.820340] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:27.820367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:27.820423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:27.885821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:27.886939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:27.887028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:27.887061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:28.007840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:28.008005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:28.008044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:28.008072] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:28.011611] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: UP (p=53.23%)
[2025-12-19T20:25:28.011911] [INFO ] [FORECASTER] Completed predict_future for KHC
[2025-12-19T20:25:28.012040] [INFO ] [sig       ] KHC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:28.154594] [INFO ] [LOCAL     ] Saved forecast: KHC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KHC.txt
[2025-12-19T20:25:28.154758] [INFO ] [sig       ] [1807/3561] Completed KHC in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-19T20:25:28.154802] [INFO ] [sig       ] [1808/3561] Forecasting KIDS...
[2025-12-19T20:25:28.154833] [INFO ] [sig       ] Generating forecast for: KIDS
[2025-12-19T20:25:28.154863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2025-12-19T20:25:28.166835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2025-12-19T20:25:28.167191] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2025-12-19T20:25:28.168024] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2025-12-19T20:25:28.168102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:28.168136] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:28.168162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:28.168220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:28.228333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:28.229167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:28.229445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:28.229478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:28.350420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:28.350595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:28.350637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:28.350666] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:28.354064] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: UP (p=75.65%)
[2025-12-19T20:25:28.354524] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2025-12-19T20:25:28.354670] [INFO ] [sig       ] KIDS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:28.502201] [INFO ] [LOCAL     ] Saved forecast: KIDS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KIDS.txt
[2025-12-19T20:25:28.502561] [INFO ] [sig       ] [1808/3561] Completed KIDS in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-19T20:25:28.502626] [INFO ] [sig       ] [1809/3561] Forecasting KIM...
[2025-12-19T20:25:28.502656] [INFO ] [sig       ] Generating forecast for: KIM
[2025-12-19T20:25:28.502688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-12-19T20:25:28.515039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2025-12-19T20:25:28.515420] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-12-19T20:25:28.516223] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-12-19T20:25:28.516277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:28.516310] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:28.516338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:28.516395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:28.576338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:28.577166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:28.577434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:28.577467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:28.703807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:28.703960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:28.703998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:28.704026] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:28.707716] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2025-12-19T20:25:28.707981] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-12-19T20:25:28.708105] [INFO ] [sig       ] KIM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:28.849324] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KIM.txt
[2025-12-19T20:25:28.849460] [INFO ] [sig       ] [1809/3561] Completed KIM in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-19T20:25:28.849507] [INFO ] [sig       ] [1810/3561] Forecasting KINS...
[2025-12-19T20:25:28.849538] [INFO ] [sig       ] Generating forecast for: KINS
[2025-12-19T20:25:28.849583] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2025-12-19T20:25:28.861079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2025-12-19T20:25:28.861414] [INFO ] [FORECASTER] Starting predict_future for KINS
[2025-12-19T20:25:28.862178] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2025-12-19T20:25:28.862386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:28.862417] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:28.862444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:28.862499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:28.920812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:28.921548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:28.921646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:28.921682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:29.045455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:29.045633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:29.045678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:29.045708] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:29.049119] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: UP (p=69.29%)
[2025-12-19T20:25:29.049392] [INFO ] [FORECASTER] Completed predict_future for KINS
[2025-12-19T20:25:29.049530] [INFO ] [sig       ] KINS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:29.189978] [INFO ] [LOCAL     ] Saved forecast: KINS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KINS.txt
[2025-12-19T20:25:29.190121] [INFO ] [sig       ] [1810/3561] Completed KINS in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-19T20:25:29.190160] [INFO ] [sig       ] [1811/3561] Forecasting KIO...
[2025-12-19T20:25:29.190190] [INFO ] [sig       ] Generating forecast for: KIO
[2025-12-19T20:25:29.190219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-12-19T20:25:29.202542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2025-12-19T20:25:29.202908] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-12-19T20:25:29.203726] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-12-19T20:25:29.203777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:29.203810] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:29.203839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:29.203897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:29.263274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:29.264011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:29.264124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:29.264159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:29.385656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:29.385811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:29.385851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:29.385882] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:29.389500] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: DOWN (p=46.76%)
[2025-12-19T20:25:29.389800] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-12-19T20:25:29.389928] [INFO ] [sig       ] KIO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:29.537220] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KIO.txt
[2025-12-19T20:25:29.537391] [INFO ] [sig       ] [1811/3561] Completed KIO in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-19T20:25:29.537432] [INFO ] [sig       ] [1812/3561] Forecasting KKRS...
[2025-12-19T20:25:29.537462] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-12-19T20:25:29.537493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-12-19T20:25:29.549215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2025-12-19T20:25:29.549640] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-12-19T20:25:29.550445] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-12-19T20:25:29.550497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:29.550530] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:29.550557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:29.550639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:29.609379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:29.610257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:29.610340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:29.610373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:29.734139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:29.734300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:29.734341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:29.734370] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:29.737782] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: UP (p=71.63%)
[2025-12-19T20:25:29.738055] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-12-19T20:25:29.738178] [INFO ] [sig       ] KKRS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:29.876299] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KKRS.txt
[2025-12-19T20:25:29.876429] [INFO ] [sig       ] [1812/3561] Completed KKRS in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-19T20:25:29.876468] [INFO ] [sig       ] [1813/3561] Forecasting KLAC...
[2025-12-19T20:25:29.876497] [INFO ] [sig       ] Generating forecast for: KLAC
[2025-12-19T20:25:29.876527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2025-12-19T20:25:29.887772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2025-12-19T20:25:29.888100] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2025-12-19T20:25:29.888914] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2025-12-19T20:25:29.888965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:29.888997] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:29.889024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:29.889079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:29.945928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:29.946621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:29.946701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:29.946733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:30.070125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:30.070286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:30.070325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:30.070353] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:30.073837] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: DOWN (p=12.52%)
[2025-12-19T20:25:30.074169] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2025-12-19T20:25:30.074302] [INFO ] [sig       ] KLAC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:30.215340] [INFO ] [LOCAL     ] Saved forecast: KLAC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KLAC.txt
[2025-12-19T20:25:30.215489] [INFO ] [sig       ] [1813/3561] Completed KLAC in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-19T20:25:30.215529] [INFO ] [sig       ] [1814/3561] Forecasting KLIC...
[2025-12-19T20:25:30.215558] [INFO ] [sig       ] Generating forecast for: KLIC
[2025-12-19T20:25:30.215607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2025-12-19T20:25:30.226693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2025-12-19T20:25:30.227042] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2025-12-19T20:25:30.227796] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2025-12-19T20:25:30.227846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:30.227878] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:30.227904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:30.227958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:30.282985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:30.283808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:30.283888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:30.283920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:30.404541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:30.404710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:30.404749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:30.404778] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:30.408081] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: UP (p=54.30%)
[2025-12-19T20:25:30.408343] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2025-12-19T20:25:30.408463] [INFO ] [sig       ] KLIC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:30.546547] [INFO ] [LOCAL     ] Saved forecast: KLIC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KLIC.txt
[2025-12-19T20:25:30.546736] [INFO ] [sig       ] [1814/3561] Completed KLIC in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-19T20:25:30.546775] [INFO ] [sig       ] [1815/3561] Forecasting KLXE...
[2025-12-19T20:25:30.546805] [INFO ] [sig       ] Generating forecast for: KLXE
[2025-12-19T20:25:30.546836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2025-12-19T20:25:30.558542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2025-12-19T20:25:30.558954] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2025-12-19T20:25:30.559742] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2025-12-19T20:25:30.559794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:30.559826] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:30.559854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:30.559910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:30.616504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:30.617370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:30.617459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:30.617493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:30.740302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:30.740476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:30.740517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:30.740546] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:30.744375] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: DOWN (p=22.72%)
[2025-12-19T20:25:30.744670] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2025-12-19T20:25:30.744795] [INFO ] [sig       ] KLXE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:30.889672] [INFO ] [LOCAL     ] Saved forecast: KLXE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KLXE.txt
[2025-12-19T20:25:30.889828] [INFO ] [sig       ] [1815/3561] Completed KLXE in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-19T20:25:30.889868] [INFO ] [sig       ] [1816/3561] Forecasting KMB...
[2025-12-19T20:25:30.889899] [INFO ] [sig       ] Generating forecast for: KMB
[2025-12-19T20:25:30.889930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2025-12-19T20:25:30.901530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2025-12-19T20:25:30.901919] [INFO ] [FORECASTER] Starting predict_future for KMB
[2025-12-19T20:25:30.902719] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2025-12-19T20:25:30.902770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:30.902802] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:30.902829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:30.902885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:30.962493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:30.963326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:30.963410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:30.963444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:31.082020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:31.082182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:31.082225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:31.082254] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:31.085748] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: UP (p=81.50%)
[2025-12-19T20:25:31.086023] [INFO ] [FORECASTER] Completed predict_future for KMB
[2025-12-19T20:25:31.086164] [INFO ] [sig       ] KMB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:31.228900] [INFO ] [LOCAL     ] Saved forecast: KMB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KMB.txt
[2025-12-19T20:25:31.229069] [INFO ] [sig       ] [1816/3561] Completed KMB in 0.3s | 2.90 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-19T20:25:31.229108] [INFO ] [sig       ] [1817/3561] Forecasting KMDA...
[2025-12-19T20:25:31.229140] [INFO ] [sig       ] Generating forecast for: KMDA
[2025-12-19T20:25:31.229169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2025-12-19T20:25:31.240757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2025-12-19T20:25:31.241158] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2025-12-19T20:25:31.241940] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2025-12-19T20:25:31.241992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:31.242024] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:31.242050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:31.242105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:31.299830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:31.300715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:31.300822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:31.300855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:31.424439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:31.424628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:31.424669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:31.424699] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:31.427969] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: UP (p=59.03%)
[2025-12-19T20:25:31.428248] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2025-12-19T20:25:31.428371] [INFO ] [sig       ] KMDA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:31.576557] [INFO ] [LOCAL     ] Saved forecast: KMDA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KMDA.txt
[2025-12-19T20:25:31.576735] [INFO ] [sig       ] [1817/3561] Completed KMDA in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-19T20:25:31.576777] [INFO ] [sig       ] [1818/3561] Forecasting KMI...
[2025-12-19T20:25:31.576805] [INFO ] [sig       ] Generating forecast for: KMI
[2025-12-19T20:25:31.576835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-12-19T20:25:31.591058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-12-19T20:25:31.591456] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-12-19T20:25:31.592262] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-12-19T20:25:31.592314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:31.592374] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:31.592403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:31.592461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:31.655499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:31.656522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:31.656626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:31.656660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:31.785910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:31.786069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:31.786110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:31.786150] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:31.789802] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: DOWN (p=46.10%)
[2025-12-19T20:25:31.790083] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-12-19T20:25:31.790222] [INFO ] [sig       ] KMI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:31.935002] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KMI.txt
[2025-12-19T20:25:31.935137] [INFO ] [sig       ] [1818/3561] Completed KMI in 0.4s | 2.90 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-19T20:25:31.935177] [INFO ] [sig       ] [1819/3561] Forecasting KMPB...
[2025-12-19T20:25:31.935207] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-12-19T20:25:31.935236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-12-19T20:25:31.947895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2025-12-19T20:25:31.948283] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-12-19T20:25:31.949154] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-12-19T20:25:31.949215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:31.949266] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:31.949295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:31.949352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:32.009138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:32.009832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:32.009930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:32.009977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:32.124285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:32.124451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:32.124492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:32.124520] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:32.128072] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: DOWN (p=43.50%)
[2025-12-19T20:25:32.128347] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-12-19T20:25:32.128478] [INFO ] [sig       ] KMPB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:32.271771] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KMPB.txt
[2025-12-19T20:25:32.271922] [INFO ] [sig       ] [1819/3561] Completed KMPB in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-19T20:25:32.271968] [INFO ] [sig       ] [1820/3561] Forecasting KMX...
[2025-12-19T20:25:32.271998] [INFO ] [sig       ] Generating forecast for: KMX
[2025-12-19T20:25:32.272030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-12-19T20:25:32.283793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2025-12-19T20:25:32.284183] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-12-19T20:25:32.284969] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-12-19T20:25:32.285021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:32.285051] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:32.285077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:32.285132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:32.339945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:32.340853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:32.340937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:32.340968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:32.463683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:32.463861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:32.463901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:32.463929] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:32.467411] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: UP (p=97.68%)
[2025-12-19T20:25:32.467721] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-12-19T20:25:32.467851] [INFO ] [sig       ] KMX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:32.621748] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KMX.txt
[2025-12-19T20:25:32.621906] [INFO ] [sig       ] [1820/3561] Completed KMX in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-19T20:25:32.621947] [INFO ] [sig       ] [1821/3561] Forecasting KN...
[2025-12-19T20:25:32.621975] [INFO ] [sig       ] Generating forecast for: KN
[2025-12-19T20:25:32.622006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-12-19T20:25:32.635644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2025-12-19T20:25:32.636028] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-12-19T20:25:32.636846] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-12-19T20:25:32.636898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:32.636931] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:32.636957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:32.637014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:32.697553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:32.698488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:32.698590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:32.698627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:32.823284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:32.823442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:32.823479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:32.823541] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:32.826967] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: UP (p=52.89%)
[2025-12-19T20:25:32.827274] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-12-19T20:25:32.827404] [INFO ] [sig       ] KN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:32.971840] [INFO ] [LOCAL     ] Saved forecast: KN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KN.txt
[2025-12-19T20:25:32.971998] [INFO ] [sig       ] [1821/3561] Completed KN in 0.4s | 2.90 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-19T20:25:32.972040] [INFO ] [sig       ] [1822/3561] Forecasting KNF...
[2025-12-19T20:25:32.972068] [INFO ] [sig       ] Generating forecast for: KNF
[2025-12-19T20:25:32.972099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-12-19T20:25:32.984099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2025-12-19T20:25:32.984470] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-12-19T20:25:32.985301] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-12-19T20:25:32.985354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:32.985386] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:32.985414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:32.985471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:33.044168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:33.045032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:33.045113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:33.045147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:33.165423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:33.165593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:33.165634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:33.165664] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:33.169092] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=46.16%)
[2025-12-19T20:25:33.169369] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-12-19T20:25:33.169493] [INFO ] [sig       ] KNF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:33.315298] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KNF.txt
[2025-12-19T20:25:33.315428] [INFO ] [sig       ] [1822/3561] Completed KNF in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-19T20:25:33.315681] [INFO ] [sig       ] [1823/3561] Forecasting KNOP...
[2025-12-19T20:25:33.315713] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-12-19T20:25:33.315742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-12-19T20:25:33.327377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2025-12-19T20:25:33.327740] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-12-19T20:25:33.328480] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-12-19T20:25:33.328531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:33.328562] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:33.328608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:33.328667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:33.384093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:33.384718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:33.384794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:33.384827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:33.504405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:33.504585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:33.504626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:33.504655] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:33.507967] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=0.54%)
[2025-12-19T20:25:33.508239] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-12-19T20:25:33.508359] [INFO ] [sig       ] KNOP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:33.645428] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KNOP.txt
[2025-12-19T20:25:33.645562] [INFO ] [sig       ] [1823/3561] Completed KNOP in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-19T20:25:33.645619] [INFO ] [sig       ] [1824/3561] Forecasting KNSA...
[2025-12-19T20:25:33.645649] [INFO ] [sig       ] Generating forecast for: KNSA
[2025-12-19T20:25:33.645679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2025-12-19T20:25:33.657236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2025-12-19T20:25:33.657595] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2025-12-19T20:25:33.658346] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2025-12-19T20:25:33.658396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:33.658428] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:33.658454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:33.658510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:33.713707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:33.714348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:33.714426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:33.714459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:33.835564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:33.835726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:33.835764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:33.835791] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:33.839087] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: DOWN (p=49.38%)
[2025-12-19T20:25:33.839352] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2025-12-19T20:25:33.839485] [INFO ] [sig       ] KNSA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:33.977493] [INFO ] [LOCAL     ] Saved forecast: KNSA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KNSA.txt
[2025-12-19T20:25:33.977636] [INFO ] [sig       ] [1824/3561] Completed KNSA in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-19T20:25:33.977677] [INFO ] [sig       ] [1825/3561] Forecasting KNSL...
[2025-12-19T20:25:33.977707] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-12-19T20:25:33.977737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-12-19T20:25:33.988383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2025-12-19T20:25:33.988760] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-12-19T20:25:33.989521] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-12-19T20:25:33.989588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:33.989622] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:33.989649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:33.989705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:34.047013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:34.047648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:34.047727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:34.047759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:34.169264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:34.169386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:34.169422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:34.169450] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:34.172657] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: UP (p=65.45%)
[2025-12-19T20:25:34.172920] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-12-19T20:25:34.173036] [INFO ] [sig       ] KNSL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:34.308024] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KNSL.txt
[2025-12-19T20:25:34.308140] [INFO ] [sig       ] [1825/3561] Completed KNSL in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-19T20:25:34.308179] [INFO ] [sig       ] [1826/3561] Forecasting KNTK...
[2025-12-19T20:25:34.308208] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-12-19T20:25:34.308237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-12-19T20:25:34.319197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2025-12-19T20:25:34.319527] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-12-19T20:25:34.320316] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-12-19T20:25:34.320368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:34.320401] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:34.320429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:34.320486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:34.379528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:34.380193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:34.380269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:34.380301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:34.500075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:34.500232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:34.500309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:34.500340] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:34.503670] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: UP (p=65.86%)
[2025-12-19T20:25:34.503941] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-12-19T20:25:34.504063] [INFO ] [sig       ] KNTK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:34.642416] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KNTK.txt
[2025-12-19T20:25:34.642596] [INFO ] [sig       ] [1826/3561] Completed KNTK in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-19T20:25:34.642639] [INFO ] [sig       ] [1827/3561] Forecasting KNX...
[2025-12-19T20:25:34.642673] [INFO ] [sig       ] Generating forecast for: KNX
[2025-12-19T20:25:34.642705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-12-19T20:25:34.653886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2025-12-19T20:25:34.654259] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-12-19T20:25:34.655039] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-12-19T20:25:34.655090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:34.655122] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:34.655148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:34.655204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:34.710963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:34.711836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:34.711918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:34.711951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:34.833231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:34.833395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:34.833433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:34.833461] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:34.836807] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=29.20%)
[2025-12-19T20:25:34.837076] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-12-19T20:25:34.837196] [INFO ] [sig       ] KNX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:34.976079] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KNX.txt
[2025-12-19T20:25:34.976232] [INFO ] [sig       ] [1827/3561] Completed KNX in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-19T20:25:34.976272] [INFO ] [sig       ] [1828/3561] Forecasting KOD...
[2025-12-19T20:25:34.976302] [INFO ] [sig       ] Generating forecast for: KOD
[2025-12-19T20:25:34.976333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2025-12-19T20:25:34.987864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2025-12-19T20:25:34.988222] [INFO ] [FORECASTER] Starting predict_future for KOD
[2025-12-19T20:25:34.989054] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2025-12-19T20:25:34.989106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:34.989139] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:34.989166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:34.989222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:35.046605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:35.047452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:35.047599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:35.047637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:35.170877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:35.171032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:35.171071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:35.171099] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:35.174410] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-12-19T20:25:35.174698] [INFO ] [FORECASTER] Completed predict_future for KOD
[2025-12-19T20:25:35.174820] [INFO ] [sig       ] KOD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:35.317491] [INFO ] [LOCAL     ] Saved forecast: KOD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KOD.txt
[2025-12-19T20:25:35.317667] [INFO ] [sig       ] [1828/3561] Completed KOD in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-19T20:25:35.317710] [INFO ] [sig       ] [1829/3561] Forecasting KODK...
[2025-12-19T20:25:35.317740] [INFO ] [sig       ] Generating forecast for: KODK
[2025-12-19T20:25:35.317770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-12-19T20:25:35.328966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2025-12-19T20:25:35.329341] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-12-19T20:25:35.330502] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-12-19T20:25:35.330553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:35.330605] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:35.330633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:35.330688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:35.388168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:35.389092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:35.389177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:35.389210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:35.511173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:35.511326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:35.511363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:35.511391] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:35.514699] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=0.53%)
[2025-12-19T20:25:35.514966] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-12-19T20:25:35.515089] [INFO ] [sig       ] KODK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:35.659843] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KODK.txt
[2025-12-19T20:25:35.659972] [INFO ] [sig       ] [1829/3561] Completed KODK in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-19T20:25:35.660011] [INFO ] [sig       ] [1830/3561] Forecasting KOF...
[2025-12-19T20:25:35.660040] [INFO ] [sig       ] Generating forecast for: KOF
[2025-12-19T20:25:35.660070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-12-19T20:25:35.670817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2025-12-19T20:25:35.671134] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-12-19T20:25:35.672087] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-12-19T20:25:35.672137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:35.672179] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:35.672207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:35.672261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:35.731034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:35.731693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:35.731773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:35.731808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:35.855081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:35.855220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:35.855262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:35.855291] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:35.858660] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: UP (p=83.33%)
[2025-12-19T20:25:35.858970] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-12-19T20:25:35.859093] [INFO ] [sig       ] KOF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:36.004930] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KOF.txt
[2025-12-19T20:25:36.005041] [INFO ] [sig       ] [1830/3561] Completed KOF in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-19T20:25:36.005078] [INFO ] [sig       ] [1831/3561] Forecasting KOP...
[2025-12-19T20:25:36.005108] [INFO ] [sig       ] Generating forecast for: KOP
[2025-12-19T20:25:36.005137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-12-19T20:25:36.016122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2025-12-19T20:25:36.016433] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-12-19T20:25:36.017188] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-12-19T20:25:36.017238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:36.017270] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:36.017296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:36.017351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:36.073225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:36.073812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:36.073887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:36.073918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:36.194958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:36.195097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:36.195136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:36.195164] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:36.198505] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: UP (p=97.38%)
[2025-12-19T20:25:36.198819] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-12-19T20:25:36.198941] [INFO ] [sig       ] KOP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:36.344913] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KOP.txt
[2025-12-19T20:25:36.345038] [INFO ] [sig       ] [1831/3561] Completed KOP in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-19T20:25:36.345077] [INFO ] [sig       ] [1832/3561] Forecasting KOPN...
[2025-12-19T20:25:36.345107] [INFO ] [sig       ] Generating forecast for: KOPN
[2025-12-19T20:25:36.345137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2025-12-19T20:25:36.356471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2025-12-19T20:25:36.356813] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2025-12-19T20:25:36.357836] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2025-12-19T20:25:36.357888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:36.357921] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:36.357948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:36.358004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:36.415682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:36.416298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:36.416377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:36.416409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:36.534439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:36.534544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:36.534595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:36.534624] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:36.537735] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: DOWN (p=29.71%)
[2025-12-19T20:25:36.537992] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2025-12-19T20:25:36.538109] [INFO ] [sig       ] KOPN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:36.675041] [INFO ] [LOCAL     ] Saved forecast: KOPN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KOPN.txt
[2025-12-19T20:25:36.675145] [INFO ] [sig       ] [1832/3561] Completed KOPN in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-19T20:25:36.675183] [INFO ] [sig       ] [1833/3561] Forecasting KOSS...
[2025-12-19T20:25:36.675218] [INFO ] [sig       ] Generating forecast for: KOSS
[2025-12-19T20:25:36.675254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2025-12-19T20:25:36.686556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2025-12-19T20:25:36.686884] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2025-12-19T20:25:36.687638] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2025-12-19T20:25:36.687692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:36.687723] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:36.687750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:36.687806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:36.742561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:36.743162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:36.743242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:36.743273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:36.856857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:36.856958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:36.856994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:36.857021] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:36.860120] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: UP (p=87.69%)
[2025-12-19T20:25:36.860378] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2025-12-19T20:25:36.860705] [INFO ] [sig       ] KOSS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:37.048443] [INFO ] [LOCAL     ] Saved forecast: KOSS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KOSS.txt
[2025-12-19T20:25:37.048593] [INFO ] [sig       ] [1833/3561] Completed KOSS in 0.4s | 2.90 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-19T20:25:37.048633] [INFO ] [sig       ] [1834/3561] Forecasting KPRX...
[2025-12-19T20:25:37.048662] [INFO ] [sig       ] Generating forecast for: KPRX
[2025-12-19T20:25:37.048717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2025-12-19T20:25:37.059599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2025-12-19T20:25:37.059903] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2025-12-19T20:25:37.060707] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2025-12-19T20:25:37.060758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:37.060791] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:37.060819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:37.060874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:37.117466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:37.118073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:37.118150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:37.118181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:37.232048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:37.232162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:37.232196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:37.232226] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:37.235366] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: UP (p=94.24%)
[2025-12-19T20:25:37.235645] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2025-12-19T20:25:37.235763] [INFO ] [sig       ] KPRX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:37.380013] [INFO ] [LOCAL     ] Saved forecast: KPRX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KPRX.txt
[2025-12-19T20:25:37.380119] [INFO ] [sig       ] [1834/3561] Completed KPRX in 0.3s | 2.90 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-19T20:25:37.380155] [INFO ] [sig       ] [1835/3561] Forecasting KPTI...
[2025-12-19T20:25:37.380183] [INFO ] [sig       ] Generating forecast for: KPTI
[2025-12-19T20:25:37.380210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2025-12-19T20:25:37.390989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2025-12-19T20:25:37.391288] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2025-12-19T20:25:37.392036] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2025-12-19T20:25:37.392087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:37.392151] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:37.392180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:37.392236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:37.447526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:37.448110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:37.448196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:37.448228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:37.565766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:37.565896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:37.565933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:37.565960] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:37.569563] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: DOWN (p=12.52%)
[2025-12-19T20:25:37.569840] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2025-12-19T20:25:37.569959] [INFO ] [sig       ] KPTI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:37.705848] [INFO ] [LOCAL     ] Saved forecast: KPTI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KPTI.txt
[2025-12-19T20:25:37.705954] [INFO ] [sig       ] [1835/3561] Completed KPTI in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-19T20:25:37.705991] [INFO ] [sig       ] [1836/3561] Forecasting KRC...
[2025-12-19T20:25:37.706020] [INFO ] [sig       ] Generating forecast for: KRC
[2025-12-19T20:25:37.706049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-12-19T20:25:37.716846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2025-12-19T20:25:37.717157] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-12-19T20:25:37.717915] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-12-19T20:25:37.717965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:37.717996] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:37.718023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:37.718078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:37.775040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:37.775642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:37.775725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:37.775756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:37.894451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:37.894564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:37.894617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:37.894646] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:37.897846] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: DOWN (p=27.99%)
[2025-12-19T20:25:37.898104] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-12-19T20:25:37.898220] [INFO ] [sig       ] KRC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:38.035375] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KRC.txt
[2025-12-19T20:25:38.035479] [INFO ] [sig       ] [1836/3561] Completed KRC in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-19T20:25:38.035516] [INFO ] [sig       ] [1837/3561] Forecasting KREF...
[2025-12-19T20:25:38.035545] [INFO ] [sig       ] Generating forecast for: KREF
[2025-12-19T20:25:38.035590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-12-19T20:25:38.046248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2025-12-19T20:25:38.046557] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-12-19T20:25:38.047306] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-12-19T20:25:38.047356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:38.047389] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:38.047416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:38.047471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:38.102561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:38.103153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:38.103233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:38.103271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:38.217474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:38.217592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:38.217630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:38.217672] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:38.220853] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=97.90%)
[2025-12-19T20:25:38.221111] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-12-19T20:25:38.221231] [INFO ] [sig       ] KREF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:38.359220] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KREF.txt
[2025-12-19T20:25:38.359329] [INFO ] [sig       ] [1837/3561] Completed KREF in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-19T20:25:38.359368] [INFO ] [sig       ] [1838/3561] Forecasting KRG...
[2025-12-19T20:25:38.359396] [INFO ] [sig       ] Generating forecast for: KRG
[2025-12-19T20:25:38.359425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-12-19T20:25:38.370231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2025-12-19T20:25:38.370542] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-12-19T20:25:38.371308] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-12-19T20:25:38.371369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:38.371404] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:38.371430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:38.371485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:38.426325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:38.426934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:38.427011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:38.427042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:38.545346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:38.545485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:38.545522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:38.545594] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:38.548900] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: UP (p=98.69%)
[2025-12-19T20:25:38.549164] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-12-19T20:25:38.549286] [INFO ] [sig       ] KRG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:38.686924] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KRG.txt
[2025-12-19T20:25:38.687029] [INFO ] [sig       ] [1838/3561] Completed KRG in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-19T20:25:38.687067] [INFO ] [sig       ] [1839/3561] Forecasting KRMD...
[2025-12-19T20:25:38.687096] [INFO ] [sig       ] Generating forecast for: KRMD
[2025-12-19T20:25:38.687125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2025-12-19T20:25:38.699021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2025-12-19T20:25:38.699342] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2025-12-19T20:25:38.700111] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2025-12-19T20:25:38.700162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:38.700193] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:38.700220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:38.700275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:38.756327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:38.757140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:38.757223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:38.757256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:38.877766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:38.877922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:38.877959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:38.877986] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:38.881312] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: UP (p=66.98%)
[2025-12-19T20:25:38.881597] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2025-12-19T20:25:38.881723] [INFO ] [sig       ] KRMD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:39.021993] [INFO ] [LOCAL     ] Saved forecast: KRMD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KRMD.txt
[2025-12-19T20:25:39.022149] [INFO ] [sig       ] [1839/3561] Completed KRMD in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-19T20:25:39.022189] [INFO ] [sig       ] [1840/3561] Forecasting KRNY...
[2025-12-19T20:25:39.022221] [INFO ] [sig       ] Generating forecast for: KRNY
[2025-12-19T20:25:39.022251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2025-12-19T20:25:39.033890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2025-12-19T20:25:39.034244] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2025-12-19T20:25:39.035010] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2025-12-19T20:25:39.035061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:39.035092] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:39.035118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:39.035178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:39.092283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:39.093310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:39.093419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:39.093665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:39.214607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:39.214761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:39.214799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:39.214827] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:39.218124] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: DOWN (p=3.99%)
[2025-12-19T20:25:39.218394] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2025-12-19T20:25:39.218514] [INFO ] [sig       ] KRNY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:39.358067] [INFO ] [LOCAL     ] Saved forecast: KRNY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KRNY.txt
[2025-12-19T20:25:39.358207] [INFO ] [sig       ] [1840/3561] Completed KRNY in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-19T20:25:39.358246] [INFO ] [sig       ] [1841/3561] Forecasting KRO...
[2025-12-19T20:25:39.358277] [INFO ] [sig       ] Generating forecast for: KRO
[2025-12-19T20:25:39.358312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-12-19T20:25:39.369551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2025-12-19T20:25:39.369922] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-12-19T20:25:39.370688] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-12-19T20:25:39.370739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:39.370769] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:39.370795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:39.370863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:39.428844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:39.429666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:39.429743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:39.429775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:39.550129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:39.550251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:39.550293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:39.550320] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:39.553795] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: UP (p=87.88%)
[2025-12-19T20:25:39.554059] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-12-19T20:25:39.554179] [INFO ] [sig       ] KRO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:39.693960] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KRO.txt
[2025-12-19T20:25:39.694062] [INFO ] [sig       ] [1841/3561] Completed KRO in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-19T20:25:39.694099] [INFO ] [sig       ] [1842/3561] Forecasting KROS...
[2025-12-19T20:25:39.694126] [INFO ] [sig       ] Generating forecast for: KROS
[2025-12-19T20:25:39.694154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2025-12-19T20:25:39.705862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2025-12-19T20:25:39.706181] [INFO ] [FORECASTER] Starting predict_future for KROS
[2025-12-19T20:25:39.706943] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2025-12-19T20:25:39.706993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:39.707024] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:39.707051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:39.707111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:39.762785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:39.763354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:39.763429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:39.763461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:39.886033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:39.886145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:39.886180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:39.886208] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:39.889352] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: UP (p=95.97%)
[2025-12-19T20:25:39.889630] [INFO ] [FORECASTER] Completed predict_future for KROS
[2025-12-19T20:25:39.889748] [INFO ] [sig       ] KROS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:40.029768] [INFO ] [LOCAL     ] Saved forecast: KROS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KROS.txt
[2025-12-19T20:25:40.029902] [INFO ] [sig       ] [1842/3561] Completed KROS in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-19T20:25:40.029941] [INFO ] [sig       ] [1843/3561] Forecasting KRP...
[2025-12-19T20:25:40.029970] [INFO ] [sig       ] Generating forecast for: KRP
[2025-12-19T20:25:40.029999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-12-19T20:25:40.041849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRP'.
[2025-12-19T20:25:40.042171] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-12-19T20:25:40.043095] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-12-19T20:25:40.043158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:40.043191] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:40.043218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:40.043273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:40.098941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:40.099565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:40.099656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:40.099688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:40.217753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:40.217885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:40.217921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:40.217948] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:40.221163] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: DOWN (p=45.89%)
[2025-12-19T20:25:40.221423] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-12-19T20:25:40.221539] [INFO ] [sig       ] KRP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:40.368636] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KRP.txt
[2025-12-19T20:25:40.368809] [INFO ] [sig       ] [1843/3561] Completed KRP in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-19T20:25:40.368848] [INFO ] [sig       ] [1844/3561] Forecasting KRRO...
[2025-12-19T20:25:40.368878] [INFO ] [sig       ] Generating forecast for: KRRO
[2025-12-19T20:25:40.368908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2025-12-19T20:25:40.380324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2025-12-19T20:25:40.380706] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2025-12-19T20:25:40.381510] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2025-12-19T20:25:40.381560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:40.381611] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:40.381641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:40.381697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:40.436344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:40.437002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:40.437087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:40.437119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:40.561453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:40.561635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:40.561677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:40.561704] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:40.565244] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: UP (p=77.17%)
[2025-12-19T20:25:40.565532] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2025-12-19T20:25:40.565683] [INFO ] [sig       ] KRRO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:40.711373] [INFO ] [LOCAL     ] Saved forecast: KRRO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KRRO.txt
[2025-12-19T20:25:40.711695] [INFO ] [sig       ] [1844/3561] Completed KRRO in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-19T20:25:40.711736] [INFO ] [sig       ] [1845/3561] Forecasting KRUS...
[2025-12-19T20:25:40.711765] [INFO ] [sig       ] Generating forecast for: KRUS
[2025-12-19T20:25:40.711794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2025-12-19T20:25:40.723385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2025-12-19T20:25:40.723786] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2025-12-19T20:25:40.724624] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2025-12-19T20:25:40.724677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:40.724718] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:40.724754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:40.724832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:40.786801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:40.787696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:40.787813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:40.787848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:40.910738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:40.910900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:40.910943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:40.910971] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:40.914598] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: UP (p=96.74%)
[2025-12-19T20:25:40.914915] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2025-12-19T20:25:40.915058] [INFO ] [sig       ] KRUS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:41.058406] [INFO ] [LOCAL     ] Saved forecast: KRUS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KRUS.txt
[2025-12-19T20:25:41.058595] [INFO ] [sig       ] [1845/3561] Completed KRUS in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-19T20:25:41.058650] [INFO ] [sig       ] [1846/3561] Forecasting KRYS...
[2025-12-19T20:25:41.058715] [INFO ] [sig       ] Generating forecast for: KRYS
[2025-12-19T20:25:41.058763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2025-12-19T20:25:41.070201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2025-12-19T20:25:41.070570] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2025-12-19T20:25:41.071401] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2025-12-19T20:25:41.071453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:41.071485] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:41.071512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:41.071569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:41.131336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:41.132082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:41.132163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:41.132196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:41.252955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:41.253102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:41.253142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:41.253171] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:41.256537] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: DOWN (p=26.07%)
[2025-12-19T20:25:41.256831] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2025-12-19T20:25:41.256965] [INFO ] [sig       ] KRYS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:41.394785] [INFO ] [LOCAL     ] Saved forecast: KRYS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KRYS.txt
[2025-12-19T20:25:41.394946] [INFO ] [sig       ] [1846/3561] Completed KRYS in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-19T20:25:41.394987] [INFO ] [sig       ] [1847/3561] Forecasting KSCP...
[2025-12-19T20:25:41.395016] [INFO ] [sig       ] Generating forecast for: KSCP
[2025-12-19T20:25:41.395047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2025-12-19T20:25:41.406488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2025-12-19T20:25:41.406878] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2025-12-19T20:25:41.407641] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2025-12-19T20:25:41.407691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:41.407723] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:41.407749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:41.407805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:41.464606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:41.465414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:41.465497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:41.465529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:41.589091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:41.589250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:41.589294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:41.589329] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:41.592697] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2025-12-19T20:25:41.592974] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2025-12-19T20:25:41.593099] [INFO ] [sig       ] KSCP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:41.734048] [INFO ] [LOCAL     ] Saved forecast: KSCP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KSCP.txt
[2025-12-19T20:25:41.734207] [INFO ] [sig       ] [1847/3561] Completed KSCP in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-19T20:25:41.734245] [INFO ] [sig       ] [1848/3561] Forecasting KSPI...
[2025-12-19T20:25:41.734280] [INFO ] [sig       ] Generating forecast for: KSPI
[2025-12-19T20:25:41.734316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2025-12-19T20:25:41.750721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2025-12-19T20:25:41.751096] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2025-12-19T20:25:41.751937] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2025-12-19T20:25:41.751991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:41.752024] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:41.752051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:41.752108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:41.811622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:41.812565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:41.812705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:41.812757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:41.937466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:41.937643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:41.937683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:41.937711] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:41.941155] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: UP (p=80.47%)
[2025-12-19T20:25:41.941467] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2025-12-19T20:25:41.941618] [INFO ] [sig       ] KSPI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:42.081846] [INFO ] [LOCAL     ] Saved forecast: KSPI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KSPI.txt
[2025-12-19T20:25:42.082022] [INFO ] [sig       ] [1848/3561] Completed KSPI in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-19T20:25:42.082063] [INFO ] [sig       ] [1849/3561] Forecasting KSS...
[2025-12-19T20:25:42.082093] [INFO ] [sig       ] Generating forecast for: KSS
[2025-12-19T20:25:42.082123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-12-19T20:25:42.093803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2025-12-19T20:25:42.094154] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-12-19T20:25:42.095126] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-12-19T20:25:42.095177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:42.095208] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:42.095235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:42.095299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:42.152741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:42.153626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:42.153909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:42.153941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:42.277920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:42.278079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:42.278117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:42.278146] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:42.281776] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=6.80%)
[2025-12-19T20:25:42.282047] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-12-19T20:25:42.282172] [INFO ] [sig       ] KSS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:42.425601] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KSS.txt
[2025-12-19T20:25:42.425743] [INFO ] [sig       ] [1849/3561] Completed KSS in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-19T20:25:42.425781] [INFO ] [sig       ] [1850/3561] Forecasting KTB...
[2025-12-19T20:25:42.425810] [INFO ] [sig       ] Generating forecast for: KTB
[2025-12-19T20:25:42.425841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-12-19T20:25:42.436795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2025-12-19T20:25:42.437138] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-12-19T20:25:42.437912] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-12-19T20:25:42.437963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:42.437994] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:42.438021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:42.438076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:42.495764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:42.496469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:42.496546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:42.496595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:42.621379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:42.621755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:42.621797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:42.621824] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:42.625519] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: UP (p=94.07%)
[2025-12-19T20:25:42.625805] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-12-19T20:25:42.625934] [INFO ] [sig       ] KTB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:42.765598] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KTB.txt
[2025-12-19T20:25:42.765759] [INFO ] [sig       ] [1850/3561] Completed KTB in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-19T20:25:42.765798] [INFO ] [sig       ] [1851/3561] Forecasting KTCC...
[2025-12-19T20:25:42.765831] [INFO ] [sig       ] Generating forecast for: KTCC
[2025-12-19T20:25:42.765861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2025-12-19T20:25:42.777098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2025-12-19T20:25:42.777497] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2025-12-19T20:25:42.778327] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2025-12-19T20:25:42.778381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:42.778414] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:42.778442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:42.778499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:42.835733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:42.836506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:42.836610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:42.836655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:42.947526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:42.947692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:42.947732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:42.947761] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:42.951253] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: DOWN (p=25.79%)
[2025-12-19T20:25:42.951531] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2025-12-19T20:25:42.951671] [INFO ] [sig       ] KTCC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:43.091444] [INFO ] [LOCAL     ] Saved forecast: KTCC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KTCC.txt
[2025-12-19T20:25:43.091610] [INFO ] [sig       ] [1851/3561] Completed KTCC in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-19T20:25:43.091651] [INFO ] [sig       ] [1852/3561] Forecasting KTF...
[2025-12-19T20:25:43.091680] [INFO ] [sig       ] Generating forecast for: KTF
[2025-12-19T20:25:43.091710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-12-19T20:25:43.102502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2025-12-19T20:25:43.102879] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-12-19T20:25:43.103663] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-12-19T20:25:43.103714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:43.103769] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:43.103797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:43.103853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:43.162293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:43.163064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:43.163143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:43.163178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:43.286187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:43.286338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:43.286375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:43.286403] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:43.289759] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: UP (p=80.25%)
[2025-12-19T20:25:43.290025] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-12-19T20:25:43.290144] [INFO ] [sig       ] KTF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:43.432008] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KTF.txt
[2025-12-19T20:25:43.432181] [INFO ] [sig       ] [1852/3561] Completed KTF in 0.3s | 2.90 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-19T20:25:43.432224] [INFO ] [sig       ] [1853/3561] Forecasting KURA...
[2025-12-19T20:25:43.432254] [INFO ] [sig       ] Generating forecast for: KURA
[2025-12-19T20:25:43.432286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2025-12-19T20:25:43.443234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2025-12-19T20:25:43.443610] [INFO ] [FORECASTER] Starting predict_future for KURA
[2025-12-19T20:25:43.444408] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2025-12-19T20:25:43.444462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:43.444511] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:43.444540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:43.444620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:43.502398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:43.503161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:43.503263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:43.503299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:43.628657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:43.628873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:43.628920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:43.628949] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:43.632916] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-12-19T20:25:43.633285] [INFO ] [FORECASTER] Completed predict_future for KURA
[2025-12-19T20:25:43.633450] [INFO ] [sig       ] KURA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:43.777102] [INFO ] [LOCAL     ] Saved forecast: KURA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KURA.txt
[2025-12-19T20:25:43.777257] [INFO ] [sig       ] [1853/3561] Completed KURA in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-19T20:25:43.777297] [INFO ] [sig       ] [1854/3561] Forecasting KVHI...
[2025-12-19T20:25:43.777328] [INFO ] [sig       ] Generating forecast for: KVHI
[2025-12-19T20:25:43.777358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2025-12-19T20:25:43.788458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2025-12-19T20:25:43.788862] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2025-12-19T20:25:43.789633] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2025-12-19T20:25:43.789685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:43.789729] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:43.789757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:43.789813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:43.845003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:43.845855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:43.845938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:43.845970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:43.962182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:43.962330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:43.962368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:43.962397] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:43.965696] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: DOWN (p=15.20%)
[2025-12-19T20:25:43.965958] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2025-12-19T20:25:43.966078] [INFO ] [sig       ] KVHI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:44.102812] [INFO ] [LOCAL     ] Saved forecast: KVHI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KVHI.txt
[2025-12-19T20:25:44.102934] [INFO ] [sig       ] [1854/3561] Completed KVHI in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-19T20:25:44.102973] [INFO ] [sig       ] [1855/3561] Forecasting KVUE...
[2025-12-19T20:25:44.103003] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-12-19T20:25:44.103033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-12-19T20:25:44.113999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2025-12-19T20:25:44.114328] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-12-19T20:25:44.115092] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-12-19T20:25:44.115143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:44.115174] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:44.115201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:44.115255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:44.171532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:44.172407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:44.172486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:44.172519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:44.285777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:44.285925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:44.285962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:44.286022] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:44.289364] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: UP (p=62.78%)
[2025-12-19T20:25:44.289679] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-12-19T20:25:44.289807] [INFO ] [sig       ] KVUE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:44.429591] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KVUE.txt
[2025-12-19T20:25:44.429722] [INFO ] [sig       ] [1855/3561] Completed KVUE in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-19T20:25:44.429761] [INFO ] [sig       ] [1856/3561] Forecasting KVYO...
[2025-12-19T20:25:44.429792] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-12-19T20:25:44.429822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-12-19T20:25:44.440789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2025-12-19T20:25:44.441121] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-12-19T20:25:44.441887] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-12-19T20:25:44.441938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:44.441970] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:44.441997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:44.442053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:44.498676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:44.499337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:44.499414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:44.499449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:44.623902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:44.624052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:44.624091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:44.624119] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:44.627390] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: UP (p=59.13%)
[2025-12-19T20:25:44.627672] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-12-19T20:25:44.627794] [INFO ] [sig       ] KVYO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:44.766164] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KVYO.txt
[2025-12-19T20:25:44.766309] [INFO ] [sig       ] [1856/3561] Completed KVYO in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-19T20:25:44.766348] [INFO ] [sig       ] [1857/3561] Forecasting KYN...
[2025-12-19T20:25:44.766377] [INFO ] [sig       ] Generating forecast for: KYN
[2025-12-19T20:25:44.766407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-12-19T20:25:44.777672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2025-12-19T20:25:44.778021] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-12-19T20:25:44.778863] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-12-19T20:25:44.778915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:44.778948] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:44.778975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:44.779032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:44.836206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:44.837107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:44.837199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:44.837233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:44.957495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:44.957656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:44.957695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:44.957725] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:44.961279] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-12-19T20:25:44.961556] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-12-19T20:25:44.961879] [INFO ] [sig       ] KYN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:45.102354] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/KYN.txt
[2025-12-19T20:25:45.102492] [INFO ] [sig       ] [1857/3561] Completed KYN in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-19T20:25:45.102537] [INFO ] [sig       ] [1858/3561] Forecasting KYTX...
[2025-12-19T20:25:45.102567] [INFO ] [sig       ] Generating forecast for: KYTX
[2025-12-19T20:25:45.102617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2025-12-19T20:25:45.113592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2025-12-19T20:25:45.113929] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2025-12-19T20:25:45.114716] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2025-12-19T20:25:45.114768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:45.114800] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:45.114827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:45.114883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:45.173293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:45.174138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:45.174221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:45.174256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:45.294740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:45.294891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:45.294929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:45.294958] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:45.298319] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: DOWN (p=14.28%)
[2025-12-19T20:25:45.298612] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2025-12-19T20:25:45.298757] [INFO ] [sig       ] KYTX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:45.441061] [INFO ] [LOCAL     ] Saved forecast: KYTX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KYTX.txt
[2025-12-19T20:25:45.441200] [INFO ] [sig       ] [1858/3561] Completed KYTX in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-19T20:25:45.441260] [INFO ] [sig       ] [1859/3561] Forecasting KZIA...
[2025-12-19T20:25:45.441292] [INFO ] [sig       ] Generating forecast for: KZIA
[2025-12-19T20:25:45.441322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2025-12-19T20:25:45.452010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2025-12-19T20:25:45.452365] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2025-12-19T20:25:45.453158] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2025-12-19T20:25:45.453211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:45.453244] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:45.453274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:45.453331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:45.509916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:45.510788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:45.510872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:45.510905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:45.635847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:45.636011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:45.636049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:45.636077] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:45.639730] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2025-12-19T20:25:45.640025] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2025-12-19T20:25:45.640173] [INFO ] [sig       ] KZIA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:45.781649] [INFO ] [LOCAL     ] Saved forecast: KZIA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/KZIA.txt
[2025-12-19T20:25:45.781796] [INFO ] [sig       ] [1859/3561] Completed KZIA in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-19T20:25:45.781834] [INFO ] [sig       ] [1860/3561] Forecasting L...
[2025-12-19T20:25:45.781863] [INFO ] [sig       ] Generating forecast for: L
[2025-12-19T20:25:45.781894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-12-19T20:25:45.792805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2025-12-19T20:25:45.793154] [INFO ] [FORECASTER] Starting predict_future for L
[2025-12-19T20:25:45.793940] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-12-19T20:25:45.793991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:45.794025] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:45.794053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:45.794110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:45.850601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:45.851410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:45.851517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:45.851553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:45.969941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:45.970094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:45.970134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:45.970163] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:45.973514] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: UP (p=94.29%)
[2025-12-19T20:25:45.973813] [INFO ] [FORECASTER] Completed predict_future for L
[2025-12-19T20:25:45.973939] [INFO ] [sig       ] L: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:46.113496] [INFO ] [LOCAL     ] Saved forecast: L	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/L.txt
[2025-12-19T20:25:46.113661] [INFO ] [sig       ] [1860/3561] Completed L in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-19T20:25:46.113705] [INFO ] [sig       ] [1861/3561] Forecasting LAB...
[2025-12-19T20:25:46.113736] [INFO ] [sig       ] Generating forecast for: LAB
[2025-12-19T20:25:46.113767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2025-12-19T20:25:46.125136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2025-12-19T20:25:46.125502] [INFO ] [FORECASTER] Starting predict_future for LAB
[2025-12-19T20:25:46.126495] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2025-12-19T20:25:46.126547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:46.126604] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:46.126838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:46.126907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:46.184376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:46.185157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:46.185237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:46.185270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:46.310734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:46.310892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:46.310932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:46.310977] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:46.314480] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2025-12-19T20:25:46.314923] [INFO ] [FORECASTER] Completed predict_future for LAB
[2025-12-19T20:25:46.315056] [INFO ] [sig       ] LAB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:46.457555] [INFO ] [LOCAL     ] Saved forecast: LAB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LAB.txt
[2025-12-19T20:25:46.457900] [INFO ] [sig       ] [1861/3561] Completed LAB in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-19T20:25:46.457939] [INFO ] [sig       ] [1862/3561] Forecasting LAC...
[2025-12-19T20:25:46.457967] [INFO ] [sig       ] Generating forecast for: LAC
[2025-12-19T20:25:46.457996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-12-19T20:25:46.469137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2025-12-19T20:25:46.469483] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-12-19T20:25:46.470250] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-12-19T20:25:46.470300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:46.470332] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:46.470360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:46.470415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:46.525798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:46.526787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:46.526869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:46.526930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:46.650880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:46.651027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:46.651065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:46.651093] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:46.654421] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=26.49%)
[2025-12-19T20:25:46.654734] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-12-19T20:25:46.654854] [INFO ] [sig       ] LAC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:46.792044] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LAC.txt
[2025-12-19T20:25:46.792197] [INFO ] [sig       ] [1862/3561] Completed LAC in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-19T20:25:46.792236] [INFO ] [sig       ] [1863/3561] Forecasting LAD...
[2025-12-19T20:25:46.792267] [INFO ] [sig       ] Generating forecast for: LAD
[2025-12-19T20:25:46.792297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-12-19T20:25:46.803926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-12-19T20:25:46.804252] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-12-19T20:25:46.805046] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-12-19T20:25:46.805096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:46.805128] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:46.805155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:46.805211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:46.860156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:46.860793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:46.860872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:46.860917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:46.973944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:46.974092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:46.974132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:46.974159] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:46.977465] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=32.57%)
[2025-12-19T20:25:46.977758] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-12-19T20:25:46.977883] [INFO ] [sig       ] LAD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:47.119476] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LAD.txt
[2025-12-19T20:25:47.119654] [INFO ] [sig       ] [1863/3561] Completed LAD in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-19T20:25:47.119697] [INFO ] [sig       ] [1864/3561] Forecasting LAES...
[2025-12-19T20:25:47.119727] [INFO ] [sig       ] Generating forecast for: LAES
[2025-12-19T20:25:47.119759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2025-12-19T20:25:47.131518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2025-12-19T20:25:47.131908] [INFO ] [FORECASTER] Starting predict_future for LAES
[2025-12-19T20:25:47.132738] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2025-12-19T20:25:47.132791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:47.132823] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:47.132851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:47.132908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:47.192327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:47.193179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:47.193272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:47.193312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:47.315688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:47.315848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:47.315887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:47.315916] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:47.319936] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: DOWN (p=47.59%)
[2025-12-19T20:25:47.320254] [INFO ] [FORECASTER] Completed predict_future for LAES
[2025-12-19T20:25:47.320391] [INFO ] [sig       ] LAES: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:47.466551] [INFO ] [LOCAL     ] Saved forecast: LAES	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LAES.txt
[2025-12-19T20:25:47.466729] [INFO ] [sig       ] [1864/3561] Completed LAES in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-19T20:25:47.466768] [INFO ] [sig       ] [1865/3561] Forecasting LAKE...
[2025-12-19T20:25:47.466797] [INFO ] [sig       ] Generating forecast for: LAKE
[2025-12-19T20:25:47.466826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'.
[2025-12-19T20:25:47.478096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAKE'.
[2025-12-19T20:25:47.478472] [INFO ] [FORECASTER] Starting predict_future for LAKE
[2025-12-19T20:25:47.479311] [DEBUG] [LOCAL     ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt
[2025-12-19T20:25:47.479363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:47.479396] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:47.479438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:47.479498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:47.538540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:47.539635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:47.539721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:47.539754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:47.662293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:47.662446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:47.662489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:47.662517] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:47.665879] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: DOWN (p=28.47%)
[2025-12-19T20:25:47.666177] [INFO ] [FORECASTER] Completed predict_future for LAKE
[2025-12-19T20:25:47.666305] [INFO ] [sig       ] LAKE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:47.811375] [INFO ] [LOCAL     ] Saved forecast: LAKE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LAKE.txt
[2025-12-19T20:25:47.811594] [INFO ] [sig       ] [1865/3561] Completed LAKE in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-19T20:25:47.811660] [INFO ] [sig       ] [1866/3561] Forecasting LAND...
[2025-12-19T20:25:47.811700] [INFO ] [sig       ] Generating forecast for: LAND
[2025-12-19T20:25:47.811741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2025-12-19T20:25:47.823843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2025-12-19T20:25:47.824245] [INFO ] [FORECASTER] Starting predict_future for LAND
[2025-12-19T20:25:47.825137] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2025-12-19T20:25:47.825193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:47.825226] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:47.825254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:47.825312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:47.886243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:47.887123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:47.887208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:47.887242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:48.017241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:48.017403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:48.017442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:48.017470] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:48.021221] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: UP (p=78.78%)
[2025-12-19T20:25:48.021614] [INFO ] [FORECASTER] Completed predict_future for LAND
[2025-12-19T20:25:48.021780] [INFO ] [sig       ] LAND: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:48.173009] [INFO ] [LOCAL     ] Saved forecast: LAND	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LAND.txt
[2025-12-19T20:25:48.173135] [INFO ] [sig       ] [1866/3561] Completed LAND in 0.4s | 2.90 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-19T20:25:48.173173] [INFO ] [sig       ] [1867/3561] Forecasting LANDO...
[2025-12-19T20:25:48.173202] [INFO ] [sig       ] Generating forecast for: LANDO
[2025-12-19T20:25:48.173233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2025-12-19T20:25:48.184616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2025-12-19T20:25:48.184957] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2025-12-19T20:25:48.185763] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2025-12-19T20:25:48.185817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:48.185850] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:48.185878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:48.185936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:48.243476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:48.244270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:48.244348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:48.244380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:48.351300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:48.351450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:48.351496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:48.351532] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:48.355218] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: UP (p=53.20%)
[2025-12-19T20:25:48.355490] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2025-12-19T20:25:48.355632] [INFO ] [sig       ] LANDO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:48.495003] [INFO ] [LOCAL     ] Saved forecast: LANDO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LANDO.txt
[2025-12-19T20:25:48.495160] [INFO ] [sig       ] [1867/3561] Completed LANDO in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-19T20:25:48.495200] [INFO ] [sig       ] [1868/3561] Forecasting LANDP...
[2025-12-19T20:25:48.495230] [INFO ] [sig       ] Generating forecast for: LANDP
[2025-12-19T20:25:48.495260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2025-12-19T20:25:48.507351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2025-12-19T20:25:48.507757] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2025-12-19T20:25:48.508562] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2025-12-19T20:25:48.508640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:48.508675] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:48.508928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:48.508985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:48.568336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:48.569397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:48.569480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:48.569512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:48.684064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:48.684212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:48.684251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:48.684280] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:48.687733] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: UP (p=84.63%)
[2025-12-19T20:25:48.688024] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2025-12-19T20:25:48.688145] [INFO ] [sig       ] LANDP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:48.830269] [INFO ] [LOCAL     ] Saved forecast: LANDP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LANDP.txt
[2025-12-19T20:25:48.830397] [INFO ] [sig       ] [1868/3561] Completed LANDP in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-19T20:25:48.830435] [INFO ] [sig       ] [1869/3561] Forecasting LASE...
[2025-12-19T20:25:48.830473] [INFO ] [sig       ] Generating forecast for: LASE
[2025-12-19T20:25:48.830511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'.
[2025-12-19T20:25:48.841163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LASE'.
[2025-12-19T20:25:48.841507] [INFO ] [FORECASTER] Starting predict_future for LASE
[2025-12-19T20:25:48.842322] [DEBUG] [LOCAL     ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt
[2025-12-19T20:25:48.842375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:48.842442] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:48.842483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:48.842565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:48.900061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:48.900732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:48.900809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:48.900840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:49.021334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:49.021486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:49.021527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:49.021557] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:49.025079] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: UP (p=99.80%)
[2025-12-19T20:25:49.025356] [INFO ] [FORECASTER] Completed predict_future for LASE
[2025-12-19T20:25:49.025479] [INFO ] [sig       ] LASE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:49.165780] [INFO ] [LOCAL     ] Saved forecast: LASE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LASE.txt
[2025-12-19T20:25:49.165911] [INFO ] [sig       ] [1869/3561] Completed LASE in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-19T20:25:49.165950] [INFO ] [sig       ] [1870/3561] Forecasting LAZ...
[2025-12-19T20:25:49.165980] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-12-19T20:25:49.166010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-12-19T20:25:49.176836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2025-12-19T20:25:49.177153] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-12-19T20:25:49.177943] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-12-19T20:25:49.177993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:49.178025] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:49.178052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:49.178107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:49.234756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:49.235478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:49.235562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:49.235611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:49.355800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:49.355938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:49.355975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:49.356003] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:49.359288] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=99.36%)
[2025-12-19T20:25:49.359600] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-12-19T20:25:49.359742] [INFO ] [sig       ] LAZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:49.501520] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LAZ.txt
[2025-12-19T20:25:49.501666] [INFO ] [sig       ] [1870/3561] Completed LAZ in 0.3s | 2.90 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-19T20:25:49.501895] [INFO ] [sig       ] [1871/3561] Forecasting LBRDA...
[2025-12-19T20:25:49.501925] [INFO ] [sig       ] Generating forecast for: LBRDA
[2025-12-19T20:25:49.501955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2025-12-19T20:25:49.514549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2025-12-19T20:25:49.514909] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2025-12-19T20:25:49.515868] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2025-12-19T20:25:49.515919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:49.515951] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:49.515978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:49.516034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:49.573442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:49.574224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:49.574303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:49.574335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:49.697958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:49.698108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:49.698146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:49.698173] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:49.701496] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: DOWN (p=27.25%)
[2025-12-19T20:25:49.701776] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2025-12-19T20:25:49.702081] [INFO ] [sig       ] LBRDA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:49.844023] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LBRDA.txt
[2025-12-19T20:25:49.844147] [INFO ] [sig       ] [1871/3561] Completed LBRDA in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-19T20:25:49.844185] [INFO ] [sig       ] [1872/3561] Forecasting LBRDK...
[2025-12-19T20:25:49.844215] [INFO ] [sig       ] Generating forecast for: LBRDK
[2025-12-19T20:25:49.844246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2025-12-19T20:25:49.855662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2025-12-19T20:25:49.855979] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2025-12-19T20:25:49.856735] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2025-12-19T20:25:49.856786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:49.856816] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:49.856843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:49.856899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:49.913493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:49.914277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:49.914354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:49.914386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:50.034167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:50.034309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:50.034348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:50.034416] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:50.038049] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: UP (p=96.68%)
[2025-12-19T20:25:50.038317] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2025-12-19T20:25:50.038436] [INFO ] [sig       ] LBRDK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:50.177477] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LBRDK.txt
[2025-12-19T20:25:50.177621] [INFO ] [sig       ] [1872/3561] Completed LBRDK in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-19T20:25:50.177661] [INFO ] [sig       ] [1873/3561] Forecasting LBTYA...
[2025-12-19T20:25:50.177694] [INFO ] [sig       ] Generating forecast for: LBTYA
[2025-12-19T20:25:50.177723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2025-12-19T20:25:50.189609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2025-12-19T20:25:50.189943] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2025-12-19T20:25:50.190707] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2025-12-19T20:25:50.190757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:50.190788] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:50.190814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:50.190869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:50.248822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:50.249483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:50.249563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:50.249613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:50.372911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:50.373061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:50.373100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:50.373128] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:50.376499] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: DOWN (p=17.31%)
[2025-12-19T20:25:50.376790] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2025-12-19T20:25:50.376919] [INFO ] [sig       ] LBTYA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:50.518694] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LBTYA.txt
[2025-12-19T20:25:50.518845] [INFO ] [sig       ] [1873/3561] Completed LBTYA in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-19T20:25:50.518885] [INFO ] [sig       ] [1874/3561] Forecasting LBTYK...
[2025-12-19T20:25:50.518915] [INFO ] [sig       ] Generating forecast for: LBTYK
[2025-12-19T20:25:50.518947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2025-12-19T20:25:50.531292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2025-12-19T20:25:50.531681] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2025-12-19T20:25:50.532443] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2025-12-19T20:25:50.532496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:50.532527] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:50.532555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:50.532637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:50.592020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:50.592770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:50.592847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:50.592898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:50.718508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:50.718672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:50.718921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:50.718951] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:50.722536] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: DOWN (p=13.55%)
[2025-12-19T20:25:50.723011] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2025-12-19T20:25:50.723134] [INFO ] [sig       ] LBTYK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:50.863698] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LBTYK.txt
[2025-12-19T20:25:50.863827] [INFO ] [sig       ] [1874/3561] Completed LBTYK in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-19T20:25:50.863865] [INFO ] [sig       ] [1875/3561] Forecasting LC...
[2025-12-19T20:25:50.863894] [INFO ] [sig       ] Generating forecast for: LC
[2025-12-19T20:25:50.863925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-12-19T20:25:50.875625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2025-12-19T20:25:50.875991] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-12-19T20:25:50.876807] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-12-19T20:25:50.876864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:50.876896] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:50.876922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:50.876978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:50.934694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:50.935321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:50.935397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:50.935429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:51.053907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:51.054057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:51.054094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:51.054128] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:51.057550] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: UP (p=83.12%)
[2025-12-19T20:25:51.057832] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-12-19T20:25:51.057953] [INFO ] [sig       ] LC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:51.195108] [INFO ] [LOCAL     ] Saved forecast: LC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LC.txt
[2025-12-19T20:25:51.195243] [INFO ] [sig       ] [1875/3561] Completed LC in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-19T20:25:51.195281] [INFO ] [sig       ] [1876/3561] Forecasting LCFY...
[2025-12-19T20:25:51.195310] [INFO ] [sig       ] Generating forecast for: LCFY
[2025-12-19T20:25:51.195341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2025-12-19T20:25:51.205986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2025-12-19T20:25:51.206345] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2025-12-19T20:25:51.207127] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2025-12-19T20:25:51.207179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:51.207211] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:51.207249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:51.207306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:51.263059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:51.263747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:51.263824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:51.263856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:51.375051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:51.375211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:51.375250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:51.375278] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:51.379126] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: UP (p=59.26%)
[2025-12-19T20:25:51.379414] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2025-12-19T20:25:51.379551] [INFO ] [sig       ] LCFY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:51.521645] [INFO ] [LOCAL     ] Saved forecast: LCFY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LCFY.txt
[2025-12-19T20:25:51.521803] [INFO ] [sig       ] [1876/3561] Completed LCFY in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-19T20:25:51.521845] [INFO ] [sig       ] [1877/3561] Forecasting LCID...
[2025-12-19T20:25:51.521874] [INFO ] [sig       ] Generating forecast for: LCID
[2025-12-19T20:25:51.521903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2025-12-19T20:25:51.534549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2025-12-19T20:25:51.534958] [INFO ] [FORECASTER] Starting predict_future for LCID
[2025-12-19T20:25:51.535783] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2025-12-19T20:25:51.535839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:51.535872] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:51.535899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:51.535955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:51.594186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:51.595073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:51.595167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:51.595201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:51.717309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:51.717463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:51.717502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:51.717530] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:51.720859] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: UP (p=77.10%)
[2025-12-19T20:25:51.721123] [INFO ] [FORECASTER] Completed predict_future for LCID
[2025-12-19T20:25:51.721244] [INFO ] [sig       ] LCID: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:51.859210] [INFO ] [LOCAL     ] Saved forecast: LCID	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LCID.txt
[2025-12-19T20:25:51.859336] [INFO ] [sig       ] [1877/3561] Completed LCID in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-19T20:25:51.859373] [INFO ] [sig       ] [1878/3561] Forecasting LCII...
[2025-12-19T20:25:51.859402] [INFO ] [sig       ] Generating forecast for: LCII
[2025-12-19T20:25:51.859431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-12-19T20:25:51.870565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2025-12-19T20:25:51.870894] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-12-19T20:25:51.871672] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-12-19T20:25:51.871722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:51.871753] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:51.871779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:51.871833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:51.928122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:51.928786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:51.928862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:51.928893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:52.045195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:52.045343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:52.045380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:52.045408] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:52.048921] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=27.00%)
[2025-12-19T20:25:52.049186] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-12-19T20:25:52.049307] [INFO ] [sig       ] LCII: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:52.192721] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LCII.txt
[2025-12-19T20:25:52.192840] [INFO ] [sig       ] [1878/3561] Completed LCII in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-19T20:25:52.192883] [INFO ] [sig       ] [1879/3561] Forecasting LCNB...
[2025-12-19T20:25:52.192912] [INFO ] [sig       ] Generating forecast for: LCNB
[2025-12-19T20:25:52.192941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2025-12-19T20:25:52.204167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2025-12-19T20:25:52.204486] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2025-12-19T20:25:52.205277] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2025-12-19T20:25:52.205328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:52.205362] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:52.205390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:52.205447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:52.263200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:52.263841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:52.263943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:52.263976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:52.373789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:52.373935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:52.373974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:52.374003] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:52.377341] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-12-19T20:25:52.377635] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2025-12-19T20:25:52.377760] [INFO ] [sig       ] LCNB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:52.516657] [INFO ] [LOCAL     ] Saved forecast: LCNB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LCNB.txt
[2025-12-19T20:25:52.516784] [INFO ] [sig       ] [1879/3561] Completed LCNB in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-19T20:25:52.516823] [INFO ] [sig       ] [1880/3561] Forecasting LDI...
[2025-12-19T20:25:52.517017] [INFO ] [sig       ] Generating forecast for: LDI
[2025-12-19T20:25:52.517054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-12-19T20:25:52.529136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2025-12-19T20:25:52.529464] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-12-19T20:25:52.530425] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-12-19T20:25:52.530476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:52.530507] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:52.530533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:52.530606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:52.589565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:52.590468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:52.590549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:52.590607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:52.718530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:52.718736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:52.718778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:52.718807] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:52.722728] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: UP (p=99.23%)
[2025-12-19T20:25:52.723009] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-12-19T20:25:52.723289] [INFO ] [sig       ] LDI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:52.868424] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LDI.txt
[2025-12-19T20:25:52.868627] [INFO ] [sig       ] [1880/3561] Completed LDI in 0.4s | 2.90 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-19T20:25:52.868708] [INFO ] [sig       ] [1881/3561] Forecasting LDOS...
[2025-12-19T20:25:52.868744] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-12-19T20:25:52.868774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-12-19T20:25:52.881464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDOS'.
[2025-12-19T20:25:52.882136] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-12-19T20:25:52.883151] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-12-19T20:25:52.883202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:52.883235] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:52.883262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:52.883335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:52.943833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:52.944688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:52.944769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:52.944981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:53.064154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:53.064300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:53.064337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:53.064365] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:53.067641] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: UP (p=57.59%)
[2025-12-19T20:25:53.067904] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-12-19T20:25:53.068065] [INFO ] [sig       ] LDOS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:53.207870] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LDOS.txt
[2025-12-19T20:25:53.208014] [INFO ] [sig       ] [1881/3561] Completed LDOS in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-19T20:25:53.208055] [INFO ] [sig       ] [1882/3561] Forecasting LDP...
[2025-12-19T20:25:53.208084] [INFO ] [sig       ] Generating forecast for: LDP
[2025-12-19T20:25:53.208114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-12-19T20:25:53.219380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2025-12-19T20:25:53.219720] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-12-19T20:25:53.220467] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-12-19T20:25:53.220518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:53.220551] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:53.220600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:53.220660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:53.275434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:53.276103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:53.276180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:53.276212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:53.400984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:53.401127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:53.401165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:53.401193] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:53.404459] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: DOWN (p=33.14%)
[2025-12-19T20:25:53.404773] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-12-19T20:25:53.404894] [INFO ] [sig       ] LDP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:53.546233] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LDP.txt
[2025-12-19T20:25:53.546401] [INFO ] [sig       ] [1882/3561] Completed LDP in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-19T20:25:53.546453] [INFO ] [sig       ] [1883/3561] Forecasting LDSF...
[2025-12-19T20:25:53.546491] [INFO ] [sig       ] Generating forecast for: LDSF
[2025-12-19T20:25:53.546525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'.
[2025-12-19T20:25:53.559839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDSF'.
[2025-12-19T20:25:53.560190] [INFO ] [FORECASTER] Starting predict_future for LDSF
[2025-12-19T20:25:53.560988] [DEBUG] [LOCAL     ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt
[2025-12-19T20:25:53.561039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:53.561072] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:53.561099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:53.561156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:53.619755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:53.620421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:53.620528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:53.620563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:53.733711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:53.733860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:53.733899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:53.733927] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:53.737214] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: DOWN (p=49.63%)
[2025-12-19T20:25:53.737475] [INFO ] [FORECASTER] Completed predict_future for LDSF
[2025-12-19T20:25:53.737612] [INFO ] [sig       ] LDSF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:53.874453] [INFO ] [LOCAL     ] Saved forecast: LDSF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LDSF.txt
[2025-12-19T20:25:53.874594] [INFO ] [sig       ] [1883/3561] Completed LDSF in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-19T20:25:53.874635] [INFO ] [sig       ] [1884/3561] Forecasting LE...
[2025-12-19T20:25:53.874665] [INFO ] [sig       ] Generating forecast for: LE
[2025-12-19T20:25:53.874696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2025-12-19T20:25:53.885841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2025-12-19T20:25:53.886204] [INFO ] [FORECASTER] Starting predict_future for LE
[2025-12-19T20:25:53.887028] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2025-12-19T20:25:53.887079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:53.887112] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:53.887140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:53.887197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:53.942544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:53.943172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:53.943247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:53.943279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:54.065611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:54.065750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:54.065787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:54.065815] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:54.069071] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: UP (p=79.84%)
[2025-12-19T20:25:54.069344] [INFO ] [FORECASTER] Completed predict_future for LE
[2025-12-19T20:25:54.069466] [INFO ] [sig       ] LE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:54.209022] [INFO ] [LOCAL     ] Saved forecast: LE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LE.txt
[2025-12-19T20:25:54.209142] [INFO ] [sig       ] [1884/3561] Completed LE in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-19T20:25:54.209180] [INFO ] [sig       ] [1885/3561] Forecasting LEA...
[2025-12-19T20:25:54.209210] [INFO ] [sig       ] Generating forecast for: LEA
[2025-12-19T20:25:54.209239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-12-19T20:25:54.220729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2025-12-19T20:25:54.221063] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-12-19T20:25:54.221819] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-12-19T20:25:54.221870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:54.221902] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:54.221929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:54.221985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:54.278548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:54.279389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:54.279472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:54.279504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:54.401403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:54.401591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:54.401633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:54.401662] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:54.405234] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: DOWN (p=5.08%)
[2025-12-19T20:25:54.405505] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-12-19T20:25:54.405644] [INFO ] [sig       ] LEA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:54.546245] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LEA.txt
[2025-12-19T20:25:54.546365] [INFO ] [sig       ] [1885/3561] Completed LEA in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-19T20:25:54.546403] [INFO ] [sig       ] [1886/3561] Forecasting LECO...
[2025-12-19T20:25:54.546432] [INFO ] [sig       ] Generating forecast for: LECO
[2025-12-19T20:25:54.546460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2025-12-19T20:25:54.557748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2025-12-19T20:25:54.558079] [INFO ] [FORECASTER] Starting predict_future for LECO
[2025-12-19T20:25:54.558868] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2025-12-19T20:25:54.558919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:54.558976] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:54.559004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:54.559059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:54.617323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:54.618173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:54.618256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:54.618289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:54.736621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:54.736765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:54.736802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:54.736831] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:54.740199] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: DOWN (p=24.28%)
[2025-12-19T20:25:54.740460] [INFO ] [FORECASTER] Completed predict_future for LECO
[2025-12-19T20:25:54.740593] [INFO ] [sig       ] LECO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:54.881913] [INFO ] [LOCAL     ] Saved forecast: LECO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LECO.txt
[2025-12-19T20:25:54.882051] [INFO ] [sig       ] [1886/3561] Completed LECO in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-19T20:25:54.882091] [INFO ] [sig       ] [1887/3561] Forecasting LEG...
[2025-12-19T20:25:54.882121] [INFO ] [sig       ] Generating forecast for: LEG
[2025-12-19T20:25:54.882150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-12-19T20:25:54.893002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2025-12-19T20:25:54.893325] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-12-19T20:25:54.894083] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-12-19T20:25:54.894133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:54.894164] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:54.894192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:54.894247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:54.952120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:54.953169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:54.953285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:54.953321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:55.074512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:55.074672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:55.074713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:55.074742] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:55.078280] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=35.29%)
[2025-12-19T20:25:55.078551] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-12-19T20:25:55.078713] [INFO ] [sig       ] LEG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:55.218767] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LEG.txt
[2025-12-19T20:25:55.218901] [INFO ] [sig       ] [1887/3561] Completed LEG in 0.3s | 2.90 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-19T20:25:55.218941] [INFO ] [sig       ] [1888/3561] Forecasting LEGH...
[2025-12-19T20:25:55.218970] [INFO ] [sig       ] Generating forecast for: LEGH
[2025-12-19T20:25:55.218999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2025-12-19T20:25:55.230009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2025-12-19T20:25:55.230351] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2025-12-19T20:25:55.231115] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2025-12-19T20:25:55.231166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:55.231198] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:55.231224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:55.231279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:55.287240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:55.287914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:55.287991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:55.288023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:55.404782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:55.404934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:55.404972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:55.404999] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:55.408308] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: UP (p=51.56%)
[2025-12-19T20:25:55.408593] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2025-12-19T20:25:55.408729] [INFO ] [sig       ] LEGH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:55.556927] [INFO ] [LOCAL     ] Saved forecast: LEGH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LEGH.txt
[2025-12-19T20:25:55.557087] [INFO ] [sig       ] [1888/3561] Completed LEGH in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-19T20:25:55.557128] [INFO ] [sig       ] [1889/3561] Forecasting LEGN...
[2025-12-19T20:25:55.557158] [INFO ] [sig       ] Generating forecast for: LEGN
[2025-12-19T20:25:55.557189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2025-12-19T20:25:55.569836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2025-12-19T20:25:55.570421] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2025-12-19T20:25:55.571269] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2025-12-19T20:25:55.571334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:55.571368] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:55.571395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:55.571451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:55.630664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:55.631492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:55.631629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:55.631669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:55.750894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:55.751050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:55.751109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:55.751172] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:55.754533] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: DOWN (p=12.79%)
[2025-12-19T20:25:55.754820] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2025-12-19T20:25:55.754942] [INFO ] [sig       ] LEGN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:55.900072] [INFO ] [LOCAL     ] Saved forecast: LEGN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LEGN.txt
[2025-12-19T20:25:55.900227] [INFO ] [sig       ] [1889/3561] Completed LEGN in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-19T20:25:55.900272] [INFO ] [sig       ] [1890/3561] Forecasting LEN...
[2025-12-19T20:25:55.900301] [INFO ] [sig       ] Generating forecast for: LEN
[2025-12-19T20:25:55.900331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-12-19T20:25:55.912277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2025-12-19T20:25:55.912657] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-12-19T20:25:55.913482] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-12-19T20:25:55.913535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:55.913588] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:55.913627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:55.913686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:55.972429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:55.973322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:55.973407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:55.973442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:56.107884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:56.108047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:56.108094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:56.108131] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:56.111770] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: DOWN (p=2.99%)
[2025-12-19T20:25:56.112060] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-12-19T20:25:56.112189] [INFO ] [sig       ] LEN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:56.252676] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LEN.txt
[2025-12-19T20:25:56.252815] [INFO ] [sig       ] [1890/3561] Completed LEN in 0.4s | 2.90 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-19T20:25:56.252854] [INFO ] [sig       ] [1891/3561] Forecasting LENZ...
[2025-12-19T20:25:56.252884] [INFO ] [sig       ] Generating forecast for: LENZ
[2025-12-19T20:25:56.252913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2025-12-19T20:25:56.264151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2025-12-19T20:25:56.264480] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2025-12-19T20:25:56.265280] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2025-12-19T20:25:56.265332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:56.265364] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:56.265392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:56.265450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:56.320318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:56.320968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:56.321046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:56.321078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:56.440534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:56.440704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:56.440745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:56.440774] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:56.444182] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2025-12-19T20:25:56.444455] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2025-12-19T20:25:56.444597] [INFO ] [sig       ] LENZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:56.580678] [INFO ] [LOCAL     ] Saved forecast: LENZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LENZ.txt
[2025-12-19T20:25:56.580811] [INFO ] [sig       ] [1891/3561] Completed LENZ in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-19T20:25:56.580851] [INFO ] [sig       ] [1892/3561] Forecasting LEO...
[2025-12-19T20:25:56.580880] [INFO ] [sig       ] Generating forecast for: LEO
[2025-12-19T20:25:56.580911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-12-19T20:25:56.592321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2025-12-19T20:25:56.592736] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-12-19T20:25:56.593565] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-12-19T20:25:56.593653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:56.593689] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:56.593716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:56.593772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:56.651770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:56.652648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:56.652739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:56.652772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:56.772994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:56.773153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:56.773192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:56.773220] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:56.776553] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=9.01%)
[2025-12-19T20:25:56.776849] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-12-19T20:25:56.776972] [INFO ] [sig       ] LEO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:56.914058] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LEO.txt
[2025-12-19T20:25:56.914213] [INFO ] [sig       ] [1892/3561] Completed LEO in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-19T20:25:56.914261] [INFO ] [sig       ] [1893/3561] Forecasting LESL...
[2025-12-19T20:25:56.914291] [INFO ] [sig       ] Generating forecast for: LESL
[2025-12-19T20:25:56.914322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2025-12-19T20:25:56.925890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2025-12-19T20:25:56.926285] [INFO ] [FORECASTER] Starting predict_future for LESL
[2025-12-19T20:25:56.927128] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2025-12-19T20:25:56.927180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:56.927212] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:56.927241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:56.927297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:56.983027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:56.983858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:56.983939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:56.983971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:57.106984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:57.107164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:57.107223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:57.107262] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:57.112011] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: DOWN (p=3.33%)
[2025-12-19T20:25:57.112455] [INFO ] [FORECASTER] Completed predict_future for LESL
[2025-12-19T20:25:57.112649] [INFO ] [sig       ] LESL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:57.258933] [INFO ] [LOCAL     ] Saved forecast: LESL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LESL.txt
[2025-12-19T20:25:57.259270] [INFO ] [sig       ] [1893/3561] Completed LESL in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-19T20:25:57.259314] [INFO ] [sig       ] [1894/3561] Forecasting LEVI...
[2025-12-19T20:25:57.259344] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-12-19T20:25:57.259374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-12-19T20:25:57.270494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2025-12-19T20:25:57.270910] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-12-19T20:25:57.271724] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-12-19T20:25:57.271776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:57.271810] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:57.271837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:57.271894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:57.327854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:57.328598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:57.328691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:57.328730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:57.452414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:57.452566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:57.452622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:57.452650] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:57.455968] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: UP (p=74.41%)
[2025-12-19T20:25:57.456232] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-12-19T20:25:57.456366] [INFO ] [sig       ] LEVI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:57.596187] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LEVI.txt
[2025-12-19T20:25:57.596338] [INFO ] [sig       ] [1894/3561] Completed LEVI in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-19T20:25:57.596379] [INFO ] [sig       ] [1895/3561] Forecasting LFMD...
[2025-12-19T20:25:57.596408] [INFO ] [sig       ] Generating forecast for: LFMD
[2025-12-19T20:25:57.596439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2025-12-19T20:25:57.608552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2025-12-19T20:25:57.608986] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2025-12-19T20:25:57.609793] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2025-12-19T20:25:57.609846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:57.609878] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:57.609906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:57.609962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:57.666883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:57.667679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:57.667766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:57.667805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:57.789649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:57.789811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:57.789859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:57.789892] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:57.793234] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: DOWN (p=7.06%)
[2025-12-19T20:25:57.793501] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2025-12-19T20:25:57.793639] [INFO ] [sig       ] LFMD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:57.936128] [INFO ] [LOCAL     ] Saved forecast: LFMD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LFMD.txt
[2025-12-19T20:25:57.936276] [INFO ] [sig       ] [1895/3561] Completed LFMD in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-19T20:25:57.936314] [INFO ] [sig       ] [1896/3561] Forecasting LFUS...
[2025-12-19T20:25:57.936345] [INFO ] [sig       ] Generating forecast for: LFUS
[2025-12-19T20:25:57.936376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2025-12-19T20:25:57.947598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2025-12-19T20:25:57.947972] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2025-12-19T20:25:57.948801] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2025-12-19T20:25:57.948852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:57.948885] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:57.948913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:57.948970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:58.007540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:58.008432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:58.008587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:58.008625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:58.132381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:58.132535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:58.132609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:58.132643] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:58.135927] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: DOWN (p=47.23%)
[2025-12-19T20:25:58.136190] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2025-12-19T20:25:58.136308] [INFO ] [sig       ] LFUS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:58.273723] [INFO ] [LOCAL     ] Saved forecast: LFUS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LFUS.txt
[2025-12-19T20:25:58.273877] [INFO ] [sig       ] [1896/3561] Completed LFUS in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-19T20:25:58.273917] [INFO ] [sig       ] [1897/3561] Forecasting LFVN...
[2025-12-19T20:25:58.273946] [INFO ] [sig       ] Generating forecast for: LFVN
[2025-12-19T20:25:58.273976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2025-12-19T20:25:58.285392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2025-12-19T20:25:58.285779] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2025-12-19T20:25:58.286532] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2025-12-19T20:25:58.286602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:58.286636] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:58.286663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:58.286724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:58.342566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:58.343359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:58.343442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:58.343474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:58.460865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:58.461020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:58.461059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:58.461088] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:58.464440] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: DOWN (p=23.40%)
[2025-12-19T20:25:58.464724] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2025-12-19T20:25:58.464844] [INFO ] [sig       ] LFVN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:25:58.601673] [INFO ] [LOCAL     ] Saved forecast: LFVN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LFVN.txt
[2025-12-19T20:25:58.601816] [INFO ] [sig       ] [1897/3561] Completed LFVN in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-19T20:25:58.601854] [INFO ] [sig       ] [1898/3561] Forecasting LGCL...
[2025-12-19T20:25:58.601885] [INFO ] [sig       ] Generating forecast for: LGCL
[2025-12-19T20:25:58.601915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2025-12-19T20:25:58.612848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2025-12-19T20:25:58.613175] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2025-12-19T20:25:58.613945] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2025-12-19T20:25:58.613996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:58.614027] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:58.614054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:58.614109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:58.670207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:58.670994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:58.671074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:58.671106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:58.780628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:58.780778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:58.780816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:58.780844] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:58.784150] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: UP (p=69.54%)
[2025-12-19T20:25:58.784412] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2025-12-19T20:25:58.784530] [INFO ] [sig       ] LGCL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:58.921989] [INFO ] [LOCAL     ] Saved forecast: LGCL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LGCL.txt
[2025-12-19T20:25:58.922113] [INFO ] [sig       ] [1898/3561] Completed LGCL in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-19T20:25:58.922153] [INFO ] [sig       ] [1899/3561] Forecasting LGI...
[2025-12-19T20:25:58.922182] [INFO ] [sig       ] Generating forecast for: LGI
[2025-12-19T20:25:58.922213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-12-19T20:25:58.933485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2025-12-19T20:25:58.933825] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-12-19T20:25:58.934595] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-12-19T20:25:58.934646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:58.934678] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:58.934705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:58.934761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:58.989824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:58.990437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:58.990514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:58.990547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:59.106029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:59.106184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:59.106222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:59.106252] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:59.109550] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: UP (p=56.63%)
[2025-12-19T20:25:59.109839] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-12-19T20:25:59.109957] [INFO ] [sig       ] LGI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:59.246475] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LGI.txt
[2025-12-19T20:25:59.246639] [INFO ] [sig       ] [1899/3561] Completed LGI in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-19T20:25:59.246681] [INFO ] [sig       ] [1900/3561] Forecasting LGIH...
[2025-12-19T20:25:59.246710] [INFO ] [sig       ] Generating forecast for: LGIH
[2025-12-19T20:25:59.246741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2025-12-19T20:25:59.257400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2025-12-19T20:25:59.257755] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2025-12-19T20:25:59.258502] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2025-12-19T20:25:59.258553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:59.258623] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:59.258654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:59.258732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:59.313105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:59.313712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:59.313793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:59.313825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:59.427873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:59.428019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:59.428058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:59.428086] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:59.431375] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: UP (p=68.83%)
[2025-12-19T20:25:59.431664] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2025-12-19T20:25:59.431790] [INFO ] [sig       ] LGIH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:59.567548] [INFO ] [LOCAL     ] Saved forecast: LGIH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LGIH.txt
[2025-12-19T20:25:59.567692] [INFO ] [sig       ] [1900/3561] Completed LGIH in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-19T20:25:59.567732] [INFO ] [sig       ] [1901/3561] Forecasting LGND...
[2025-12-19T20:25:59.567761] [INFO ] [sig       ] Generating forecast for: LGND
[2025-12-19T20:25:59.567791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2025-12-19T20:25:59.578809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2025-12-19T20:25:59.579124] [INFO ] [FORECASTER] Starting predict_future for LGND
[2025-12-19T20:25:59.579892] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2025-12-19T20:25:59.579943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:59.579974] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:59.580001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:59.580057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:59.635523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:59.636158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:59.636234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:59.636266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:25:59.751240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:25:59.751381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:25:59.751439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:25:59.751467] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:25:59.754755] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: UP (p=71.52%)
[2025-12-19T20:25:59.755016] [INFO ] [FORECASTER] Completed predict_future for LGND
[2025-12-19T20:25:59.755136] [INFO ] [sig       ] LGND: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:25:59.893508] [INFO ] [LOCAL     ] Saved forecast: LGND	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LGND.txt
[2025-12-19T20:25:59.893642] [INFO ] [sig       ] [1901/3561] Completed LGND in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-19T20:25:59.893683] [INFO ] [sig       ] [1902/3561] Forecasting LH...
[2025-12-19T20:25:59.893712] [INFO ] [sig       ] Generating forecast for: LH
[2025-12-19T20:25:59.893742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-12-19T20:25:59.904886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2025-12-19T20:25:59.905222] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-12-19T20:25:59.905981] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-12-19T20:25:59.906031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:25:59.906064] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:25:59.906090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:25:59.906146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:25:59.961049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:25:59.961659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:25:59.961734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:25:59.961766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:00.082069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:00.082228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:00.082268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:00.082297] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:00.085739] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: DOWN (p=18.72%)
[2025-12-19T20:26:00.086084] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-12-19T20:26:00.086225] [INFO ] [sig       ] LH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:00.230923] [INFO ] [LOCAL     ] Saved forecast: LH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LH.txt
[2025-12-19T20:26:00.231070] [INFO ] [sig       ] [1902/3561] Completed LH in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-19T20:26:00.231109] [INFO ] [sig       ] [1903/3561] Forecasting LHX...
[2025-12-19T20:26:00.231139] [INFO ] [sig       ] Generating forecast for: LHX
[2025-12-19T20:26:00.231168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-12-19T20:26:00.242711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2025-12-19T20:26:00.243078] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-12-19T20:26:00.243920] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-12-19T20:26:00.243971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:00.244031] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:00.244065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:00.244140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:00.303034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:00.303855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:00.303938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:00.303972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:00.427597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:00.427757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:00.427798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:00.427827] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:00.431373] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=84.27%)
[2025-12-19T20:26:00.431701] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-12-19T20:26:00.431835] [INFO ] [sig       ] LHX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:00.577846] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LHX.txt
[2025-12-19T20:26:00.578001] [INFO ] [sig       ] [1903/3561] Completed LHX in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-19T20:26:00.578042] [INFO ] [sig       ] [1904/3561] Forecasting LI...
[2025-12-19T20:26:00.578078] [INFO ] [sig       ] Generating forecast for: LI
[2025-12-19T20:26:00.578109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2025-12-19T20:26:00.589821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2025-12-19T20:26:00.590201] [INFO ] [FORECASTER] Starting predict_future for LI
[2025-12-19T20:26:00.590984] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2025-12-19T20:26:00.591035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:00.591067] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:00.591093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:00.591149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:00.649591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:00.650553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:00.650710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:00.650746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:00.788872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:00.789037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:00.789078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:00.789109] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:00.792799] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: DOWN (p=36.71%)
[2025-12-19T20:26:00.793103] [INFO ] [FORECASTER] Completed predict_future for LI
[2025-12-19T20:26:00.793237] [INFO ] [sig       ] LI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:00.932057] [INFO ] [LOCAL     ] Saved forecast: LI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LI.txt
[2025-12-19T20:26:00.932214] [INFO ] [sig       ] [1904/3561] Completed LI in 0.4s | 2.90 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-19T20:26:00.932256] [INFO ] [sig       ] [1905/3561] Forecasting LICN...
[2025-12-19T20:26:00.932284] [INFO ] [sig       ] Generating forecast for: LICN
[2025-12-19T20:26:00.932314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2025-12-19T20:26:00.943131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2025-12-19T20:26:00.943464] [INFO ] [FORECASTER] Starting predict_future for LICN
[2025-12-19T20:26:00.944262] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2025-12-19T20:26:00.944312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:00.944345] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:00.944372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:00.944428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:01.004151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:01.005017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:01.005112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:01.005145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:01.127238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:01.127401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:01.127440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:01.127468] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:01.131249] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: DOWN (p=31.73%)
[2025-12-19T20:26:01.131523] [INFO ] [FORECASTER] Completed predict_future for LICN
[2025-12-19T20:26:01.131664] [INFO ] [sig       ] LICN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:01.272967] [INFO ] [LOCAL     ] Saved forecast: LICN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LICN.txt
[2025-12-19T20:26:01.273125] [INFO ] [sig       ] [1905/3561] Completed LICN in 0.3s | 2.90 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-19T20:26:01.273166] [INFO ] [sig       ] [1906/3561] Forecasting LIF...
[2025-12-19T20:26:01.273195] [INFO ] [sig       ] Generating forecast for: LIF
[2025-12-19T20:26:01.273226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2025-12-19T20:26:01.285242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2025-12-19T20:26:01.285609] [INFO ] [FORECASTER] Starting predict_future for LIF
[2025-12-19T20:26:01.286378] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2025-12-19T20:26:01.286433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:01.286468] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:01.286496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:01.286553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:01.342467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:01.343130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:01.343210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:01.343243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:01.481032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:01.481195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:01.481235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:01.481265] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:01.484782] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: UP (p=62.66%)
[2025-12-19T20:26:01.485092] [INFO ] [FORECASTER] Completed predict_future for LIF
[2025-12-19T20:26:01.485225] [INFO ] [sig       ] LIF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:01.634272] [INFO ] [LOCAL     ] Saved forecast: LIF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LIF.txt
[2025-12-19T20:26:01.634426] [INFO ] [sig       ] [1906/3561] Completed LIF in 0.4s | 2.90 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-19T20:26:01.634466] [INFO ] [sig       ] [1907/3561] Forecasting LII...
[2025-12-19T20:26:01.634497] [INFO ] [sig       ] Generating forecast for: LII
[2025-12-19T20:26:01.634527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-12-19T20:26:01.647956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2025-12-19T20:26:01.648342] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-12-19T20:26:01.649338] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-12-19T20:26:01.649389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:01.649422] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:01.649448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:01.649507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:01.709963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:01.710881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:01.710968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:01.711001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:01.831977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:01.832138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:01.832177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:01.832223] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:01.836712] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: DOWN (p=21.82%)
[2025-12-19T20:26:01.837115] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-12-19T20:26:01.837267] [INFO ] [sig       ] LII: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:01.979552] [INFO ] [LOCAL     ] Saved forecast: LII	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LII.txt
[2025-12-19T20:26:01.979718] [INFO ] [sig       ] [1907/3561] Completed LII in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-19T20:26:01.979761] [INFO ] [sig       ] [1908/3561] Forecasting LILA...
[2025-12-19T20:26:01.979793] [INFO ] [sig       ] Generating forecast for: LILA
[2025-12-19T20:26:01.979857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2025-12-19T20:26:01.991441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2025-12-19T20:26:01.991815] [INFO ] [FORECASTER] Starting predict_future for LILA
[2025-12-19T20:26:01.992566] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2025-12-19T20:26:01.992635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:01.992667] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:01.992693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:01.992749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:02.051321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:02.052264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:02.052370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:02.052404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:02.184340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:02.184491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:02.184529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:02.184557] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:02.187929] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: DOWN (p=23.65%)
[2025-12-19T20:26:02.188220] [INFO ] [FORECASTER] Completed predict_future for LILA
[2025-12-19T20:26:02.188351] [INFO ] [sig       ] LILA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:02.327194] [INFO ] [LOCAL     ] Saved forecast: LILA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LILA.txt
[2025-12-19T20:26:02.327344] [INFO ] [sig       ] [1908/3561] Completed LILA in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-19T20:26:02.327384] [INFO ] [sig       ] [1909/3561] Forecasting LILAK...
[2025-12-19T20:26:02.327413] [INFO ] [sig       ] Generating forecast for: LILAK
[2025-12-19T20:26:02.327443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2025-12-19T20:26:02.339118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2025-12-19T20:26:02.339468] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2025-12-19T20:26:02.340238] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2025-12-19T20:26:02.340289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:02.340319] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:02.340346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:02.340401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:02.395346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:02.396098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:02.396178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:02.396227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:02.519683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:02.519855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:02.519894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:02.519921] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:02.523789] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: UP (p=66.04%)
[2025-12-19T20:26:02.524228] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2025-12-19T20:26:02.524349] [INFO ] [sig       ] LILAK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:02.663160] [INFO ] [LOCAL     ] Saved forecast: LILAK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LILAK.txt
[2025-12-19T20:26:02.663321] [INFO ] [sig       ] [1909/3561] Completed LILAK in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-19T20:26:02.663362] [INFO ] [sig       ] [1910/3561] Forecasting LIN...
[2025-12-19T20:26:02.663390] [INFO ] [sig       ] Generating forecast for: LIN
[2025-12-19T20:26:02.663420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2025-12-19T20:26:02.674500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2025-12-19T20:26:02.674889] [INFO ] [FORECASTER] Starting predict_future for LIN
[2025-12-19T20:26:02.675663] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2025-12-19T20:26:02.675714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:02.675746] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:02.675773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:02.675830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:02.734671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:02.735533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:02.735644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:02.735680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:02.855640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:02.855814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:02.855858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:02.855889] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:02.859303] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: UP (p=97.99%)
[2025-12-19T20:26:02.859603] [INFO ] [FORECASTER] Completed predict_future for LIN
[2025-12-19T20:26:02.859731] [INFO ] [sig       ] LIN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:02.997902] [INFO ] [LOCAL     ] Saved forecast: LIN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LIN.txt
[2025-12-19T20:26:02.998047] [INFO ] [sig       ] [1910/3561] Completed LIN in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-19T20:26:02.998087] [INFO ] [sig       ] [1911/3561] Forecasting LINC...
[2025-12-19T20:26:02.998116] [INFO ] [sig       ] Generating forecast for: LINC
[2025-12-19T20:26:02.998147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2025-12-19T20:26:03.010151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2025-12-19T20:26:03.010525] [INFO ] [FORECASTER] Starting predict_future for LINC
[2025-12-19T20:26:03.011316] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2025-12-19T20:26:03.011368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:03.011399] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:03.011425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:03.011494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:03.068946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:03.069748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:03.069828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:03.069860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:03.187056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:03.187213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:03.187252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:03.187279] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:03.190657] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: UP (p=55.90%)
[2025-12-19T20:26:03.190942] [INFO ] [FORECASTER] Completed predict_future for LINC
[2025-12-19T20:26:03.191097] [INFO ] [sig       ] LINC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:03.333638] [INFO ] [LOCAL     ] Saved forecast: LINC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LINC.txt
[2025-12-19T20:26:03.333796] [INFO ] [sig       ] [1911/3561] Completed LINC in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-19T20:26:03.333844] [INFO ] [sig       ] [1912/3561] Forecasting LIND...
[2025-12-19T20:26:03.333889] [INFO ] [sig       ] Generating forecast for: LIND
[2025-12-19T20:26:03.333924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2025-12-19T20:26:03.346361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2025-12-19T20:26:03.346780] [INFO ] [FORECASTER] Starting predict_future for LIND
[2025-12-19T20:26:03.347610] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2025-12-19T20:26:03.347663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:03.347696] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:03.347723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:03.347780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:03.409003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:03.409911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:03.409996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:03.410031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:03.539640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:03.539797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:03.539838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:03.539865] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:03.543363] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: UP (p=78.87%)
[2025-12-19T20:26:03.543671] [INFO ] [FORECASTER] Completed predict_future for LIND
[2025-12-19T20:26:03.543795] [INFO ] [sig       ] LIND: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:03.700792] [INFO ] [LOCAL     ] Saved forecast: LIND	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LIND.txt
[2025-12-19T20:26:03.700924] [INFO ] [sig       ] [1912/3561] Completed LIND in 0.4s | 2.90 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-19T20:26:03.700964] [INFO ] [sig       ] [1913/3561] Forecasting LINE...
[2025-12-19T20:26:03.700993] [INFO ] [sig       ] Generating forecast for: LINE
[2025-12-19T20:26:03.701023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2025-12-19T20:26:03.713216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2025-12-19T20:26:03.713588] [INFO ] [FORECASTER] Starting predict_future for LINE
[2025-12-19T20:26:03.714536] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2025-12-19T20:26:03.714605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:03.714639] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:03.714666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:03.714721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:03.771645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:03.772339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:03.772446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:03.772481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:03.899650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:03.899799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:03.899837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:03.899878] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:03.903552] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: DOWN (p=46.05%)
[2025-12-19T20:26:03.903837] [INFO ] [FORECASTER] Completed predict_future for LINE
[2025-12-19T20:26:03.903962] [INFO ] [sig       ] LINE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:04.050738] [INFO ] [LOCAL     ] Saved forecast: LINE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LINE.txt
[2025-12-19T20:26:04.050891] [INFO ] [sig       ] [1913/3561] Completed LINE in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-19T20:26:04.050929] [INFO ] [sig       ] [1914/3561] Forecasting LINK...
[2025-12-19T20:26:04.050961] [INFO ] [sig       ] Generating forecast for: LINK
[2025-12-19T20:26:04.050991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2025-12-19T20:26:04.062288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2025-12-19T20:26:04.062663] [INFO ] [FORECASTER] Starting predict_future for LINK
[2025-12-19T20:26:04.063643] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2025-12-19T20:26:04.063696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:04.063730] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:04.063758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:04.063819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:04.126855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:04.127743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:04.127833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:04.127867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:04.251090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:04.251250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:04.251291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:04.251319] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:04.254732] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: UP (p=68.18%)
[2025-12-19T20:26:04.255004] [INFO ] [FORECASTER] Completed predict_future for LINK
[2025-12-19T20:26:04.255126] [INFO ] [sig       ] LINK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:04.394769] [INFO ] [LOCAL     ] Saved forecast: LINK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LINK.txt
[2025-12-19T20:26:04.394904] [INFO ] [sig       ] [1914/3561] Completed LINK in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-19T20:26:04.394944] [INFO ] [sig       ] [1915/3561] Forecasting LITE...
[2025-12-19T20:26:04.394973] [INFO ] [sig       ] Generating forecast for: LITE
[2025-12-19T20:26:04.395017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2025-12-19T20:26:04.409332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2025-12-19T20:26:04.409671] [INFO ] [FORECASTER] Starting predict_future for LITE
[2025-12-19T20:26:04.410447] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2025-12-19T20:26:04.410498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:04.410543] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:04.410593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:04.410653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:04.467219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:04.467825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:04.467906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:04.467938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:04.592084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:04.592232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:04.592269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:04.592297] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:04.595544] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: UP (p=99.27%)
[2025-12-19T20:26:04.595830] [INFO ] [FORECASTER] Completed predict_future for LITE
[2025-12-19T20:26:04.595972] [INFO ] [sig       ] LITE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:04.736401] [INFO ] [LOCAL     ] Saved forecast: LITE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LITE.txt
[2025-12-19T20:26:04.736528] [INFO ] [sig       ] [1915/3561] Completed LITE in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-19T20:26:04.736568] [INFO ] [sig       ] [1916/3561] Forecasting LITM...
[2025-12-19T20:26:04.736616] [INFO ] [sig       ] Generating forecast for: LITM
[2025-12-19T20:26:04.736645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2025-12-19T20:26:04.748804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2025-12-19T20:26:04.749317] [INFO ] [FORECASTER] Starting predict_future for LITM
[2025-12-19T20:26:04.750127] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2025-12-19T20:26:04.750178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:04.750210] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:04.750236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:04.750292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:04.807560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:04.808424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:04.808501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:04.808533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:04.932186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:04.932347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:04.932386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:04.932415] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:04.935744] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: DOWN (p=25.91%)
[2025-12-19T20:26:04.936021] [INFO ] [FORECASTER] Completed predict_future for LITM
[2025-12-19T20:26:04.936143] [INFO ] [sig       ] LITM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:05.078288] [INFO ] [LOCAL     ] Saved forecast: LITM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LITM.txt
[2025-12-19T20:26:05.078483] [INFO ] [sig       ] [1916/3561] Completed LITM in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-19T20:26:05.078526] [INFO ] [sig       ] [1917/3561] Forecasting LIVN...
[2025-12-19T20:26:05.078555] [INFO ] [sig       ] Generating forecast for: LIVN
[2025-12-19T20:26:05.078607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2025-12-19T20:26:05.089941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2025-12-19T20:26:05.090461] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2025-12-19T20:26:05.091411] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2025-12-19T20:26:05.091462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:05.091495] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:05.091522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:05.091598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:05.148348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:05.148996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:05.149073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:05.149105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:05.272275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:05.272422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:05.272459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:05.272487] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:05.276489] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: UP (p=50.44%)
[2025-12-19T20:26:05.276794] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2025-12-19T20:26:05.276921] [INFO ] [sig       ] LIVN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:05.417692] [INFO ] [LOCAL     ] Saved forecast: LIVN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LIVN.txt
[2025-12-19T20:26:05.417808] [INFO ] [sig       ] [1917/3561] Completed LIVN in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-19T20:26:05.417845] [INFO ] [sig       ] [1918/3561] Forecasting LKFN...
[2025-12-19T20:26:05.417872] [INFO ] [sig       ] Generating forecast for: LKFN
[2025-12-19T20:26:05.417902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2025-12-19T20:26:05.429408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2025-12-19T20:26:05.429776] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2025-12-19T20:26:05.430526] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2025-12-19T20:26:05.430595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:05.430630] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:05.430657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:05.430713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:05.489352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:05.490042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:05.490300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:05.490334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:05.609305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:05.609462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:05.609499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:05.609527] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:05.612861] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: DOWN (p=27.24%)
[2025-12-19T20:26:05.613141] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2025-12-19T20:26:05.613260] [INFO ] [sig       ] LKFN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:05.751352] [INFO ] [LOCAL     ] Saved forecast: LKFN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LKFN.txt
[2025-12-19T20:26:05.751482] [INFO ] [sig       ] [1918/3561] Completed LKFN in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-19T20:26:05.751521] [INFO ] [sig       ] [1919/3561] Forecasting LKQ...
[2025-12-19T20:26:05.751550] [INFO ] [sig       ] Generating forecast for: LKQ
[2025-12-19T20:26:05.751597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2025-12-19T20:26:05.763357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2025-12-19T20:26:05.763711] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2025-12-19T20:26:05.764471] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2025-12-19T20:26:05.764522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:05.764554] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:05.764601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:05.764659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:05.820635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:05.821236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:05.821315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:05.821347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:05.939272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:05.939430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:05.939468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:05.939496] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:05.943362] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2025-12-19T20:26:05.943651] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2025-12-19T20:26:05.943772] [INFO ] [sig       ] LKQ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:06.082950] [INFO ] [LOCAL     ] Saved forecast: LKQ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LKQ.txt
[2025-12-19T20:26:06.083079] [INFO ] [sig       ] [1919/3561] Completed LKQ in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-19T20:26:06.083117] [INFO ] [sig       ] [1920/3561] Forecasting LLY...
[2025-12-19T20:26:06.083148] [INFO ] [sig       ] Generating forecast for: LLY
[2025-12-19T20:26:06.083178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-12-19T20:26:06.094735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2025-12-19T20:26:06.095083] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-12-19T20:26:06.095844] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-12-19T20:26:06.095895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:06.095951] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:06.095979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:06.096035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:06.151158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:06.151753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:06.151829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:06.151861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:06.272677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:06.272840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:06.272879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:06.272908] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:06.276235] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: UP (p=65.27%)
[2025-12-19T20:26:06.276508] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-12-19T20:26:06.276673] [INFO ] [sig       ] LLY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:06.419052] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LLY.txt
[2025-12-19T20:26:06.419183] [INFO ] [sig       ] [1920/3561] Completed LLY in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-19T20:26:06.419224] [INFO ] [sig       ] [1921/3561] Forecasting LMB...
[2025-12-19T20:26:06.419254] [INFO ] [sig       ] Generating forecast for: LMB
[2025-12-19T20:26:06.419285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2025-12-19T20:26:06.431246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2025-12-19T20:26:06.431615] [INFO ] [FORECASTER] Starting predict_future for LMB
[2025-12-19T20:26:06.432463] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2025-12-19T20:26:06.432517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:06.432550] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:06.432612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:06.432677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:06.489986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:06.490619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:06.490697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:06.490730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:06.611824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:06.611967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:06.612005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:06.612033] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:06.615320] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: DOWN (p=29.56%)
[2025-12-19T20:26:06.615603] [INFO ] [FORECASTER] Completed predict_future for LMB
[2025-12-19T20:26:06.615722] [INFO ] [sig       ] LMB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:06.758221] [INFO ] [LOCAL     ] Saved forecast: LMB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LMB.txt
[2025-12-19T20:26:06.758343] [INFO ] [sig       ] [1921/3561] Completed LMB in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-19T20:26:06.758383] [INFO ] [sig       ] [1922/3561] Forecasting LMBS...
[2025-12-19T20:26:06.758413] [INFO ] [sig       ] Generating forecast for: LMBS
[2025-12-19T20:26:06.758444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2025-12-19T20:26:06.770224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2025-12-19T20:26:06.770675] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2025-12-19T20:26:06.771481] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2025-12-19T20:26:06.771536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:06.771570] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:06.771620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:06.771677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:06.830534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:06.831365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:06.831446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:06.831480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:06.956792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:06.956954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:06.956994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:06.957022] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:06.961237] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=67.68%)
[2025-12-19T20:26:06.961514] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2025-12-19T20:26:06.961657] [INFO ] [sig       ] LMBS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:07.097203] [INFO ] [LOCAL     ] Saved forecast: LMBS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LMBS.txt
[2025-12-19T20:26:07.097331] [INFO ] [sig       ] [1922/3561] Completed LMBS in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-19T20:26:07.097369] [INFO ] [sig       ] [1923/3561] Forecasting LMND...
[2025-12-19T20:26:07.097399] [INFO ] [sig       ] Generating forecast for: LMND
[2025-12-19T20:26:07.097430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-12-19T20:26:07.108524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2025-12-19T20:26:07.108909] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-12-19T20:26:07.109677] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-12-19T20:26:07.109727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:07.109758] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:07.109785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:07.109840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:07.165229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:07.165832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:07.165909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:07.165941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:07.289914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:07.290095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:07.290145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:07.290206] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:07.294238] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: UP (p=85.67%)
[2025-12-19T20:26:07.294584] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-12-19T20:26:07.294715] [INFO ] [sig       ] LMND: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:07.432966] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LMND.txt
[2025-12-19T20:26:07.433088] [INFO ] [sig       ] [1923/3561] Completed LMND in 0.3s | 2.90 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-19T20:26:07.433125] [INFO ] [sig       ] [1924/3561] Forecasting LNC...
[2025-12-19T20:26:07.433155] [INFO ] [sig       ] Generating forecast for: LNC
[2025-12-19T20:26:07.433197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-12-19T20:26:07.445755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2025-12-19T20:26:07.446097] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-12-19T20:26:07.446907] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-12-19T20:26:07.446970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:07.447002] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:07.447029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:07.447086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:07.505146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:07.505908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:07.505995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:07.506028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:07.634250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:07.634403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:07.634440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:07.634468] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:07.637763] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=49.88%)
[2025-12-19T20:26:07.638044] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-12-19T20:26:07.638163] [INFO ] [sig       ] LNC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:07.775596] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LNC.txt
[2025-12-19T20:26:07.775727] [INFO ] [sig       ] [1924/3561] Completed LNC in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-19T20:26:07.775765] [INFO ] [sig       ] [1925/3561] Forecasting LND...
[2025-12-19T20:26:07.775815] [INFO ] [sig       ] Generating forecast for: LND
[2025-12-19T20:26:07.775847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-12-19T20:26:07.786845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2025-12-19T20:26:07.787164] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-12-19T20:26:07.787936] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-12-19T20:26:07.787986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:07.788017] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:07.788043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:07.788099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:07.844872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:07.845495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:07.845587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:07.845621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:07.956120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:07.956473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:07.956510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:07.956538] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:07.959865] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: UP (p=63.93%)
[2025-12-19T20:26:07.960135] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-12-19T20:26:07.960260] [INFO ] [sig       ] LND: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:08.100899] [INFO ] [LOCAL     ] Saved forecast: LND	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LND.txt
[2025-12-19T20:26:08.101066] [INFO ] [sig       ] [1925/3561] Completed LND in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-19T20:26:08.101108] [INFO ] [sig       ] [1926/3561] Forecasting LNG...
[2025-12-19T20:26:08.101137] [INFO ] [sig       ] Generating forecast for: LNG
[2025-12-19T20:26:08.101168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-12-19T20:26:08.112631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2025-12-19T20:26:08.113003] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-12-19T20:26:08.113791] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-12-19T20:26:08.113842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:08.113873] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:08.113899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:08.113957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:08.172107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:08.173004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:08.173108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:08.173142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:08.296263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:08.296425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:08.296465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:08.296493] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:08.299893] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=75.76%)
[2025-12-19T20:26:08.300175] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-12-19T20:26:08.300301] [INFO ] [sig       ] LNG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:08.445192] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LNG.txt
[2025-12-19T20:26:08.445326] [INFO ] [sig       ] [1926/3561] Completed LNG in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-19T20:26:08.445366] [INFO ] [sig       ] [1927/3561] Forecasting LNKB...
[2025-12-19T20:26:08.445396] [INFO ] [sig       ] Generating forecast for: LNKB
[2025-12-19T20:26:08.445426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2025-12-19T20:26:08.459891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2025-12-19T20:26:08.460425] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2025-12-19T20:26:08.461388] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2025-12-19T20:26:08.461451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:08.461492] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:08.461526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:08.461633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:08.526474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:08.527347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:08.527429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:08.527463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:08.643428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:08.643596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:08.643636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:08.643665] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:08.647110] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: UP (p=95.68%)
[2025-12-19T20:26:08.647546] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2025-12-19T20:26:08.647684] [INFO ] [sig       ] LNKB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:08.796235] [INFO ] [LOCAL     ] Saved forecast: LNKB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LNKB.txt
[2025-12-19T20:26:08.796400] [INFO ] [sig       ] [1927/3561] Completed LNKB in 0.4s | 2.90 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-19T20:26:08.796450] [INFO ] [sig       ] [1928/3561] Forecasting LNN...
[2025-12-19T20:26:08.796481] [INFO ] [sig       ] Generating forecast for: LNN
[2025-12-19T20:26:08.796512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-12-19T20:26:08.809140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2025-12-19T20:26:08.809478] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-12-19T20:26:08.810294] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-12-19T20:26:08.810346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:08.810379] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:08.810408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:08.810466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:08.868495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:08.869161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:08.869238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:08.869272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:08.993793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:08.993957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:08.993996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:08.994025] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:08.997612] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: UP (p=79.90%)
[2025-12-19T20:26:08.997978] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-12-19T20:26:08.998140] [INFO ] [sig       ] LNN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:09.151196] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LNN.txt
[2025-12-19T20:26:09.151333] [INFO ] [sig       ] [1928/3561] Completed LNN in 0.4s | 2.90 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-19T20:26:09.151373] [INFO ] [sig       ] [1929/3561] Forecasting LNTH...
[2025-12-19T20:26:09.151401] [INFO ] [sig       ] Generating forecast for: LNTH
[2025-12-19T20:26:09.151431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2025-12-19T20:26:09.163462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2025-12-19T20:26:09.163816] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2025-12-19T20:26:09.164608] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2025-12-19T20:26:09.164660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:09.164693] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:09.164720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:09.164776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:09.221098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:09.221790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:09.221867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:09.221899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:09.338515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:09.338792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:09.338864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:09.338896] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:09.342694] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: UP (p=75.04%)
[2025-12-19T20:26:09.342968] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2025-12-19T20:26:09.343116] [INFO ] [sig       ] LNTH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:09.480322] [INFO ] [LOCAL     ] Saved forecast: LNTH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LNTH.txt
[2025-12-19T20:26:09.480447] [INFO ] [sig       ] [1929/3561] Completed LNTH in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-19T20:26:09.480485] [INFO ] [sig       ] [1930/3561] Forecasting LNZA...
[2025-12-19T20:26:09.480515] [INFO ] [sig       ] Generating forecast for: LNZA
[2025-12-19T20:26:09.480544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2025-12-19T20:26:09.492700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2025-12-19T20:26:09.493040] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2025-12-19T20:26:09.493797] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2025-12-19T20:26:09.493848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:09.493880] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:09.493907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:09.493962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:09.550719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:09.551306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:09.551411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:09.551444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:09.668347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:09.668500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:09.668538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:09.668566] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:09.672618] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: DOWN (p=15.88%)
[2025-12-19T20:26:09.672881] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2025-12-19T20:26:09.673006] [INFO ] [sig       ] LNZA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:09.816186] [INFO ] [LOCAL     ] Saved forecast: LNZA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LNZA.txt
[2025-12-19T20:26:09.816339] [INFO ] [sig       ] [1930/3561] Completed LNZA in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-19T20:26:09.816379] [INFO ] [sig       ] [1931/3561] Forecasting LOAN...
[2025-12-19T20:26:09.816412] [INFO ] [sig       ] Generating forecast for: LOAN
[2025-12-19T20:26:09.816444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2025-12-19T20:26:09.829039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2025-12-19T20:26:09.829390] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2025-12-19T20:26:09.830260] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2025-12-19T20:26:09.830312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:09.830344] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:09.830372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:09.830430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:09.892673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:09.893370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:09.893451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:09.893484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:10.003859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:10.004010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:10.004068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:10.004098] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:10.007386] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: DOWN (p=39.33%)
[2025-12-19T20:26:10.007685] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2025-12-19T20:26:10.007836] [INFO ] [sig       ] LOAN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:10.149480] [INFO ] [LOCAL     ] Saved forecast: LOAN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LOAN.txt
[2025-12-19T20:26:10.149638] [INFO ] [sig       ] [1931/3561] Completed LOAN in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-19T20:26:10.149681] [INFO ] [sig       ] [1932/3561] Forecasting LOB...
[2025-12-19T20:26:10.149710] [INFO ] [sig       ] Generating forecast for: LOB
[2025-12-19T20:26:10.149740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-12-19T20:26:10.161970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2025-12-19T20:26:10.162499] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-12-19T20:26:10.163271] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-12-19T20:26:10.163323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:10.163355] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:10.163382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:10.163438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:10.221563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:10.222456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:10.222542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:10.222596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:10.351287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:10.351448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:10.351485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:10.351513] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:10.354938] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: DOWN (p=6.83%)
[2025-12-19T20:26:10.355207] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-12-19T20:26:10.355326] [INFO ] [sig       ] LOB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:10.491834] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LOB.txt
[2025-12-19T20:26:10.491969] [INFO ] [sig       ] [1932/3561] Completed LOB in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-19T20:26:10.492008] [INFO ] [sig       ] [1933/3561] Forecasting LOCO...
[2025-12-19T20:26:10.492037] [INFO ] [sig       ] Generating forecast for: LOCO
[2025-12-19T20:26:10.492067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2025-12-19T20:26:10.503214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2025-12-19T20:26:10.503546] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2025-12-19T20:26:10.504311] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2025-12-19T20:26:10.504362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:10.504394] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:10.504420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:10.504475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:10.564904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:10.565767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:10.565876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:10.565911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:10.686118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:10.686272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:10.686309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:10.686337] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:10.689729] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: DOWN (p=21.87%)
[2025-12-19T20:26:10.690000] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2025-12-19T20:26:10.690161] [INFO ] [sig       ] LOCO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:10.837180] [INFO ] [LOCAL     ] Saved forecast: LOCO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LOCO.txt
[2025-12-19T20:26:10.837347] [INFO ] [sig       ] [1933/3561] Completed LOCO in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-19T20:26:10.837390] [INFO ] [sig       ] [1934/3561] Forecasting LOGI...
[2025-12-19T20:26:10.837422] [INFO ] [sig       ] Generating forecast for: LOGI
[2025-12-19T20:26:10.837454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2025-12-19T20:26:10.849947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2025-12-19T20:26:10.850587] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2025-12-19T20:26:10.851615] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2025-12-19T20:26:10.851670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:10.851704] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:10.851733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:10.851792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:10.908257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:10.908918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:10.908997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:10.909029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:11.029949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:11.030106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:11.030145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:11.030173] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:11.033462] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: UP (p=85.23%)
[2025-12-19T20:26:11.033746] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2025-12-19T20:26:11.033870] [INFO ] [sig       ] LOGI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:11.174411] [INFO ] [LOCAL     ] Saved forecast: LOGI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LOGI.txt
[2025-12-19T20:26:11.174568] [INFO ] [sig       ] [1934/3561] Completed LOGI in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-19T20:26:11.174631] [INFO ] [sig       ] [1935/3561] Forecasting LOMA...
[2025-12-19T20:26:11.174661] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-12-19T20:26:11.174691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-12-19T20:26:11.186378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2025-12-19T20:26:11.186781] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-12-19T20:26:11.187568] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-12-19T20:26:11.187640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:11.187687] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:11.187719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:11.187777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:11.245098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:11.245938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:11.246019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:11.246051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:11.366342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:11.366507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:11.366547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:11.366604] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:11.370084] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: DOWN (p=7.40%)
[2025-12-19T20:26:11.370409] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-12-19T20:26:11.370539] [INFO ] [sig       ] LOMA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:11.512236] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LOMA.txt
[2025-12-19T20:26:11.512381] [INFO ] [sig       ] [1935/3561] Completed LOMA in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-19T20:26:11.512422] [INFO ] [sig       ] [1936/3561] Forecasting LOPE...
[2025-12-19T20:26:11.512451] [INFO ] [sig       ] Generating forecast for: LOPE
[2025-12-19T20:26:11.512480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2025-12-19T20:26:11.525076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2025-12-19T20:26:11.525444] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2025-12-19T20:26:11.526293] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2025-12-19T20:26:11.526346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:11.526381] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:11.526409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:11.526466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:11.582894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:11.583590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:11.583668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:11.583700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:11.708265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:11.708423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:11.708464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:11.708495] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:11.712103] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: DOWN (p=14.94%)
[2025-12-19T20:26:11.712538] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2025-12-19T20:26:11.712685] [INFO ] [sig       ] LOPE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:11.858061] [INFO ] [LOCAL     ] Saved forecast: LOPE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LOPE.txt
[2025-12-19T20:26:11.858191] [INFO ] [sig       ] [1936/3561] Completed LOPE in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-19T20:26:11.858230] [INFO ] [sig       ] [1937/3561] Forecasting LOVE...
[2025-12-19T20:26:11.858259] [INFO ] [sig       ] Generating forecast for: LOVE
[2025-12-19T20:26:11.858435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2025-12-19T20:26:11.870956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2025-12-19T20:26:11.871484] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2025-12-19T20:26:11.872243] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2025-12-19T20:26:11.872294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:11.872349] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:11.872377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:11.872433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:11.930028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:11.930944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:11.931026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:11.931059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:12.053496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:12.053668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:12.053710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:12.053740] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:12.057124] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: DOWN (p=38.13%)
[2025-12-19T20:26:12.057403] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2025-12-19T20:26:12.057525] [INFO ] [sig       ] LOVE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:12.201423] [INFO ] [LOCAL     ] Saved forecast: LOVE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LOVE.txt
[2025-12-19T20:26:12.201610] [INFO ] [sig       ] [1937/3561] Completed LOVE in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-19T20:26:12.201657] [INFO ] [sig       ] [1938/3561] Forecasting LPCN...
[2025-12-19T20:26:12.201690] [INFO ] [sig       ] Generating forecast for: LPCN
[2025-12-19T20:26:12.201721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2025-12-19T20:26:12.213878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2025-12-19T20:26:12.214263] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2025-12-19T20:26:12.215057] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2025-12-19T20:26:12.215110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:12.215143] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:12.215171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:12.215228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:12.274915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:12.275924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:12.276009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:12.276043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:12.387949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:12.388102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:12.388144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:12.388174] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:12.391723] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: DOWN (p=19.41%)
[2025-12-19T20:26:12.391996] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2025-12-19T20:26:12.392119] [INFO ] [sig       ] LPCN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:12.539745] [INFO ] [LOCAL     ] Saved forecast: LPCN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LPCN.txt
[2025-12-19T20:26:12.539884] [INFO ] [sig       ] [1938/3561] Completed LPCN in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-19T20:26:12.539930] [INFO ] [sig       ] [1939/3561] Forecasting LPG...
[2025-12-19T20:26:12.539966] [INFO ] [sig       ] Generating forecast for: LPG
[2025-12-19T20:26:12.539997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-12-19T20:26:12.552673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2025-12-19T20:26:12.553040] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-12-19T20:26:12.553854] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-12-19T20:26:12.553908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:12.553942] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:12.553971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:12.554030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:12.612796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:12.613746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:12.613829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:12.613862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:12.738889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:12.739045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:12.739089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:12.739120] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:12.742868] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: DOWN (p=42.95%)
[2025-12-19T20:26:12.743161] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-12-19T20:26:12.743289] [INFO ] [sig       ] LPG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:12.887376] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LPG.txt
[2025-12-19T20:26:12.887528] [INFO ] [sig       ] [1939/3561] Completed LPG in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-19T20:26:12.887566] [INFO ] [sig       ] [1940/3561] Forecasting LPL...
[2025-12-19T20:26:12.887617] [INFO ] [sig       ] Generating forecast for: LPL
[2025-12-19T20:26:12.887649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-12-19T20:26:12.899946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2025-12-19T20:26:12.900464] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-12-19T20:26:12.901228] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-12-19T20:26:12.901279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:12.901310] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:12.901336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:12.901392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:12.960082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:12.960844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:12.960925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:12.960957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:13.076841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:13.077000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:13.077039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:13.077102] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:13.080549] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: UP (p=99.55%)
[2025-12-19T20:26:13.080841] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-12-19T20:26:13.080964] [INFO ] [sig       ] LPL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:13.224279] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LPL.txt
[2025-12-19T20:26:13.224403] [INFO ] [sig       ] [1940/3561] Completed LPL in 0.3s | 2.90 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-19T20:26:13.224442] [INFO ] [sig       ] [1941/3561] Forecasting LPLA...
[2025-12-19T20:26:13.224471] [INFO ] [sig       ] Generating forecast for: LPLA
[2025-12-19T20:26:13.224501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2025-12-19T20:26:13.235831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2025-12-19T20:26:13.236172] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2025-12-19T20:26:13.236967] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2025-12-19T20:26:13.237019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:13.237052] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:13.237081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:13.237138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:13.293697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:13.294321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:13.294402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:13.294435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:13.419205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:13.419367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:13.419407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:13.419436] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:13.422908] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: UP (p=96.06%)
[2025-12-19T20:26:13.423181] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2025-12-19T20:26:13.423305] [INFO ] [sig       ] LPLA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:13.563222] [INFO ] [LOCAL     ] Saved forecast: LPLA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LPLA.txt
[2025-12-19T20:26:13.563363] [INFO ] [sig       ] [1941/3561] Completed LPLA in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-19T20:26:13.563404] [INFO ] [sig       ] [1942/3561] Forecasting LPRO...
[2025-12-19T20:26:13.563434] [INFO ] [sig       ] Generating forecast for: LPRO
[2025-12-19T20:26:13.563465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2025-12-19T20:26:13.575152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2025-12-19T20:26:13.575491] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2025-12-19T20:26:13.576278] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2025-12-19T20:26:13.576331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:13.576364] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:13.576393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:13.576452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:13.633752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:13.634610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:13.634693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:13.634727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:13.757474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:13.757639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:13.757681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:13.757729] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:13.761268] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: DOWN (p=23.39%)
[2025-12-19T20:26:13.761538] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2025-12-19T20:26:13.761677] [INFO ] [sig       ] LPRO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:13.907862] [INFO ] [LOCAL     ] Saved forecast: LPRO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LPRO.txt
[2025-12-19T20:26:13.908008] [INFO ] [sig       ] [1942/3561] Completed LPRO in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-19T20:26:13.908049] [INFO ] [sig       ] [1943/3561] Forecasting LPSN...
[2025-12-19T20:26:13.908078] [INFO ] [sig       ] Generating forecast for: LPSN
[2025-12-19T20:26:13.908109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2025-12-19T20:26:13.919313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2025-12-19T20:26:13.919712] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2025-12-19T20:26:13.920496] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2025-12-19T20:26:13.920548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:13.920613] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:13.920645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:13.920703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:13.978751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:13.979626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:13.979729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:13.979763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:14.105727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:14.105884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:14.105927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:14.105957] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:14.109814] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: DOWN (p=31.57%)
[2025-12-19T20:26:14.110128] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2025-12-19T20:26:14.110262] [INFO ] [sig       ] LPSN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:14.263985] [INFO ] [LOCAL     ] Saved forecast: LPSN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LPSN.txt
[2025-12-19T20:26:14.264149] [INFO ] [sig       ] [1943/3561] Completed LPSN in 0.4s | 2.90 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-19T20:26:14.264188] [INFO ] [sig       ] [1944/3561] Forecasting LPTH...
[2025-12-19T20:26:14.264218] [INFO ] [sig       ] Generating forecast for: LPTH
[2025-12-19T20:26:14.264247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2025-12-19T20:26:14.275780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2025-12-19T20:26:14.276175] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2025-12-19T20:26:14.277020] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2025-12-19T20:26:14.277074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:14.277107] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:14.277137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:14.277196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:14.336795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:14.337609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:14.337692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:14.337739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:14.457033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:14.457178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:14.457218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:14.457247] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:14.460807] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: UP (p=70.05%)
[2025-12-19T20:26:14.461113] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2025-12-19T20:26:14.461242] [INFO ] [sig       ] LPTH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:14.600753] [INFO ] [LOCAL     ] Saved forecast: LPTH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LPTH.txt
[2025-12-19T20:26:14.600878] [INFO ] [sig       ] [1944/3561] Completed LPTH in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-19T20:26:14.600916] [INFO ] [sig       ] [1945/3561] Forecasting LPX...
[2025-12-19T20:26:14.600946] [INFO ] [sig       ] Generating forecast for: LPX
[2025-12-19T20:26:14.600976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-12-19T20:26:14.612685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2025-12-19T20:26:14.613019] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-12-19T20:26:14.613946] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-12-19T20:26:14.613997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:14.614029] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:14.614056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:14.614112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:14.670434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:14.671047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:14.671124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:14.671155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:14.791070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:14.791225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:14.791262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:14.791290] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:14.794808] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: UP (p=59.43%)
[2025-12-19T20:26:14.795073] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-12-19T20:26:14.795192] [INFO ] [sig       ] LPX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:14.940120] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LPX.txt
[2025-12-19T20:26:14.940273] [INFO ] [sig       ] [1945/3561] Completed LPX in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-19T20:26:14.940313] [INFO ] [sig       ] [1946/3561] Forecasting LQDA...
[2025-12-19T20:26:14.940343] [INFO ] [sig       ] Generating forecast for: LQDA
[2025-12-19T20:26:14.940372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2025-12-19T20:26:14.952189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2025-12-19T20:26:14.952706] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2025-12-19T20:26:14.953481] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2025-12-19T20:26:14.953532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:14.953564] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:14.953627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:14.953686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:15.012982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:15.013951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:15.014030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:15.014061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:15.136258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:15.136406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:15.136444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:15.136472] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:15.140111] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: UP (p=72.02%)
[2025-12-19T20:26:15.140593] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2025-12-19T20:26:15.140712] [INFO ] [sig       ] LQDA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:15.280948] [INFO ] [LOCAL     ] Saved forecast: LQDA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LQDA.txt
[2025-12-19T20:26:15.281082] [INFO ] [sig       ] [1946/3561] Completed LQDA in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-19T20:26:15.281122] [INFO ] [sig       ] [1947/3561] Forecasting LRCX...
[2025-12-19T20:26:15.281150] [INFO ] [sig       ] Generating forecast for: LRCX
[2025-12-19T20:26:15.281180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2025-12-19T20:26:15.292259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2025-12-19T20:26:15.292595] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2025-12-19T20:26:15.293341] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2025-12-19T20:26:15.293392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:15.293423] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:15.293450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:15.293507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:15.349924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:15.350554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:15.350674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:15.350707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:15.478463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:15.478619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:15.478659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:15.478700] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:15.482041] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: DOWN (p=23.48%)
[2025-12-19T20:26:15.482310] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2025-12-19T20:26:15.482432] [INFO ] [sig       ] LRCX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:15.618658] [INFO ] [LOCAL     ] Saved forecast: LRCX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LRCX.txt
[2025-12-19T20:26:15.618812] [INFO ] [sig       ] [1947/3561] Completed LRCX in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-19T20:26:15.618851] [INFO ] [sig       ] [1948/3561] Forecasting LRGE...
[2025-12-19T20:26:15.618881] [INFO ] [sig       ] Generating forecast for: LRGE
[2025-12-19T20:26:15.618912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2025-12-19T20:26:15.629163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2025-12-19T20:26:15.629505] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2025-12-19T20:26:15.630337] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2025-12-19T20:26:15.630391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:15.630425] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:15.630454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:15.630512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:15.691611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:15.692520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:15.692620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:15.692655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:15.810337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:15.810706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:15.810745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:15.810773] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:15.814660] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2025-12-19T20:26:15.814938] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2025-12-19T20:26:15.815061] [INFO ] [sig       ] LRGE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:15.958178] [INFO ] [LOCAL     ] Saved forecast: LRGE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LRGE.txt
[2025-12-19T20:26:15.958315] [INFO ] [sig       ] [1948/3561] Completed LRGE in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-19T20:26:15.958354] [INFO ] [sig       ] [1949/3561] Forecasting LSCC...
[2025-12-19T20:26:15.958383] [INFO ] [sig       ] Generating forecast for: LSCC
[2025-12-19T20:26:15.958413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2025-12-19T20:26:15.970738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2025-12-19T20:26:15.971110] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2025-12-19T20:26:15.971870] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2025-12-19T20:26:15.971920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:15.971952] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:15.971979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:15.972035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:16.029436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:16.030236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:16.030316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:16.030348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:16.151026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:16.151176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:16.151213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:16.151240] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:16.155032] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: DOWN (p=13.99%)
[2025-12-19T20:26:16.155302] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2025-12-19T20:26:16.155420] [INFO ] [sig       ] LSCC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:16.298640] [INFO ] [LOCAL     ] Saved forecast: LSCC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LSCC.txt
[2025-12-19T20:26:16.298790] [INFO ] [sig       ] [1949/3561] Completed LSCC in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-19T20:26:16.298830] [INFO ] [sig       ] [1950/3561] Forecasting LSPD...
[2025-12-19T20:26:16.298858] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-12-19T20:26:16.298896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-12-19T20:26:16.311852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2025-12-19T20:26:16.312195] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-12-19T20:26:16.312948] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-12-19T20:26:16.312999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:16.313031] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:16.313057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:16.313113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:16.375477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:16.376242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:16.376320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:16.376351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:16.508890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:16.509068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:16.509114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:16.509145] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:16.513013] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: DOWN (p=47.88%)
[2025-12-19T20:26:16.513290] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-12-19T20:26:16.513422] [INFO ] [sig       ] LSPD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:16.655519] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LSPD.txt
[2025-12-19T20:26:16.655657] [INFO ] [sig       ] [1950/3561] Completed LSPD in 0.4s | 2.90 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-19T20:26:16.655698] [INFO ] [sig       ] [1951/3561] Forecasting LTC...
[2025-12-19T20:26:16.655727] [INFO ] [sig       ] Generating forecast for: LTC
[2025-12-19T20:26:16.655757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-12-19T20:26:16.667737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2025-12-19T20:26:16.668062] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-12-19T20:26:16.669099] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-12-19T20:26:16.669152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:16.669184] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:16.669211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:16.669267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:16.726942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:16.727561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:16.727659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:16.727693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:16.842492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:16.842664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:16.842704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:16.842733] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:16.846178] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: DOWN (p=4.15%)
[2025-12-19T20:26:16.846449] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-12-19T20:26:16.846570] [INFO ] [sig       ] LTC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:16.988363] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LTC.txt
[2025-12-19T20:26:16.988531] [INFO ] [sig       ] [1951/3561] Completed LTC in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-19T20:26:16.988597] [INFO ] [sig       ] [1952/3561] Forecasting LTH...
[2025-12-19T20:26:16.988631] [INFO ] [sig       ] Generating forecast for: LTH
[2025-12-19T20:26:16.988663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-12-19T20:26:17.001038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2025-12-19T20:26:17.001429] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-12-19T20:26:17.002237] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-12-19T20:26:17.002291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:17.002323] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:17.002351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:17.002408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:17.062293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:17.063169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:17.063268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:17.063318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:17.187569] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:17.187732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:17.187773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:17.187801] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:17.191080] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: UP (p=55.24%)
[2025-12-19T20:26:17.191343] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-12-19T20:26:17.191459] [INFO ] [sig       ] LTH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:17.334625] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LTH.txt
[2025-12-19T20:26:17.334792] [INFO ] [sig       ] [1952/3561] Completed LTH in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-19T20:26:17.334837] [INFO ] [sig       ] [1953/3561] Forecasting LTRN...
[2025-12-19T20:26:17.334868] [INFO ] [sig       ] Generating forecast for: LTRN
[2025-12-19T20:26:17.334897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2025-12-19T20:26:17.346605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2025-12-19T20:26:17.346979] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2025-12-19T20:26:17.347777] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2025-12-19T20:26:17.347828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:17.347860] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:17.347886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:17.347942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:17.405931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:17.407030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:17.407113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:17.407145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:17.521869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:17.522026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:17.522063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:17.522091] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:17.525483] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: UP (p=67.64%)
[2025-12-19T20:26:17.525776] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2025-12-19T20:26:17.525899] [INFO ] [sig       ] LTRN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:17.665796] [INFO ] [LOCAL     ] Saved forecast: LTRN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LTRN.txt
[2025-12-19T20:26:17.665920] [INFO ] [sig       ] [1953/3561] Completed LTRN in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-19T20:26:17.665958] [INFO ] [sig       ] [1954/3561] Forecasting LTRX...
[2025-12-19T20:26:17.665987] [INFO ] [sig       ] Generating forecast for: LTRX
[2025-12-19T20:26:17.666016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2025-12-19T20:26:17.678640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2025-12-19T20:26:17.678975] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2025-12-19T20:26:17.679731] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2025-12-19T20:26:17.679805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:17.679838] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:17.679865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:17.679921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:17.736258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:17.736878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:17.736955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:17.736986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:17.857046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:17.857170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:17.857206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:17.857234] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:17.860779] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: DOWN (p=13.13%)
[2025-12-19T20:26:17.861041] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2025-12-19T20:26:17.861158] [INFO ] [sig       ] LTRX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:18.002058] [INFO ] [LOCAL     ] Saved forecast: LTRX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LTRX.txt
[2025-12-19T20:26:18.002191] [INFO ] [sig       ] [1954/3561] Completed LTRX in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-19T20:26:18.002229] [INFO ] [sig       ] [1955/3561] Forecasting LUCD...
[2025-12-19T20:26:18.002258] [INFO ] [sig       ] Generating forecast for: LUCD
[2025-12-19T20:26:18.002287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-12-19T20:26:18.020111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2025-12-19T20:26:18.020656] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2025-12-19T20:26:18.021403] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2025-12-19T20:26:18.021453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:18.021485] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:18.021512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:18.021590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:18.079054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:18.079992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:18.080073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:18.080105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:18.198306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:18.198455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:18.198494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:18.198522] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:18.201798] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-19T20:26:18.202060] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2025-12-19T20:26:18.202180] [INFO ] [sig       ] LUCD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:18.339600] [INFO ] [LOCAL     ] Saved forecast: LUCD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LUCD.txt
[2025-12-19T20:26:18.339715] [INFO ] [sig       ] [1955/3561] Completed LUCD in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-19T20:26:18.339752] [INFO ] [sig       ] [1956/3561] Forecasting LUCY...
[2025-12-19T20:26:18.339782] [INFO ] [sig       ] Generating forecast for: LUCY
[2025-12-19T20:26:18.339811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'.
[2025-12-19T20:26:18.351880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCY'.
[2025-12-19T20:26:18.352199] [INFO ] [FORECASTER] Starting predict_future for LUCY
[2025-12-19T20:26:18.352969] [DEBUG] [LOCAL     ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt
[2025-12-19T20:26:18.353020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:18.353051] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:18.353077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:18.353133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:18.411180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:18.411785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:18.411861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:18.411891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:18.529788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:18.529927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:18.529965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:18.529993] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:18.533425] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: DOWN (p=33.60%)
[2025-12-19T20:26:18.533707] [INFO ] [FORECASTER] Completed predict_future for LUCY
[2025-12-19T20:26:18.533827] [INFO ] [sig       ] LUCY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:18.671991] [INFO ] [LOCAL     ] Saved forecast: LUCY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LUCY.txt
[2025-12-19T20:26:18.672128] [INFO ] [sig       ] [1956/3561] Completed LUCY in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-19T20:26:18.672168] [INFO ] [sig       ] [1957/3561] Forecasting LUMN...
[2025-12-19T20:26:18.672197] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-12-19T20:26:18.672227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-12-19T20:26:18.683754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2025-12-19T20:26:18.684084] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-12-19T20:26:18.684847] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-12-19T20:26:18.684897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:18.684929] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:18.684955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:18.685022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:18.740059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:18.740702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:18.740779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:18.740812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:18.864073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:18.864248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:18.864321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:18.864350] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:18.868214] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=41.27%)
[2025-12-19T20:26:18.868712] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-12-19T20:26:18.868838] [INFO ] [sig       ] LUMN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:19.005025] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LUMN.txt
[2025-12-19T20:26:19.005163] [INFO ] [sig       ] [1957/3561] Completed LUMN in 0.3s | 2.90 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-19T20:26:19.005202] [INFO ] [sig       ] [1958/3561] Forecasting LUNG...
[2025-12-19T20:26:19.005231] [INFO ] [sig       ] Generating forecast for: LUNG
[2025-12-19T20:26:19.005262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2025-12-19T20:26:19.017191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2025-12-19T20:26:19.017528] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2025-12-19T20:26:19.018309] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2025-12-19T20:26:19.018364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:19.018397] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:19.018429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:19.018505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:19.081123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:19.081848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:19.081930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:19.081972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:19.214041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:19.214196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:19.214236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:19.214267] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:19.217845] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: UP (p=93.46%)
[2025-12-19T20:26:19.218115] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2025-12-19T20:26:19.218237] [INFO ] [sig       ] LUNG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:19.369276] [INFO ] [LOCAL     ] Saved forecast: LUNG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LUNG.txt
[2025-12-19T20:26:19.369438] [INFO ] [sig       ] [1958/3561] Completed LUNG in 0.4s | 2.90 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-19T20:26:19.369490] [INFO ] [sig       ] [1959/3561] Forecasting LVHD...
[2025-12-19T20:26:19.369532] [INFO ] [sig       ] Generating forecast for: LVHD
[2025-12-19T20:26:19.369564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2025-12-19T20:26:19.383051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2025-12-19T20:26:19.383453] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2025-12-19T20:26:19.384393] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2025-12-19T20:26:19.384474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:19.384525] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:19.384568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:19.384681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:19.445947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:19.447093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:19.447175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:19.447208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:19.567116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:19.567318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:19.567359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:19.567387] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:19.571082] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: UP (p=97.22%)
[2025-12-19T20:26:19.571407] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2025-12-19T20:26:19.571775] [INFO ] [sig       ] LVHD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:19.721787] [INFO ] [LOCAL     ] Saved forecast: LVHD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LVHD.txt
[2025-12-19T20:26:19.721949] [INFO ] [sig       ] [1959/3561] Completed LVHD in 0.4s | 2.90 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-19T20:26:19.721990] [INFO ] [sig       ] [1960/3561] Forecasting LVO...
[2025-12-19T20:26:19.722020] [INFO ] [sig       ] Generating forecast for: LVO
[2025-12-19T20:26:19.722051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2025-12-19T20:26:19.734238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2025-12-19T20:26:19.734611] [INFO ] [FORECASTER] Starting predict_future for LVO
[2025-12-19T20:26:19.735359] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2025-12-19T20:26:19.735410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:19.735441] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:19.735468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:19.735732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:19.795346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:19.796196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:19.796280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:19.796313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:19.915766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:19.915921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:19.915960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:19.915988] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:19.919301] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: UP (p=65.19%)
[2025-12-19T20:26:19.919782] [INFO ] [FORECASTER] Completed predict_future for LVO
[2025-12-19T20:26:19.919904] [INFO ] [sig       ] LVO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:20.072325] [INFO ] [LOCAL     ] Saved forecast: LVO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LVO.txt
[2025-12-19T20:26:20.072484] [INFO ] [sig       ] [1960/3561] Completed LVO in 0.4s | 2.90 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-19T20:26:20.072526] [INFO ] [sig       ] [1961/3561] Forecasting LVS...
[2025-12-19T20:26:20.072555] [INFO ] [sig       ] Generating forecast for: LVS
[2025-12-19T20:26:20.072635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-12-19T20:26:20.085081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2025-12-19T20:26:20.085500] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-12-19T20:26:20.086378] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-12-19T20:26:20.086434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:20.086473] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:20.086501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:20.086597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:20.142194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:20.143084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:20.143172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:20.143205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:20.263090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:20.263251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:20.263292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:20.263322] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:20.266764] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: UP (p=80.99%)
[2025-12-19T20:26:20.267042] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-12-19T20:26:20.267170] [INFO ] [sig       ] LVS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:20.405930] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LVS.txt
[2025-12-19T20:26:20.406065] [INFO ] [sig       ] [1961/3561] Completed LVS in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-19T20:26:20.406103] [INFO ] [sig       ] [1962/3561] Forecasting LWAY...
[2025-12-19T20:26:20.406132] [INFO ] [sig       ] Generating forecast for: LWAY
[2025-12-19T20:26:20.406162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2025-12-19T20:26:20.417500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2025-12-19T20:26:20.417855] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2025-12-19T20:26:20.418675] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2025-12-19T20:26:20.418754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:20.418787] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:20.418816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:20.418907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:20.475089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:20.475756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:20.475833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:20.475866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:20.610721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:20.610889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:20.610940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:20.610972] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:20.614336] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: DOWN (p=5.37%)
[2025-12-19T20:26:20.614673] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2025-12-19T20:26:20.614806] [INFO ] [sig       ] LWAY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:20.758257] [INFO ] [LOCAL     ] Saved forecast: LWAY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LWAY.txt
[2025-12-19T20:26:20.758422] [INFO ] [sig       ] [1962/3561] Completed LWAY in 0.4s | 2.90 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-19T20:26:20.758465] [INFO ] [sig       ] [1963/3561] Forecasting LWLG...
[2025-12-19T20:26:20.758496] [INFO ] [sig       ] Generating forecast for: LWLG
[2025-12-19T20:26:20.758529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2025-12-19T20:26:20.770000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2025-12-19T20:26:20.770382] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2025-12-19T20:26:20.771182] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2025-12-19T20:26:20.771236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:20.771268] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:20.771300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:20.771359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:20.830436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:20.831291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:20.831371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:20.831404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:20.952339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:20.952491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:20.952529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:20.952557] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:20.955955] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: UP (p=68.40%)
[2025-12-19T20:26:20.956229] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2025-12-19T20:26:20.956352] [INFO ] [sig       ] LWLG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:21.095046] [INFO ] [LOCAL     ] Saved forecast: LWLG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LWLG.txt
[2025-12-19T20:26:21.095180] [INFO ] [sig       ] [1963/3561] Completed LWLG in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-19T20:26:21.095219] [INFO ] [sig       ] [1964/3561] Forecasting LX...
[2025-12-19T20:26:21.095247] [INFO ] [sig       ] Generating forecast for: LX
[2025-12-19T20:26:21.095278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2025-12-19T20:26:21.108136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2025-12-19T20:26:21.108461] [INFO ] [FORECASTER] Starting predict_future for LX
[2025-12-19T20:26:21.109261] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2025-12-19T20:26:21.109314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:21.109347] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:21.109374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:21.109430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:21.166322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:21.167029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:21.167119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:21.167162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:21.293805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:21.293961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:21.294000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:21.294028] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:21.297791] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: UP (p=57.04%)
[2025-12-19T20:26:21.298073] [INFO ] [FORECASTER] Completed predict_future for LX
[2025-12-19T20:26:21.298193] [INFO ] [sig       ] LX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:21.494205] [INFO ] [LOCAL     ] Saved forecast: LX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LX.txt
[2025-12-19T20:26:21.494354] [INFO ] [sig       ] [1964/3561] Completed LX in 0.4s | 2.90 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-19T20:26:21.494393] [INFO ] [sig       ] [1965/3561] Forecasting LXEO...
[2025-12-19T20:26:21.494424] [INFO ] [sig       ] Generating forecast for: LXEO
[2025-12-19T20:26:21.494453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2025-12-19T20:26:21.507924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2025-12-19T20:26:21.508269] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2025-12-19T20:26:21.509117] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2025-12-19T20:26:21.509170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:21.509202] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:21.509229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:21.509285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:21.566668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:21.567361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:21.567441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:21.567475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:21.690241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:21.690418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:21.690464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:21.690493] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:21.694326] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: DOWN (p=21.22%)
[2025-12-19T20:26:21.694676] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2025-12-19T20:26:21.694810] [INFO ] [sig       ] LXEO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:21.837756] [INFO ] [LOCAL     ] Saved forecast: LXEO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LXEO.txt
[2025-12-19T20:26:21.837904] [INFO ] [sig       ] [1965/3561] Completed LXEO in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-19T20:26:21.837944] [INFO ] [sig       ] [1966/3561] Forecasting LXP...
[2025-12-19T20:26:21.837974] [INFO ] [sig       ] Generating forecast for: LXP
[2025-12-19T20:26:21.838004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-12-19T20:26:21.850960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2025-12-19T20:26:21.851284] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-12-19T20:26:21.852283] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-12-19T20:26:21.852335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:21.852366] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:21.852393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:21.852448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:21.910062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:21.910925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:21.911005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:21.911037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:22.028210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:22.028367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:22.028449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:22.028483] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:22.032097] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: DOWN (p=35.60%)
[2025-12-19T20:26:22.032378] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-12-19T20:26:22.032502] [INFO ] [sig       ] LXP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:22.172739] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LXP.txt
[2025-12-19T20:26:22.172909] [INFO ] [sig       ] [1966/3561] Completed LXP in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-19T20:26:22.172953] [INFO ] [sig       ] [1967/3561] Forecasting LYB...
[2025-12-19T20:26:22.172983] [INFO ] [sig       ] Generating forecast for: LYB
[2025-12-19T20:26:22.173013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-12-19T20:26:22.185036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2025-12-19T20:26:22.185429] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-12-19T20:26:22.186212] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-12-19T20:26:22.186263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:22.186294] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:22.186322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:22.186377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:22.242340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:22.243217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:22.243299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:22.243333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:22.360476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:22.360663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:22.360706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:22.360736] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:22.364287] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-12-19T20:26:22.364629] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-12-19T20:26:22.364797] [INFO ] [sig       ] LYB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:22.506645] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LYB.txt
[2025-12-19T20:26:22.506797] [INFO ] [sig       ] [1967/3561] Completed LYB in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-19T20:26:22.506838] [INFO ] [sig       ] [1968/3561] Forecasting LYEL...
[2025-12-19T20:26:22.506867] [INFO ] [sig       ] Generating forecast for: LYEL
[2025-12-19T20:26:22.506898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'.
[2025-12-19T20:26:22.518839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYEL'.
[2025-12-19T20:26:22.519227] [INFO ] [FORECASTER] Starting predict_future for LYEL
[2025-12-19T20:26:22.520013] [DEBUG] [LOCAL     ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt
[2025-12-19T20:26:22.520065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:22.520097] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:22.520123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:22.520179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:22.578206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:22.579086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:22.579172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:22.579205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:22.700132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:22.700287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:22.700324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:22.700352] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:22.703671] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: UP (p=71.70%)
[2025-12-19T20:26:22.703937] [INFO ] [FORECASTER] Completed predict_future for LYEL
[2025-12-19T20:26:22.704055] [INFO ] [sig       ] LYEL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:22.841020] [INFO ] [LOCAL     ] Saved forecast: LYEL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LYEL.txt
[2025-12-19T20:26:22.841153] [INFO ] [sig       ] [1968/3561] Completed LYEL in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-19T20:26:22.841192] [INFO ] [sig       ] [1969/3561] Forecasting LYG...
[2025-12-19T20:26:22.841221] [INFO ] [sig       ] Generating forecast for: LYG
[2025-12-19T20:26:22.841251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-12-19T20:26:22.852733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2025-12-19T20:26:22.853084] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-12-19T20:26:22.853863] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-12-19T20:26:22.853914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:22.853945] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:22.853971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:22.854025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:22.909325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:22.910072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:22.910151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:22.910183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:23.032047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:23.032196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:23.032234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:23.032261] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:23.035512] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: UP (p=84.41%)
[2025-12-19T20:26:23.035789] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-12-19T20:26:23.035910] [INFO ] [sig       ] LYG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:23.171471] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LYG.txt
[2025-12-19T20:26:23.171619] [INFO ] [sig       ] [1969/3561] Completed LYG in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-19T20:26:23.171661] [INFO ] [sig       ] [1970/3561] Forecasting LYRA...
[2025-12-19T20:26:23.171689] [INFO ] [sig       ] Generating forecast for: LYRA
[2025-12-19T20:26:23.171720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2025-12-19T20:26:23.182673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2025-12-19T20:26:23.183035] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2025-12-19T20:26:23.183806] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2025-12-19T20:26:23.183856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:23.183901] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:23.183928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:23.183983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:23.238624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:23.239269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:23.239351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:23.239382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:23.364181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:23.364375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:23.364420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:23.364449] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:23.367822] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: DOWN (p=8.03%)
[2025-12-19T20:26:23.368090] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2025-12-19T20:26:23.368208] [INFO ] [sig       ] LYRA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:23.516922] [INFO ] [LOCAL     ] Saved forecast: LYRA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LYRA.txt
[2025-12-19T20:26:23.517127] [INFO ] [sig       ] [1970/3561] Completed LYRA in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-19T20:26:23.517181] [INFO ] [sig       ] [1971/3561] Forecasting LYTS...
[2025-12-19T20:26:23.517221] [INFO ] [sig       ] Generating forecast for: LYTS
[2025-12-19T20:26:23.517264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2025-12-19T20:26:23.530785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2025-12-19T20:26:23.531176] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2025-12-19T20:26:23.532068] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2025-12-19T20:26:23.532123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:23.532157] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:23.532183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:23.532240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:23.592077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:23.592921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:23.593003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:23.593037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:23.718804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:23.718956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:23.718994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:23.719023] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:23.722491] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: UP (p=59.54%)
[2025-12-19T20:26:23.722770] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2025-12-19T20:26:23.722890] [INFO ] [sig       ] LYTS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:23.865134] [INFO ] [LOCAL     ] Saved forecast: LYTS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/LYTS.txt
[2025-12-19T20:26:23.865270] [INFO ] [sig       ] [1971/3561] Completed LYTS in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-19T20:26:23.865309] [INFO ] [sig       ] [1972/3561] Forecasting LZ...
[2025-12-19T20:26:23.865342] [INFO ] [sig       ] Generating forecast for: LZ
[2025-12-19T20:26:23.865373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2025-12-19T20:26:23.876604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2025-12-19T20:26:23.876980] [INFO ] [FORECASTER] Starting predict_future for LZ
[2025-12-19T20:26:23.877823] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2025-12-19T20:26:23.877876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:23.877909] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:23.877947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:23.878037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:23.936982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:23.937806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:23.937887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:23.937921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:24.063610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:24.063761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:24.063799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:24.063828] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:24.067462] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: DOWN (p=8.19%)
[2025-12-19T20:26:24.067744] [INFO ] [FORECASTER] Completed predict_future for LZ
[2025-12-19T20:26:24.067867] [INFO ] [sig       ] LZ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:24.214004] [INFO ] [LOCAL     ] Saved forecast: LZ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LZ.txt
[2025-12-19T20:26:24.214158] [INFO ] [sig       ] [1972/3561] Completed LZ in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-19T20:26:24.214199] [INFO ] [sig       ] [1973/3561] Forecasting LZB...
[2025-12-19T20:26:24.214229] [INFO ] [sig       ] Generating forecast for: LZB
[2025-12-19T20:26:24.214260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-12-19T20:26:24.225982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2025-12-19T20:26:24.226364] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-12-19T20:26:24.227190] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-12-19T20:26:24.227243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:24.227275] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:24.227303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:24.227362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:24.285434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:24.286343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:24.286431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:24.286465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:24.414926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:24.415082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:24.415127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:24.415156] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:24.418612] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: DOWN (p=19.03%)
[2025-12-19T20:26:24.418901] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-12-19T20:26:24.419025] [INFO ] [sig       ] LZB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:24.560304] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LZB.txt
[2025-12-19T20:26:24.560431] [INFO ] [sig       ] [1973/3561] Completed LZB in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-19T20:26:24.560470] [INFO ] [sig       ] [1974/3561] Forecasting LZM...
[2025-12-19T20:26:24.560506] [INFO ] [sig       ] Generating forecast for: LZM
[2025-12-19T20:26:24.560536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-12-19T20:26:24.571791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2025-12-19T20:26:24.572122] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-12-19T20:26:24.572895] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-12-19T20:26:24.572947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:24.572979] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:24.573006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:24.573062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:24.629968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:24.630724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:24.630802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:24.630834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:24.753171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:24.753346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:24.753385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:24.753413] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:24.756934] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=25.98%)
[2025-12-19T20:26:24.757205] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-12-19T20:26:24.757325] [INFO ] [sig       ] LZM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:24.899332] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/LZM.txt
[2025-12-19T20:26:24.899467] [INFO ] [sig       ] [1974/3561] Completed LZM in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-19T20:26:24.899506] [INFO ] [sig       ] [1975/3561] Forecasting M...
[2025-12-19T20:26:24.899535] [INFO ] [sig       ] Generating forecast for: M
[2025-12-19T20:26:24.899566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-12-19T20:26:24.913415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2025-12-19T20:26:24.913817] [INFO ] [FORECASTER] Starting predict_future for M
[2025-12-19T20:26:24.914616] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-12-19T20:26:24.914671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:24.914703] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:24.914730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:24.914792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:24.973587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:24.974240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:24.974318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:24.974351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:25.096933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:25.097080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:25.097118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:25.097146] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:25.100478] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: UP (p=84.97%)
[2025-12-19T20:26:25.100767] [INFO ] [FORECASTER] Completed predict_future for M
[2025-12-19T20:26:25.100886] [INFO ] [sig       ] M: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:25.237757] [INFO ] [LOCAL     ] Saved forecast: M	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/M.txt
[2025-12-19T20:26:25.237882] [INFO ] [sig       ] [1975/3561] Completed M in 0.3s | 2.90 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-19T20:26:25.237919] [INFO ] [sig       ] [1976/3561] Forecasting MA...
[2025-12-19T20:26:25.237949] [INFO ] [sig       ] Generating forecast for: MA
[2025-12-19T20:26:25.237978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-12-19T20:26:25.249414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2025-12-19T20:26:25.249790] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-12-19T20:26:25.250635] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-12-19T20:26:25.250687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:25.250721] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:25.250748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:25.250805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:25.311965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:25.312711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:25.312796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:25.312832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:25.435419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:25.435584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:25.435626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:25.435655] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:25.439098] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: DOWN (p=12.72%)
[2025-12-19T20:26:25.439367] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-12-19T20:26:25.439494] [INFO ] [sig       ] MA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:25.577112] [INFO ] [LOCAL     ] Saved forecast: MA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MA.txt
[2025-12-19T20:26:25.577236] [INFO ] [sig       ] [1976/3561] Completed MA in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-19T20:26:25.577275] [INFO ] [sig       ] [1977/3561] Forecasting MAA...
[2025-12-19T20:26:25.577304] [INFO ] [sig       ] Generating forecast for: MAA
[2025-12-19T20:26:25.577333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-12-19T20:26:25.589628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2025-12-19T20:26:25.589975] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-12-19T20:26:25.590872] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-12-19T20:26:25.590925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:25.590959] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:25.590987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:25.591045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:25.649919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:25.650729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:25.650811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:25.650845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:25.774696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:25.774847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:25.774890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:25.774920] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:25.778367] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=11.73%)
[2025-12-19T20:26:25.778723] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-12-19T20:26:25.778853] [INFO ] [sig       ] MAA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:25.921567] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MAA.txt
[2025-12-19T20:26:25.921728] [INFO ] [sig       ] [1977/3561] Completed MAA in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-19T20:26:25.921771] [INFO ] [sig       ] [1978/3561] Forecasting MAC...
[2025-12-19T20:26:25.921827] [INFO ] [sig       ] Generating forecast for: MAC
[2025-12-19T20:26:25.921860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-12-19T20:26:25.933204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2025-12-19T20:26:25.933552] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-12-19T20:26:25.934371] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-12-19T20:26:25.934423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:25.934456] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:25.934483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:25.934540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:25.993804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:25.994759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:25.994845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:25.994878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:26.122550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:26.122735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:26.122774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:26.122804] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:26.126547] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=24.61%)
[2025-12-19T20:26:26.126870] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-12-19T20:26:26.127000] [INFO ] [sig       ] MAC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:26.272509] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MAC.txt
[2025-12-19T20:26:26.272692] [INFO ] [sig       ] [1978/3561] Completed MAC in 0.4s | 2.90 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-19T20:26:26.272735] [INFO ] [sig       ] [1979/3561] Forecasting MAMA...
[2025-12-19T20:26:26.272763] [INFO ] [sig       ] Generating forecast for: MAMA
[2025-12-19T20:26:26.272794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2025-12-19T20:26:26.285634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2025-12-19T20:26:26.286042] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2025-12-19T20:26:26.286854] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2025-12-19T20:26:26.286906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:26.286938] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:26.286966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:26.287040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:26.345758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:26.346636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:26.346721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:26.346754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:26.477864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:26.478025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:26.478068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:26.478096] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:26.481773] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: DOWN (p=26.71%)
[2025-12-19T20:26:26.482047] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2025-12-19T20:26:26.482168] [INFO ] [sig       ] MAMA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:26.623530] [INFO ] [LOCAL     ] Saved forecast: MAMA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MAMA.txt
[2025-12-19T20:26:26.623680] [INFO ] [sig       ] [1979/3561] Completed MAMA in 0.4s | 2.90 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-19T20:26:26.623721] [INFO ] [sig       ] [1980/3561] Forecasting MAN...
[2025-12-19T20:26:26.623751] [INFO ] [sig       ] Generating forecast for: MAN
[2025-12-19T20:26:26.623781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-12-19T20:26:26.634856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2025-12-19T20:26:26.635184] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-12-19T20:26:26.635948] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-12-19T20:26:26.635999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:26.636030] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:26.636056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:26.636113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:26.696529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:26.697205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:26.697285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:26.697318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:26.823399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:26.823554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:26.823615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:26.823645] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:26.827259] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-12-19T20:26:26.827543] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-12-19T20:26:26.827687] [INFO ] [sig       ] MAN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:26.966492] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MAN.txt
[2025-12-19T20:26:26.966666] [INFO ] [sig       ] [1980/3561] Completed MAN in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-19T20:26:26.966709] [INFO ] [sig       ] [1981/3561] Forecasting MANH...
[2025-12-19T20:26:26.966739] [INFO ] [sig       ] Generating forecast for: MANH
[2025-12-19T20:26:26.966769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2025-12-19T20:26:26.977893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2025-12-19T20:26:26.978244] [INFO ] [FORECASTER] Starting predict_future for MANH
[2025-12-19T20:26:26.979050] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2025-12-19T20:26:26.979101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:26.979132] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:26.979159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:26.979242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:27.036989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:27.037806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:27.037885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:27.037918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:27.161346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:27.161514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:27.161555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:27.161602] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:27.165262] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: DOWN (p=10.92%)
[2025-12-19T20:26:27.165551] [INFO ] [FORECASTER] Completed predict_future for MANH
[2025-12-19T20:26:27.165694] [INFO ] [sig       ] MANH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:27.307469] [INFO ] [LOCAL     ] Saved forecast: MANH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MANH.txt
[2025-12-19T20:26:27.307623] [INFO ] [sig       ] [1981/3561] Completed MANH in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-19T20:26:27.307664] [INFO ] [sig       ] [1982/3561] Forecasting MARA...
[2025-12-19T20:26:27.307693] [INFO ] [sig       ] Generating forecast for: MARA
[2025-12-19T20:26:27.307722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2025-12-19T20:26:27.319794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2025-12-19T20:26:27.320128] [INFO ] [FORECASTER] Starting predict_future for MARA
[2025-12-19T20:26:27.320896] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2025-12-19T20:26:27.320948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:27.320979] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:27.321005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:27.321060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:27.379945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:27.380676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:27.380756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:27.380788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:27.505351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:27.505504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:27.505542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:27.505604] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:27.509090] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: UP (p=99.86%)
[2025-12-19T20:26:27.509361] [INFO ] [FORECASTER] Completed predict_future for MARA
[2025-12-19T20:26:27.509488] [INFO ] [sig       ] MARA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:27.653290] [INFO ] [LOCAL     ] Saved forecast: MARA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MARA.txt
[2025-12-19T20:26:27.653451] [INFO ] [sig       ] [1982/3561] Completed MARA in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-19T20:26:27.653492] [INFO ] [sig       ] [1983/3561] Forecasting MAS...
[2025-12-19T20:26:27.653522] [INFO ] [sig       ] Generating forecast for: MAS
[2025-12-19T20:26:27.653552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-12-19T20:26:27.665454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2025-12-19T20:26:27.666043] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-12-19T20:26:27.667082] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-12-19T20:26:27.667150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:27.667185] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:27.667212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:27.667269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:27.730639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:27.731539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:27.731647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:27.731682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:27.856248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:27.856401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:27.856441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:27.856473] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:27.859861] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=46.88%)
[2025-12-19T20:26:27.860133] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-12-19T20:26:27.860254] [INFO ] [sig       ] MAS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:27.997016] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MAS.txt
[2025-12-19T20:26:27.997180] [INFO ] [sig       ] [1983/3561] Completed MAS in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-19T20:26:27.997221] [INFO ] [sig       ] [1984/3561] Forecasting MASI...
[2025-12-19T20:26:27.997251] [INFO ] [sig       ] Generating forecast for: MASI
[2025-12-19T20:26:27.997281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2025-12-19T20:26:28.009401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2025-12-19T20:26:28.009756] [INFO ] [FORECASTER] Starting predict_future for MASI
[2025-12-19T20:26:28.010542] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2025-12-19T20:26:28.010611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:28.010645] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:28.010672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:28.010728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:28.069008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:28.069812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:28.069893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:28.069925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:28.189488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:28.189663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:28.189704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:28.189731] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:28.193412] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: DOWN (p=20.98%)
[2025-12-19T20:26:28.193736] [INFO ] [FORECASTER] Completed predict_future for MASI
[2025-12-19T20:26:28.193856] [INFO ] [sig       ] MASI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:28.332723] [INFO ] [LOCAL     ] Saved forecast: MASI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MASI.txt
[2025-12-19T20:26:28.332842] [INFO ] [sig       ] [1984/3561] Completed MASI in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-19T20:26:28.332880] [INFO ] [sig       ] [1985/3561] Forecasting MASS...
[2025-12-19T20:26:28.332909] [INFO ] [sig       ] Generating forecast for: MASS
[2025-12-19T20:26:28.332939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2025-12-19T20:26:28.344104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2025-12-19T20:26:28.344445] [INFO ] [FORECASTER] Starting predict_future for MASS
[2025-12-19T20:26:28.345221] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2025-12-19T20:26:28.345272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:28.345303] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:28.345330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:28.345390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:28.401827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:28.402545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:28.402643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:28.402857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:28.523774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:28.523925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:28.523965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:28.523993] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:28.527303] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: DOWN (p=42.49%)
[2025-12-19T20:26:28.527592] [INFO ] [FORECASTER] Completed predict_future for MASS
[2025-12-19T20:26:28.527713] [INFO ] [sig       ] MASS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:28.672428] [INFO ] [LOCAL     ] Saved forecast: MASS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MASS.txt
[2025-12-19T20:26:28.672558] [INFO ] [sig       ] [1985/3561] Completed MASS in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-19T20:26:28.672614] [INFO ] [sig       ] [1986/3561] Forecasting MATX...
[2025-12-19T20:26:28.672646] [INFO ] [sig       ] Generating forecast for: MATX
[2025-12-19T20:26:28.672676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-12-19T20:26:28.687052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2025-12-19T20:26:28.687452] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-12-19T20:26:28.688274] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-12-19T20:26:28.688326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:28.688358] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:28.688384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:28.688439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:28.746406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:28.747392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:28.747478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:28.747510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:28.867897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:28.868053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:28.868091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:28.868119] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:28.871496] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: DOWN (p=40.92%)
[2025-12-19T20:26:28.871783] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-12-19T20:26:28.871906] [INFO ] [sig       ] MATX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:29.013538] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MATX.txt
[2025-12-19T20:26:29.013741] [INFO ] [sig       ] [1986/3561] Completed MATX in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-19T20:26:29.013784] [INFO ] [sig       ] [1987/3561] Forecasting MAX...
[2025-12-19T20:26:29.013814] [INFO ] [sig       ] Generating forecast for: MAX
[2025-12-19T20:26:29.013845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-12-19T20:26:29.025414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2025-12-19T20:26:29.025798] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-12-19T20:26:29.026564] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-12-19T20:26:29.026632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:29.026664] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:29.026691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:29.026747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:29.083861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:29.084681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:29.084764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:29.084798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:29.203861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:29.204016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:29.204055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:29.204083] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:29.207431] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: UP (p=88.36%)
[2025-12-19T20:26:29.207733] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-12-19T20:26:29.207854] [INFO ] [sig       ] MAX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:29.343787] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MAX.txt
[2025-12-19T20:26:29.343921] [INFO ] [sig       ] [1987/3561] Completed MAX in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-19T20:26:29.343959] [INFO ] [sig       ] [1988/3561] Forecasting MAXI...
[2025-12-19T20:26:29.343991] [INFO ] [sig       ] Generating forecast for: MAXI
[2025-12-19T20:26:29.344023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2025-12-19T20:26:29.355666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2025-12-19T20:26:29.356054] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2025-12-19T20:26:29.356873] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2025-12-19T20:26:29.356926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:29.356960] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:29.356988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:29.357045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:29.412509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:29.413172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:29.413250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:29.413282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:29.529676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:29.529837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:29.529876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:29.529904] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:29.533265] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: DOWN (p=4.58%)
[2025-12-19T20:26:29.533636] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2025-12-19T20:26:29.533772] [INFO ] [sig       ] MAXI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:29.672557] [INFO ] [LOCAL     ] Saved forecast: MAXI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MAXI.txt
[2025-12-19T20:26:29.672879] [INFO ] [sig       ] [1988/3561] Completed MAXI in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-19T20:26:29.672919] [INFO ] [sig       ] [1989/3561] Forecasting MAXN...
[2025-12-19T20:26:29.672949] [INFO ] [sig       ] Generating forecast for: MAXN
[2025-12-19T20:26:29.672979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2025-12-19T20:26:29.684157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2025-12-19T20:26:29.684549] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2025-12-19T20:26:29.685334] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2025-12-19T20:26:29.685387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:29.685419] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:29.685446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:29.685502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:29.742054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:29.743096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:29.743181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:29.743215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:29.857648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:29.857806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:29.857844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:29.857872] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:29.861388] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: UP (p=65.20%)
[2025-12-19T20:26:29.861690] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2025-12-19T20:26:29.861815] [INFO ] [sig       ] MAXN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:30.005018] [INFO ] [LOCAL     ] Saved forecast: MAXN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MAXN.txt
[2025-12-19T20:26:30.005180] [INFO ] [sig       ] [1989/3561] Completed MAXN in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-19T20:26:30.005222] [INFO ] [sig       ] [1990/3561] Forecasting MBB...
[2025-12-19T20:26:30.005251] [INFO ] [sig       ] Generating forecast for: MBB
[2025-12-19T20:26:30.005282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2025-12-19T20:26:30.018436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2025-12-19T20:26:30.018916] [INFO ] [FORECASTER] Starting predict_future for MBB
[2025-12-19T20:26:30.019931] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2025-12-19T20:26:30.019984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:30.020017] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:30.020045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:30.020101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:30.082504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:30.083831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:30.083948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:30.083980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:30.209221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:30.209385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:30.209448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:30.209482] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:30.212875] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: UP (p=72.21%)
[2025-12-19T20:26:30.213151] [INFO ] [FORECASTER] Completed predict_future for MBB
[2025-12-19T20:26:30.213274] [INFO ] [sig       ] MBB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:30.350846] [INFO ] [LOCAL     ] Saved forecast: MBB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MBB.txt
[2025-12-19T20:26:30.350978] [INFO ] [sig       ] [1990/3561] Completed MBB in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-19T20:26:30.351016] [INFO ] [sig       ] [1991/3561] Forecasting MBC...
[2025-12-19T20:26:30.351046] [INFO ] [sig       ] Generating forecast for: MBC
[2025-12-19T20:26:30.351076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-12-19T20:26:30.362981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2025-12-19T20:26:30.363313] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-12-19T20:26:30.364081] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-12-19T20:26:30.364132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:30.364162] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:30.364188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:30.364244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:30.419932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:30.420617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:30.420697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:30.420729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:30.539443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:30.539617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:30.539659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:30.539689] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:30.543090] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=16.80%)
[2025-12-19T20:26:30.543365] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-12-19T20:26:30.543487] [INFO ] [sig       ] MBC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:30.683251] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MBC.txt
[2025-12-19T20:26:30.683413] [INFO ] [sig       ] [1991/3561] Completed MBC in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-19T20:26:30.683453] [INFO ] [sig       ] [1992/3561] Forecasting MBCN...
[2025-12-19T20:26:30.683483] [INFO ] [sig       ] Generating forecast for: MBCN
[2025-12-19T20:26:30.683515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2025-12-19T20:26:30.694649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2025-12-19T20:26:30.694999] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2025-12-19T20:26:30.696038] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2025-12-19T20:26:30.696089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:30.696121] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:30.696147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:30.696203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:30.757147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:30.758054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:30.758137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:30.758169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:30.858031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:30.858187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:30.858226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:30.858255] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:30.861800] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: UP (p=99.76%)
[2025-12-19T20:26:30.862106] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2025-12-19T20:26:30.862236] [INFO ] [sig       ] MBCN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:31.005153] [INFO ] [LOCAL     ] Saved forecast: MBCN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MBCN.txt
[2025-12-19T20:26:31.005308] [INFO ] [sig       ] [1992/3561] Completed MBCN in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-19T20:26:31.005348] [INFO ] [sig       ] [1993/3561] Forecasting MBI...
[2025-12-19T20:26:31.005376] [INFO ] [sig       ] Generating forecast for: MBI
[2025-12-19T20:26:31.005406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-12-19T20:26:31.019890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2025-12-19T20:26:31.020301] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-12-19T20:26:31.021105] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-12-19T20:26:31.021159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:31.021191] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:31.021219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:31.021276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:31.077988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:31.078868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:31.078951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:31.078984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:31.198244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:31.198401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:31.198440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:31.198468] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:31.202789] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: DOWN (p=15.31%)
[2025-12-19T20:26:31.203155] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-12-19T20:26:31.203311] [INFO ] [sig       ] MBI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:31.352902] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MBI.txt
[2025-12-19T20:26:31.353044] [INFO ] [sig       ] [1993/3561] Completed MBI in 0.3s | 2.90 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-19T20:26:31.353099] [INFO ] [sig       ] [1994/3561] Forecasting MBIN...
[2025-12-19T20:26:31.353134] [INFO ] [sig       ] Generating forecast for: MBIN
[2025-12-19T20:26:31.353165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2025-12-19T20:26:31.365433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2025-12-19T20:26:31.365806] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2025-12-19T20:26:31.366550] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2025-12-19T20:26:31.366619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:31.366684] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:31.366713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:31.366769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:31.425539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:31.426187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:31.426265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:31.426299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:31.547968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:31.548118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:31.548157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:31.548185] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:31.551636] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: UP (p=96.61%)
[2025-12-19T20:26:31.552104] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2025-12-19T20:26:31.552236] [INFO ] [sig       ] MBIN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:31.694702] [INFO ] [LOCAL     ] Saved forecast: MBIN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MBIN.txt
[2025-12-19T20:26:31.694831] [INFO ] [sig       ] [1994/3561] Completed MBIN in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-19T20:26:31.694893] [INFO ] [sig       ] [1995/3561] Forecasting MBIO...
[2025-12-19T20:26:31.694923] [INFO ] [sig       ] Generating forecast for: MBIO
[2025-12-19T20:26:31.694954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'.
[2025-12-19T20:26:31.706599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIO'.
[2025-12-19T20:26:31.707126] [INFO ] [FORECASTER] Starting predict_future for MBIO
[2025-12-19T20:26:31.707897] [DEBUG] [LOCAL     ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt
[2025-12-19T20:26:31.707948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:31.707980] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:31.708007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:31.708063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:31.766248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:31.767039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:31.767124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:31.767158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:31.887300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:31.887447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:31.887486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:31.887514] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:31.891101] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: UP (p=80.63%)
[2025-12-19T20:26:31.891379] [INFO ] [FORECASTER] Completed predict_future for MBIO
[2025-12-19T20:26:31.891506] [INFO ] [sig       ] MBIO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:32.037292] [INFO ] [LOCAL     ] Saved forecast: MBIO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MBIO.txt
[2025-12-19T20:26:32.037448] [INFO ] [sig       ] [1995/3561] Completed MBIO in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-19T20:26:32.037489] [INFO ] [sig       ] [1996/3561] Forecasting MBLY...
[2025-12-19T20:26:32.037518] [INFO ] [sig       ] Generating forecast for: MBLY
[2025-12-19T20:26:32.037548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2025-12-19T20:26:32.049170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2025-12-19T20:26:32.049567] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2025-12-19T20:26:32.050550] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2025-12-19T20:26:32.050629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:32.050661] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:32.050689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:32.050940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:32.111683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:32.112433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:32.112514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:32.112547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:32.237650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:32.237811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:32.237850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:32.237878] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:32.241556] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: UP (p=63.95%)
[2025-12-19T20:26:32.242086] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2025-12-19T20:26:32.242220] [INFO ] [sig       ] MBLY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:32.385300] [INFO ] [LOCAL     ] Saved forecast: MBLY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MBLY.txt
[2025-12-19T20:26:32.385438] [INFO ] [sig       ] [1996/3561] Completed MBLY in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-19T20:26:32.385476] [INFO ] [sig       ] [1997/3561] Forecasting MBS...
[2025-12-19T20:26:32.385505] [INFO ] [sig       ] Generating forecast for: MBS
[2025-12-19T20:26:32.385538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2025-12-19T20:26:32.396997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2025-12-19T20:26:32.397314] [INFO ] [FORECASTER] Starting predict_future for MBS
[2025-12-19T20:26:32.398239] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2025-12-19T20:26:32.398291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:32.398322] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:32.398349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:32.398405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:32.457298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:32.458000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:32.458098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:32.458133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:32.575093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:32.575249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:32.575287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:32.575317] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:32.578905] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: DOWN (p=7.33%)
[2025-12-19T20:26:32.579187] [INFO ] [FORECASTER] Completed predict_future for MBS
[2025-12-19T20:26:32.579312] [INFO ] [sig       ] MBS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:32.721910] [INFO ] [LOCAL     ] Saved forecast: MBS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MBS.txt
[2025-12-19T20:26:32.722073] [INFO ] [sig       ] [1997/3561] Completed MBS in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-19T20:26:32.722139] [INFO ] [sig       ] [1998/3561] Forecasting MBWM...
[2025-12-19T20:26:32.722183] [INFO ] [sig       ] Generating forecast for: MBWM
[2025-12-19T20:26:32.722221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2025-12-19T20:26:32.737766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2025-12-19T20:26:32.738185] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2025-12-19T20:26:32.739308] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2025-12-19T20:26:32.739374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:32.739426] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:32.739532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:32.739647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:32.801114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:32.802009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:32.802093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:32.802126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:32.917629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:32.917783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:32.917822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:32.917850] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:32.921138] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-12-19T20:26:32.921403] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2025-12-19T20:26:32.921520] [INFO ] [sig       ] MBWM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:33.066853] [INFO ] [LOCAL     ] Saved forecast: MBWM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MBWM.txt
[2025-12-19T20:26:33.066986] [INFO ] [sig       ] [1998/3561] Completed MBWM in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-19T20:26:33.067024] [INFO ] [sig       ] [1999/3561] Forecasting MBX...
[2025-12-19T20:26:33.067054] [INFO ] [sig       ] Generating forecast for: MBX
[2025-12-19T20:26:33.067085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2025-12-19T20:26:33.078631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2025-12-19T20:26:33.079177] [INFO ] [FORECASTER] Starting predict_future for MBX
[2025-12-19T20:26:33.080150] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2025-12-19T20:26:33.080201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:33.080233] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:33.080259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:33.080315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:33.137788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:33.138409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:33.138488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:33.138521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:33.264169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:33.264324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:33.264363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:33.264393] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:33.268263] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: DOWN (p=6.33%)
[2025-12-19T20:26:33.268537] [INFO ] [FORECASTER] Completed predict_future for MBX
[2025-12-19T20:26:33.268679] [INFO ] [sig       ] MBX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:33.421273] [INFO ] [LOCAL     ] Saved forecast: MBX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MBX.txt
[2025-12-19T20:26:33.421425] [INFO ] [sig       ] [1999/3561] Completed MBX in 0.4s | 2.90 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-19T20:26:33.421464] [INFO ] [sig       ] [2000/3561] Forecasting MC...
[2025-12-19T20:26:33.421494] [INFO ] [sig       ] Generating forecast for: MC
[2025-12-19T20:26:33.421524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-12-19T20:26:33.433916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2025-12-19T20:26:33.434294] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-12-19T20:26:33.435072] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-12-19T20:26:33.435124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:33.435155] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:33.435183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:33.435238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:33.495741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:33.496559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:33.496659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:33.496693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:33.625553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:33.625720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:33.625760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:33.625788] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:33.629628] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: DOWN (p=32.19%)
[2025-12-19T20:26:33.629941] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-12-19T20:26:33.630079] [INFO ] [sig       ] MC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:33.776008] [INFO ] [LOCAL     ] Saved forecast: MC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MC.txt
[2025-12-19T20:26:33.776148] [INFO ] [sig       ] [2000/3561] Completed MC in 0.4s | 2.90 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-19T20:26:33.776188] [INFO ] [sig       ] [2001/3561] Forecasting MCBS...
[2025-12-19T20:26:33.776218] [INFO ] [sig       ] Generating forecast for: MCBS
[2025-12-19T20:26:33.776248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2025-12-19T20:26:33.787933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2025-12-19T20:26:33.788258] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2025-12-19T20:26:33.792548] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2025-12-19T20:26:33.792622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:33.792654] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:33.792681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:33.792737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:33.852211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:33.853086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:33.853200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:33.853237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:33.974441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:33.974613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:33.974653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:33.974698] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:33.977976] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: UP (p=60.84%)
[2025-12-19T20:26:33.978265] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2025-12-19T20:26:33.978386] [INFO ] [sig       ] MCBS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:34.122428] [INFO ] [LOCAL     ] Saved forecast: MCBS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MCBS.txt
[2025-12-19T20:26:34.122593] [INFO ] [sig       ] [2001/3561] Completed MCBS in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-19T20:26:34.122639] [INFO ] [sig       ] [2002/3561] Forecasting MCHI...
[2025-12-19T20:26:34.122671] [INFO ] [sig       ] Generating forecast for: MCHI
[2025-12-19T20:26:34.122703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2025-12-19T20:26:34.134651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2025-12-19T20:26:34.134995] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2025-12-19T20:26:34.135815] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2025-12-19T20:26:34.135866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:34.135897] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:34.135922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:34.135978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:34.193804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:34.194558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:34.194659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:34.194693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:34.320330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:34.320493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:34.320532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:34.320560] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:34.324256] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: DOWN (p=39.13%)
[2025-12-19T20:26:34.324542] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2025-12-19T20:26:34.324688] [INFO ] [sig       ] MCHI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:34.467286] [INFO ] [LOCAL     ] Saved forecast: MCHI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MCHI.txt
[2025-12-19T20:26:34.467411] [INFO ] [sig       ] [2002/3561] Completed MCHI in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-19T20:26:34.467449] [INFO ] [sig       ] [2003/3561] Forecasting MCHP...
[2025-12-19T20:26:34.467477] [INFO ] [sig       ] Generating forecast for: MCHP
[2025-12-19T20:26:34.467509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2025-12-19T20:26:34.480360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2025-12-19T20:26:34.480683] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2025-12-19T20:26:34.481419] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2025-12-19T20:26:34.481470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:34.481502] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:34.481528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:34.481609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:34.537332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:34.538214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:34.538292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:34.538340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:34.661389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:34.661546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:34.661603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:34.661633] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:34.665052] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=46.82%)
[2025-12-19T20:26:34.665342] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2025-12-19T20:26:34.665467] [INFO ] [sig       ] MCHP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:34.803791] [INFO ] [LOCAL     ] Saved forecast: MCHP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MCHP.txt
[2025-12-19T20:26:34.803910] [INFO ] [sig       ] [2003/3561] Completed MCHP in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-19T20:26:34.803948] [INFO ] [sig       ] [2004/3561] Forecasting MCHX...
[2025-12-19T20:26:34.803977] [INFO ] [sig       ] Generating forecast for: MCHX
[2025-12-19T20:26:34.804007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2025-12-19T20:26:34.815472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2025-12-19T20:26:34.815801] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2025-12-19T20:26:34.816538] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2025-12-19T20:26:34.816611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:34.816646] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:34.816673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:34.816728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:34.881025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:34.881889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:34.881972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:34.882005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:34.986491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:34.986658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:34.986697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:34.986725] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:34.990536] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: DOWN (p=35.35%)
[2025-12-19T20:26:34.990818] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2025-12-19T20:26:34.990934] [INFO ] [sig       ] MCHX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:35.128642] [INFO ] [LOCAL     ] Saved forecast: MCHX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MCHX.txt
[2025-12-19T20:26:35.128777] [INFO ] [sig       ] [2004/3561] Completed MCHX in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-19T20:26:35.128816] [INFO ] [sig       ] [2005/3561] Forecasting MCI...
[2025-12-19T20:26:35.128846] [INFO ] [sig       ] Generating forecast for: MCI
[2025-12-19T20:26:35.128876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-12-19T20:26:35.141506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2025-12-19T20:26:35.141904] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-12-19T20:26:35.142678] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-12-19T20:26:35.142729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:35.142760] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:35.142801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:35.142859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:35.202502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:35.203221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:35.203302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:35.203335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:35.322707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:35.322861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:35.322900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:35.322928] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:35.326253] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: UP (p=94.27%)
[2025-12-19T20:26:35.326517] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-12-19T20:26:35.326670] [INFO ] [sig       ] MCI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:35.466022] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MCI.txt
[2025-12-19T20:26:35.466152] [INFO ] [sig       ] [2005/3561] Completed MCI in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-19T20:26:35.466193] [INFO ] [sig       ] [2006/3561] Forecasting MCK...
[2025-12-19T20:26:35.466223] [INFO ] [sig       ] Generating forecast for: MCK
[2025-12-19T20:26:35.466253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-12-19T20:26:35.478450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2025-12-19T20:26:35.478809] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-12-19T20:26:35.479551] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-12-19T20:26:35.479623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:35.479655] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:35.479683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:35.479738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:35.535840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:35.536560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:35.536659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:35.536693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:35.660606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:35.660769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:35.660807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:35.660836] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:35.664450] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=95.64%)
[2025-12-19T20:26:35.664732] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-12-19T20:26:35.664852] [INFO ] [sig       ] MCK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:35.803317] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MCK.txt
[2025-12-19T20:26:35.803447] [INFO ] [sig       ] [2006/3561] Completed MCK in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-19T20:26:35.803486] [INFO ] [sig       ] [2007/3561] Forecasting MCN...
[2025-12-19T20:26:35.803515] [INFO ] [sig       ] Generating forecast for: MCN
[2025-12-19T20:26:35.803546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-12-19T20:26:35.815117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2025-12-19T20:26:35.815488] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-12-19T20:26:35.816307] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-12-19T20:26:35.816360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:35.816392] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:35.816419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:35.816475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:35.872822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:35.873737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:35.873824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:35.873857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:35.996925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:35.997102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:35.997154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:35.997187] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:36.001013] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: UP (p=75.87%)
[2025-12-19T20:26:36.001347] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-12-19T20:26:36.001489] [INFO ] [sig       ] MCN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:36.171654] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MCN.txt
[2025-12-19T20:26:36.171829] [INFO ] [sig       ] [2007/3561] Completed MCN in 0.4s | 2.90 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-19T20:26:36.171871] [INFO ] [sig       ] [2008/3561] Forecasting MCO...
[2025-12-19T20:26:36.171901] [INFO ] [sig       ] Generating forecast for: MCO
[2025-12-19T20:26:36.171933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-12-19T20:26:36.187847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-12-19T20:26:36.188343] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-12-19T20:26:36.189546] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-12-19T20:26:36.189636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:36.189687] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:36.189729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:36.189820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:36.268951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:36.270104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:36.270231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:36.270275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:36.431446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:36.431672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:36.431740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:36.431791] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:36.437226] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: DOWN (p=44.27%)
[2025-12-19T20:26:36.437763] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-12-19T20:26:36.437961] [INFO ] [sig       ] MCO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:36.624532] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MCO.txt
[2025-12-19T20:26:36.624788] [INFO ] [sig       ] [2008/3561] Completed MCO in 0.5s | 2.90 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-19T20:26:36.624840] [INFO ] [sig       ] [2009/3561] Forecasting MCRB...
[2025-12-19T20:26:36.624877] [INFO ] [sig       ] Generating forecast for: MCRB
[2025-12-19T20:26:36.624924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2025-12-19T20:26:36.641382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2025-12-19T20:26:36.641950] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2025-12-19T20:26:36.643186] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2025-12-19T20:26:36.643262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:36.643311] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:36.643352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:36.643441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:36.729766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:36.730999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:36.731129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:36.731185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:36.894679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:36.894869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:36.894914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:36.894948] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:36.898976] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: UP (p=73.71%)
[2025-12-19T20:26:36.899275] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2025-12-19T20:26:36.899407] [INFO ] [sig       ] MCRB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:37.106864] [INFO ] [LOCAL     ] Saved forecast: MCRB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MCRB.txt
[2025-12-19T20:26:37.107091] [INFO ] [sig       ] [2009/3561] Completed MCRB in 0.5s | 2.90 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-19T20:26:37.107156] [INFO ] [sig       ] [2010/3561] Forecasting MCRI...
[2025-12-19T20:26:37.107204] [INFO ] [sig       ] Generating forecast for: MCRI
[2025-12-19T20:26:37.107250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2025-12-19T20:26:37.121788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2025-12-19T20:26:37.122203] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2025-12-19T20:26:37.123041] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2025-12-19T20:26:37.123095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:37.123127] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:37.123154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:37.123211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:37.179047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:37.179965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:37.180074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:37.180108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:37.302970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:37.303126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:37.303166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:37.303195] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:37.306655] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: UP (p=71.87%)
[2025-12-19T20:26:37.306956] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2025-12-19T20:26:37.307079] [INFO ] [sig       ] MCRI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:37.446114] [INFO ] [LOCAL     ] Saved forecast: MCRI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MCRI.txt
[2025-12-19T20:26:37.446257] [INFO ] [sig       ] [2010/3561] Completed MCRI in 0.3s | 2.90 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-19T20:26:37.446305] [INFO ] [sig       ] [2011/3561] Forecasting MCS...
[2025-12-19T20:26:37.446336] [INFO ] [sig       ] Generating forecast for: MCS
[2025-12-19T20:26:37.446366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-12-19T20:26:37.457985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2025-12-19T20:26:37.458333] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-12-19T20:26:37.459169] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-12-19T20:26:37.459222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:37.459254] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:37.459280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:37.459337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:37.515991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:37.516861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:37.516943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:37.516977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:37.641699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:37.641859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:37.641898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:37.641925] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:37.645601] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: DOWN (p=46.37%)
[2025-12-19T20:26:37.645888] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-12-19T20:26:37.646012] [INFO ] [sig       ] MCS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:37.787246] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MCS.txt
[2025-12-19T20:26:37.787400] [INFO ] [sig       ] [2011/3561] Completed MCS in 0.3s | 2.90 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-19T20:26:37.787471] [INFO ] [sig       ] [2012/3561] Forecasting MCY...
[2025-12-19T20:26:37.787501] [INFO ] [sig       ] Generating forecast for: MCY
[2025-12-19T20:26:37.787532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-12-19T20:26:37.798792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2025-12-19T20:26:37.799367] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-12-19T20:26:37.800204] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-12-19T20:26:37.800256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:37.800288] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:37.800314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:37.800370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:37.857287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:37.858151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:37.858239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:37.858273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:37.977062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:37.977216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:37.977256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:37.977284] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:37.980896] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=7.04%)
[2025-12-19T20:26:37.981206] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-12-19T20:26:37.981547] [INFO ] [sig       ] MCY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:38.118463] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MCY.txt
[2025-12-19T20:26:38.118611] [INFO ] [sig       ] [2012/3561] Completed MCY in 0.3s | 2.90 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-19T20:26:38.118653] [INFO ] [sig       ] [2013/3561] Forecasting MD...
[2025-12-19T20:26:38.118706] [INFO ] [sig       ] Generating forecast for: MD
[2025-12-19T20:26:38.118740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-12-19T20:26:38.130966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2025-12-19T20:26:38.131300] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-12-19T20:26:38.132070] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-12-19T20:26:38.132121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:38.132152] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:38.132179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:38.132235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:38.188422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:38.189118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:38.189194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:38.189225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:38.311253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:38.311402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:38.311438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:38.311467] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:38.314801] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: DOWN (p=42.27%)
[2025-12-19T20:26:38.315070] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-12-19T20:26:38.315191] [INFO ] [sig       ] MD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:38.450821] [INFO ] [LOCAL     ] Saved forecast: MD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MD.txt
[2025-12-19T20:26:38.450947] [INFO ] [sig       ] [2013/3561] Completed MD in 0.3s | 2.90 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-19T20:26:38.450986] [INFO ] [sig       ] [2014/3561] Forecasting MDAI...
[2025-12-19T20:26:38.451015] [INFO ] [sig       ] Generating forecast for: MDAI
[2025-12-19T20:26:38.451047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2025-12-19T20:26:38.462250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2025-12-19T20:26:38.462625] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2025-12-19T20:26:38.463372] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2025-12-19T20:26:38.463423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:38.463454] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:38.463482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:38.463538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:38.519832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:38.520588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:38.520669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:38.520703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:38.639839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:38.640004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:38.640043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:38.640071] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:38.643374] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: DOWN (p=2.12%)
[2025-12-19T20:26:38.643657] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2025-12-19T20:26:38.643780] [INFO ] [sig       ] MDAI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:38.781161] [INFO ] [LOCAL     ] Saved forecast: MDAI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MDAI.txt
[2025-12-19T20:26:38.781306] [INFO ] [sig       ] [2014/3561] Completed MDAI in 0.3s | 2.90 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-19T20:26:38.781345] [INFO ] [sig       ] [2015/3561] Forecasting MDB...
[2025-12-19T20:26:38.781375] [INFO ] [sig       ] Generating forecast for: MDB
[2025-12-19T20:26:38.781405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2025-12-19T20:26:38.793400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2025-12-19T20:26:38.793777] [INFO ] [FORECASTER] Starting predict_future for MDB
[2025-12-19T20:26:38.794519] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2025-12-19T20:26:38.794570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:38.794622] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:38.794674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:38.794748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:38.854208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:38.855125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:38.855209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:38.855241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:38.983724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:38.983881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:38.983923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:38.983951] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:38.987393] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: DOWN (p=15.38%)
[2025-12-19T20:26:38.987711] [INFO ] [FORECASTER] Completed predict_future for MDB
[2025-12-19T20:26:38.987860] [INFO ] [sig       ] MDB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:39.139340] [INFO ] [LOCAL     ] Saved forecast: MDB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MDB.txt
[2025-12-19T20:26:39.139491] [INFO ] [sig       ] [2015/3561] Completed MDB in 0.4s | 2.90 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-19T20:26:39.139533] [INFO ] [sig       ] [2016/3561] Forecasting MDGL...
[2025-12-19T20:26:39.139563] [INFO ] [sig       ] Generating forecast for: MDGL
[2025-12-19T20:26:39.139614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2025-12-19T20:26:39.248151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2025-12-19T20:26:39.248562] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2025-12-19T20:26:39.249465] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2025-12-19T20:26:39.249519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:39.249550] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:39.249595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:39.249655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:39.315145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:39.315997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:39.316084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:39.316116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:39.444529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:39.444702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:39.444743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:39.444772] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:39.448373] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: UP (p=76.88%)
[2025-12-19T20:26:39.448758] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2025-12-19T20:26:39.448914] [INFO ] [sig       ] MDGL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:39.601748] [INFO ] [LOCAL     ] Saved forecast: MDGL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MDGL.txt
[2025-12-19T20:26:39.601892] [INFO ] [sig       ] [2016/3561] Completed MDGL in 0.5s | 2.90 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-19T20:26:39.601934] [INFO ] [sig       ] [2017/3561] Forecasting MDLZ...
[2025-12-19T20:26:39.601964] [INFO ] [sig       ] Generating forecast for: MDLZ
[2025-12-19T20:26:39.601994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2025-12-19T20:26:39.615667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2025-12-19T20:26:39.616037] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2025-12-19T20:26:39.616864] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2025-12-19T20:26:39.616929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:39.616977] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:39.617020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:39.617083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:39.681775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:39.682671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:39.682755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:39.682789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:39.817233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:39.817386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:39.817426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:39.817454] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:39.821340] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: UP (p=81.54%)
[2025-12-19T20:26:39.821678] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2025-12-19T20:26:39.821878] [INFO ] [sig       ] MDLZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:39.971682] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MDLZ.txt
[2025-12-19T20:26:39.972026] [INFO ] [sig       ] [2017/3561] Completed MDLZ in 0.4s | 2.90 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-19T20:26:39.972068] [INFO ] [sig       ] [2018/3561] Forecasting MDWD...
[2025-12-19T20:26:39.972097] [INFO ] [sig       ] Generating forecast for: MDWD
[2025-12-19T20:26:39.972128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2025-12-19T20:26:39.985773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2025-12-19T20:26:39.986397] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2025-12-19T20:26:39.987180] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2025-12-19T20:26:39.987244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:39.987276] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:39.987303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:39.987362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:40.045420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:40.046470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:40.046553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:40.046607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:40.169285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:40.169444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:40.169485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:40.169513] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:40.173598] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: DOWN (p=32.25%)
[2025-12-19T20:26:40.174064] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2025-12-19T20:26:40.174196] [INFO ] [sig       ] MDWD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:40.317695] [INFO ] [LOCAL     ] Saved forecast: MDWD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MDWD.txt
[2025-12-19T20:26:40.317864] [INFO ] [sig       ] [2018/3561] Completed MDWD in 0.3s | 2.90 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-19T20:26:40.317905] [INFO ] [sig       ] [2019/3561] Forecasting MDXG...
[2025-12-19T20:26:40.317963] [INFO ] [sig       ] Generating forecast for: MDXG
[2025-12-19T20:26:40.318012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2025-12-19T20:26:40.329752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2025-12-19T20:26:40.330172] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2025-12-19T20:26:40.331022] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2025-12-19T20:26:40.331075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:40.331108] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:40.331135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:40.331192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:40.390092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:40.390788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:40.390871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:40.390912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:40.510830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:40.510984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:40.511023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:40.511052] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:40.514460] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2025-12-19T20:26:40.514754] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2025-12-19T20:26:40.514877] [INFO ] [sig       ] MDXG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:40.654900] [INFO ] [LOCAL     ] Saved forecast: MDXG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MDXG.txt
[2025-12-19T20:26:40.655228] [INFO ] [sig       ] [2019/3561] Completed MDXG in 0.3s | 2.90 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-19T20:26:40.655267] [INFO ] [sig       ] [2020/3561] Forecasting MDXH...
[2025-12-19T20:26:40.655296] [INFO ] [sig       ] Generating forecast for: MDXH
[2025-12-19T20:26:40.655326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2025-12-19T20:26:40.667986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2025-12-19T20:26:40.668318] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2025-12-19T20:26:40.669136] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2025-12-19T20:26:40.669188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:40.669219] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:40.669247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:40.669301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:40.728990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:40.729646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:40.729725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:40.729763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:40.849322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:40.849474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:40.849511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:40.849539] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:40.853018] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: UP (p=55.11%)
[2025-12-19T20:26:40.853284] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2025-12-19T20:26:40.853400] [INFO ] [sig       ] MDXH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:40.990485] [INFO ] [LOCAL     ] Saved forecast: MDXH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MDXH.txt
[2025-12-19T20:26:40.990620] [INFO ] [sig       ] [2020/3561] Completed MDXH in 0.3s | 2.90 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-19T20:26:40.990660] [INFO ] [sig       ] [2021/3561] Forecasting MEC...
[2025-12-19T20:26:40.990690] [INFO ] [sig       ] Generating forecast for: MEC
[2025-12-19T20:26:40.990720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-12-19T20:26:41.002827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2025-12-19T20:26:41.003174] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-12-19T20:26:41.003958] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-12-19T20:26:41.004009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:41.004040] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:41.004067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:41.004123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:41.059461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:41.060110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:41.060187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:41.060220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:41.180686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:41.180837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:41.180879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:41.180907] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:41.184215] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=22.87%)
[2025-12-19T20:26:41.184477] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-12-19T20:26:41.184612] [INFO ] [sig       ] MEC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:41.323019] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MEC.txt
[2025-12-19T20:26:41.323143] [INFO ] [sig       ] [2021/3561] Completed MEC in 0.3s | 2.90 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-19T20:26:41.323189] [INFO ] [sig       ] [2022/3561] Forecasting MED...
[2025-12-19T20:26:41.323220] [INFO ] [sig       ] Generating forecast for: MED
[2025-12-19T20:26:41.323250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-12-19T20:26:41.335851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2025-12-19T20:26:41.336359] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-12-19T20:26:41.337326] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-12-19T20:26:41.337378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:41.337410] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:41.337437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:41.337493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:41.392879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:41.393471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:41.393546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:41.393596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:41.514857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:41.515010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:41.515056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:41.515090] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:41.518437] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=36.57%)
[2025-12-19T20:26:41.518737] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-12-19T20:26:41.518865] [INFO ] [sig       ] MED: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:41.655856] [INFO ] [LOCAL     ] Saved forecast: MED	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MED.txt
[2025-12-19T20:26:41.656174] [INFO ] [sig       ] [2022/3561] Completed MED in 0.3s | 2.90 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-19T20:26:41.656213] [INFO ] [sig       ] [2023/3561] Forecasting MEDP...
[2025-12-19T20:26:41.656242] [INFO ] [sig       ] Generating forecast for: MEDP
[2025-12-19T20:26:41.656272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2025-12-19T20:26:41.668239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2025-12-19T20:26:41.668587] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2025-12-19T20:26:41.669357] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2025-12-19T20:26:41.669408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:41.669439] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:41.669466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:41.669521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:41.729629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:41.730341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:41.730422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:41.730456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:41.854789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:41.855112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:41.855149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:41.855177] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:41.858459] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: UP (p=86.44%)
[2025-12-19T20:26:41.858758] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2025-12-19T20:26:41.858891] [INFO ] [sig       ] MEDP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:41.997557] [INFO ] [LOCAL     ] Saved forecast: MEDP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MEDP.txt
[2025-12-19T20:26:41.997697] [INFO ] [sig       ] [2023/3561] Completed MEDP in 0.3s | 2.90 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-19T20:26:41.997735] [INFO ] [sig       ] [2024/3561] Forecasting MEG...
[2025-12-19T20:26:41.997765] [INFO ] [sig       ] Generating forecast for: MEG
[2025-12-19T20:26:41.997799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-12-19T20:26:42.009917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2025-12-19T20:26:42.010292] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-12-19T20:26:42.011093] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-12-19T20:26:42.011146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:42.011179] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:42.011206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:42.011263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:42.068879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:42.069632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:42.069714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:42.069748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:42.189888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:42.190037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:42.190075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:42.190103] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:42.193416] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: UP (p=89.73%)
[2025-12-19T20:26:42.193699] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-12-19T20:26:42.193819] [INFO ] [sig       ] MEG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:42.331740] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MEG.txt
[2025-12-19T20:26:42.331864] [INFO ] [sig       ] [2024/3561] Completed MEG in 0.3s | 2.90 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-19T20:26:42.331902] [INFO ] [sig       ] [2025/3561] Forecasting MEGI...
[2025-12-19T20:26:42.331931] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-12-19T20:26:42.331960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-12-19T20:26:42.343712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2025-12-19T20:26:42.344058] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-12-19T20:26:42.344854] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-12-19T20:26:42.344917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:42.344957] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:42.344985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:42.345042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:42.400933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:42.401564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:42.401686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:42.401719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:42.522844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:42.522992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:42.523047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:42.523077] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:42.526360] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=25.04%)
[2025-12-19T20:26:42.526640] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-12-19T20:26:42.526758] [INFO ] [sig       ] MEGI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:42.664437] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MEGI.txt
[2025-12-19T20:26:42.664564] [INFO ] [sig       ] [2025/3561] Completed MEGI in 0.3s | 2.90 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-19T20:26:42.664621] [INFO ] [sig       ] [2026/3561] Forecasting MEI...
[2025-12-19T20:26:42.664651] [INFO ] [sig       ] Generating forecast for: MEI
[2025-12-19T20:26:42.664681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-12-19T20:26:42.677139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2025-12-19T20:26:42.677477] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-12-19T20:26:42.678234] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-12-19T20:26:42.678284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:42.678317] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:42.678343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:42.678399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:42.736253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:42.736899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:42.736981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:42.737014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:42.858940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:42.859096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:42.859134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:42.859162] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:42.862423] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=97.16%)
[2025-12-19T20:26:42.862701] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-12-19T20:26:42.862824] [INFO ] [sig       ] MEI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:43.003946] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MEI.txt
[2025-12-19T20:26:43.004085] [INFO ] [sig       ] [2026/3561] Completed MEI in 0.3s | 2.90 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-19T20:26:43.004125] [INFO ] [sig       ] [2027/3561] Forecasting MELI...
[2025-12-19T20:26:43.004154] [INFO ] [sig       ] Generating forecast for: MELI
[2025-12-19T20:26:43.004184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2025-12-19T20:26:43.015077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2025-12-19T20:26:43.015422] [INFO ] [FORECASTER] Starting predict_future for MELI
[2025-12-19T20:26:43.016185] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2025-12-19T20:26:43.016236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:43.016267] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:43.016293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:43.016348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:43.072151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:43.072849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:43.072975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:43.073011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:43.192064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:43.192216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:43.192254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:43.192282] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:43.195761] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: UP (p=89.79%)
[2025-12-19T20:26:43.196030] [INFO ] [FORECASTER] Completed predict_future for MELI
[2025-12-19T20:26:43.196148] [INFO ] [sig       ] MELI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:43.334757] [INFO ] [LOCAL     ] Saved forecast: MELI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MELI.txt
[2025-12-19T20:26:43.334884] [INFO ] [sig       ] [2027/3561] Completed MELI in 0.3s | 2.90 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-19T20:26:43.334922] [INFO ] [sig       ] [2028/3561] Forecasting MEOH...
[2025-12-19T20:26:43.334951] [INFO ] [sig       ] Generating forecast for: MEOH
[2025-12-19T20:26:43.334981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2025-12-19T20:26:43.346236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2025-12-19T20:26:43.346591] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2025-12-19T20:26:43.347332] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2025-12-19T20:26:43.347384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:43.347417] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:43.347443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:43.347499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:43.403856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:43.404490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:43.404565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:43.404615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:43.523829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:43.523977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:43.524017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:43.524046] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:43.527324] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: DOWN (p=9.91%)
[2025-12-19T20:26:43.527605] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2025-12-19T20:26:43.527722] [INFO ] [sig       ] MEOH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:43.664402] [INFO ] [LOCAL     ] Saved forecast: MEOH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MEOH.txt
[2025-12-19T20:26:43.664566] [INFO ] [sig       ] [2028/3561] Completed MEOH in 0.3s | 2.90 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-19T20:26:43.664624] [INFO ] [sig       ] [2029/3561] Forecasting MERC...
[2025-12-19T20:26:43.664653] [INFO ] [sig       ] Generating forecast for: MERC
[2025-12-19T20:26:43.664683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2025-12-19T20:26:43.675762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2025-12-19T20:26:43.676088] [INFO ] [FORECASTER] Starting predict_future for MERC
[2025-12-19T20:26:43.676852] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2025-12-19T20:26:43.676902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:43.676945] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:43.676974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:43.677030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:43.732844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:43.733526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:43.733621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:43.733654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:43.852303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:43.852453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:43.852491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:43.852519] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:43.855810] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: UP (p=75.87%)
[2025-12-19T20:26:43.856078] [INFO ] [FORECASTER] Completed predict_future for MERC
[2025-12-19T20:26:43.856200] [INFO ] [sig       ] MERC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:43.994519] [INFO ] [LOCAL     ] Saved forecast: MERC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MERC.txt
[2025-12-19T20:26:43.994663] [INFO ] [sig       ] [2029/3561] Completed MERC in 0.3s | 2.90 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-19T20:26:43.994705] [INFO ] [sig       ] [2030/3561] Forecasting META...
[2025-12-19T20:26:43.994734] [INFO ] [sig       ] Generating forecast for: META
[2025-12-19T20:26:43.994765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2025-12-19T20:26:44.006549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2025-12-19T20:26:44.006918] [INFO ] [FORECASTER] Starting predict_future for META
[2025-12-19T20:26:44.007890] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2025-12-19T20:26:44.007939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:44.007971] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:44.008181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:44.008236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:44.065559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:44.066379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:44.066457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:44.066488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:44.197886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:44.198039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:44.198076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:44.198105] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:44.201423] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: UP (p=54.86%)
[2025-12-19T20:26:44.201705] [INFO ] [FORECASTER] Completed predict_future for META
[2025-12-19T20:26:44.201826] [INFO ] [sig       ] META: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:44.341717] [INFO ] [LOCAL     ] Saved forecast: META	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/META.txt
[2025-12-19T20:26:44.341852] [INFO ] [sig       ] [2030/3561] Completed META in 0.3s | 2.90 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-19T20:26:44.341891] [INFO ] [sig       ] [2031/3561] Forecasting METC...
[2025-12-19T20:26:44.341920] [INFO ] [sig       ] Generating forecast for: METC
[2025-12-19T20:26:44.341950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2025-12-19T20:26:44.354771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2025-12-19T20:26:44.355365] [INFO ] [FORECASTER] Starting predict_future for METC
[2025-12-19T20:26:44.356423] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2025-12-19T20:26:44.356478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:44.356512] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:44.356540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:44.356629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:44.418507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:44.419188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:44.419268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:44.419301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:44.546017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:44.546175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:44.546217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:44.546247] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:44.550097] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: UP (p=84.72%)
[2025-12-19T20:26:44.550372] [INFO ] [FORECASTER] Completed predict_future for METC
[2025-12-19T20:26:44.550494] [INFO ] [sig       ] METC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:44.698708] [INFO ] [LOCAL     ] Saved forecast: METC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/METC.txt
[2025-12-19T20:26:44.698832] [INFO ] [sig       ] [2031/3561] Completed METC in 0.4s | 2.90 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-19T20:26:44.698873] [INFO ] [sig       ] [2032/3561] Forecasting METCB...
[2025-12-19T20:26:44.698907] [INFO ] [sig       ] Generating forecast for: METCB
[2025-12-19T20:26:44.698937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2025-12-19T20:26:44.710979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2025-12-19T20:26:44.711474] [INFO ] [FORECASTER] Starting predict_future for METCB
[2025-12-19T20:26:44.712241] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2025-12-19T20:26:44.712292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:44.712347] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:44.712377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:44.712433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:44.768695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:44.769707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:44.769812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:44.769853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:44.893549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:44.893713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:44.893751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:44.893779] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:44.897071] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: UP (p=99.07%)
[2025-12-19T20:26:44.897334] [INFO ] [FORECASTER] Completed predict_future for METCB
[2025-12-19T20:26:44.897451] [INFO ] [sig       ] METCB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:45.033239] [INFO ] [LOCAL     ] Saved forecast: METCB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/METCB.txt
[2025-12-19T20:26:45.033359] [INFO ] [sig       ] [2032/3561] Completed METCB in 0.3s | 2.90 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-19T20:26:45.033398] [INFO ] [sig       ] [2033/3561] Forecasting METD...
[2025-12-19T20:26:45.033433] [INFO ] [sig       ] Generating forecast for: METD
[2025-12-19T20:26:45.033464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2025-12-19T20:26:45.045437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2025-12-19T20:26:45.045818] [INFO ] [FORECASTER] Starting predict_future for METD
[2025-12-19T20:26:45.046607] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2025-12-19T20:26:45.046658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:45.046689] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:45.046717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:45.046773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:45.102481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:45.103136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:45.103217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:45.103270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:45.235222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:45.235380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:45.235418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:45.235446] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:45.238860] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: DOWN (p=9.50%)
[2025-12-19T20:26:45.239133] [INFO ] [FORECASTER] Completed predict_future for METD
[2025-12-19T20:26:45.239254] [INFO ] [sig       ] METD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:45.375842] [INFO ] [LOCAL     ] Saved forecast: METD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/METD.txt
[2025-12-19T20:26:45.375980] [INFO ] [sig       ] [2033/3561] Completed METD in 0.3s | 2.90 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-19T20:26:45.376019] [INFO ] [sig       ] [2034/3561] Forecasting MFA...
[2025-12-19T20:26:45.376049] [INFO ] [sig       ] Generating forecast for: MFA
[2025-12-19T20:26:45.376080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-12-19T20:26:45.387836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2025-12-19T20:26:45.388235] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-12-19T20:26:45.389055] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-12-19T20:26:45.389107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:45.389139] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:45.389166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:45.389222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:45.445618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:45.446255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:45.446334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:45.446366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:45.570753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:45.570906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:45.570945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:45.570973] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:45.574899] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=19.20%)
[2025-12-19T20:26:45.575362] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-12-19T20:26:45.575481] [INFO ] [sig       ] MFA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:45.717684] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MFA.txt
[2025-12-19T20:26:45.717813] [INFO ] [sig       ] [2034/3561] Completed MFA in 0.3s | 2.90 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-19T20:26:45.717851] [INFO ] [sig       ] [2035/3561] Forecasting MFC...
[2025-12-19T20:26:45.717880] [INFO ] [sig       ] Generating forecast for: MFC
[2025-12-19T20:26:45.717911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-12-19T20:26:45.730329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2025-12-19T20:26:45.730681] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-12-19T20:26:45.731509] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-12-19T20:26:45.731562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:45.731616] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:45.731646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:45.731703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:45.793542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:45.794402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:45.794485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:45.794518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:45.919672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:45.919819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:45.919861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:45.919925] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:45.923264] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: UP (p=95.73%)
[2025-12-19T20:26:45.923541] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-12-19T20:26:45.923683] [INFO ] [sig       ] MFC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:46.064046] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MFC.txt
[2025-12-19T20:26:46.064167] [INFO ] [sig       ] [2035/3561] Completed MFC in 0.3s | 2.90 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-19T20:26:46.064205] [INFO ] [sig       ] [2036/3561] Forecasting MFG...
[2025-12-19T20:26:46.064235] [INFO ] [sig       ] Generating forecast for: MFG
[2025-12-19T20:26:46.064265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-12-19T20:26:46.075041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2025-12-19T20:26:46.075354] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-12-19T20:26:46.076116] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-12-19T20:26:46.076167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:46.076198] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:46.076224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:46.076280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:46.132475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:46.133091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:46.133165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:46.133197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:46.255915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:46.256058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:46.256096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:46.256141] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:46.259452] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: UP (p=58.51%)
[2025-12-19T20:26:46.259741] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-12-19T20:26:46.259873] [INFO ] [sig       ] MFG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:46.398968] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MFG.txt
[2025-12-19T20:26:46.399082] [INFO ] [sig       ] [2036/3561] Completed MFG in 0.3s | 2.90 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-19T20:26:46.399131] [INFO ] [sig       ] [2037/3561] Forecasting MFI...
[2025-12-19T20:26:46.399160] [INFO ] [sig       ] Generating forecast for: MFI
[2025-12-19T20:26:46.399190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2025-12-19T20:26:46.409951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2025-12-19T20:26:46.410267] [INFO ] [FORECASTER] Starting predict_future for MFI
[2025-12-19T20:26:46.411040] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2025-12-19T20:26:46.411095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:46.411128] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:46.411155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:46.411212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:46.466741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:46.467385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:46.467461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:46.467493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:46.584326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:46.584485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:46.584523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:46.584551] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:46.588088] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: DOWN (p=7.12%)
[2025-12-19T20:26:46.588401] [INFO ] [FORECASTER] Completed predict_future for MFI
[2025-12-19T20:26:46.588559] [INFO ] [sig       ] MFI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:46.733014] [INFO ] [LOCAL     ] Saved forecast: MFI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MFI.txt
[2025-12-19T20:26:46.733148] [INFO ] [sig       ] [2037/3561] Completed MFI in 0.3s | 2.90 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-19T20:26:46.733187] [INFO ] [sig       ] [2038/3561] Forecasting MFIC...
[2025-12-19T20:26:46.733216] [INFO ] [sig       ] Generating forecast for: MFIC
[2025-12-19T20:26:46.733246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2025-12-19T20:26:46.744721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2025-12-19T20:26:46.745059] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2025-12-19T20:26:46.745835] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2025-12-19T20:26:46.745889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:46.745922] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:46.745949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:46.746005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:46.802322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:46.803207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:46.803290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:46.803340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:46.927602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:46.927772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:46.927811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:46.927840] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:46.931526] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-12-19T20:26:46.931816] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2025-12-19T20:26:46.931940] [INFO ] [sig       ] MFIC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:47.075986] [INFO ] [LOCAL     ] Saved forecast: MFIC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MFIC.txt
[2025-12-19T20:26:47.076320] [INFO ] [sig       ] [2038/3561] Completed MFIC in 0.3s | 2.90 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-19T20:26:47.076360] [INFO ] [sig       ] [2039/3561] Forecasting MFIN...
[2025-12-19T20:26:47.076390] [INFO ] [sig       ] Generating forecast for: MFIN
[2025-12-19T20:26:47.076420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2025-12-19T20:26:47.088782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2025-12-19T20:26:47.089163] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2025-12-19T20:26:47.089951] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2025-12-19T20:26:47.090003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:47.090036] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:47.090064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:47.090121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:47.149027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:47.149865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:47.149942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:47.149975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:47.273735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:47.273887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:47.273929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:47.273959] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:47.277494] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: DOWN (p=20.74%)
[2025-12-19T20:26:47.277802] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2025-12-19T20:26:47.277933] [INFO ] [sig       ] MFIN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:47.421972] [INFO ] [LOCAL     ] Saved forecast: MFIN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MFIN.txt
[2025-12-19T20:26:47.422099] [INFO ] [sig       ] [2039/3561] Completed MFIN in 0.3s | 2.90 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-19T20:26:47.422138] [INFO ] [sig       ] [2040/3561] Forecasting MFM...
[2025-12-19T20:26:47.422167] [INFO ] [sig       ] Generating forecast for: MFM
[2025-12-19T20:26:47.422196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-12-19T20:26:47.433640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2025-12-19T20:26:47.433970] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-12-19T20:26:47.434950] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-12-19T20:26:47.435002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:47.435035] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:47.435063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:47.435150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:47.492199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:47.492883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:47.492961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:47.492993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:47.614377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:47.614530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:47.614584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:47.614616] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:47.617966] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=31.48%)
[2025-12-19T20:26:47.618432] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-12-19T20:26:47.618559] [INFO ] [sig       ] MFM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:47.760585] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MFM.txt
[2025-12-19T20:26:47.760732] [INFO ] [sig       ] [2040/3561] Completed MFM in 0.3s | 2.90 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-19T20:26:47.760774] [INFO ] [sig       ] [2041/3561] Forecasting MG...
[2025-12-19T20:26:47.760805] [INFO ] [sig       ] Generating forecast for: MG
[2025-12-19T20:26:47.760835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-12-19T20:26:47.772489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2025-12-19T20:26:47.772852] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-12-19T20:26:47.773895] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-12-19T20:26:47.773948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:47.773982] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:47.774010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:47.774082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:47.832250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:47.833111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:47.833193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:47.833227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:47.949285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:47.949421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:47.949458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:47.949487] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:47.953101] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=24.79%)
[2025-12-19T20:26:47.953363] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-12-19T20:26:47.953481] [INFO ] [sig       ] MG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:48.098647] [INFO ] [LOCAL     ] Saved forecast: MG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MG.txt
[2025-12-19T20:26:48.098808] [INFO ] [sig       ] [2041/3561] Completed MG in 0.3s | 2.90 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-19T20:26:48.098848] [INFO ] [sig       ] [2042/3561] Forecasting MGA...
[2025-12-19T20:26:48.098878] [INFO ] [sig       ] Generating forecast for: MGA
[2025-12-19T20:26:48.098908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-12-19T20:26:48.110750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2025-12-19T20:26:48.111076] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-12-19T20:26:48.111877] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-12-19T20:26:48.111942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:48.111975] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:48.112005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:48.112062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:48.170114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:48.170730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:48.170829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:48.170861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:48.296363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:48.296503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:48.296541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:48.296585] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:48.300063] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=74.88%)
[2025-12-19T20:26:48.300330] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-12-19T20:26:48.300448] [INFO ] [sig       ] MGA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:48.444130] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MGA.txt
[2025-12-19T20:26:48.444319] [INFO ] [sig       ] [2042/3561] Completed MGA in 0.3s | 2.90 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-19T20:26:48.444366] [INFO ] [sig       ] [2043/3561] Forecasting MGEE...
[2025-12-19T20:26:48.444404] [INFO ] [sig       ] Generating forecast for: MGEE
[2025-12-19T20:26:48.444442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2025-12-19T20:26:48.457234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2025-12-19T20:26:48.457626] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2025-12-19T20:26:48.458415] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2025-12-19T20:26:48.458470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:48.458504] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:48.458533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:48.458608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:48.518663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:48.519457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:48.519555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:48.519613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:48.641565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:48.641739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:48.641790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:48.641828] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:48.645408] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: UP (p=52.54%)
[2025-12-19T20:26:48.645707] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2025-12-19T20:26:48.645835] [INFO ] [sig       ] MGEE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:48.788604] [INFO ] [LOCAL     ] Saved forecast: MGEE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MGEE.txt
[2025-12-19T20:26:48.788760] [INFO ] [sig       ] [2043/3561] Completed MGEE in 0.3s | 2.90 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-19T20:26:48.788804] [INFO ] [sig       ] [2044/3561] Forecasting MGIC...
[2025-12-19T20:26:48.788834] [INFO ] [sig       ] Generating forecast for: MGIC
[2025-12-19T20:26:48.788866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2025-12-19T20:26:48.801099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2025-12-19T20:26:48.801444] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2025-12-19T20:26:48.802237] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2025-12-19T20:26:48.802290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:48.802322] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:48.802351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:48.802409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:48.862180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:48.862863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:48.862942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:48.862976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:48.991980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:48.992134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:48.992177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:48.992207] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:48.996285] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: UP (p=74.08%)
[2025-12-19T20:26:48.996642] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2025-12-19T20:26:48.996793] [INFO ] [sig       ] MGIC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:49.156911] [INFO ] [LOCAL     ] Saved forecast: MGIC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MGIC.txt
[2025-12-19T20:26:49.157065] [INFO ] [sig       ] [2044/3561] Completed MGIC in 0.4s | 2.90 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-19T20:26:49.157106] [INFO ] [sig       ] [2045/3561] Forecasting MGM...
[2025-12-19T20:26:49.157134] [INFO ] [sig       ] Generating forecast for: MGM
[2025-12-19T20:26:49.157165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-12-19T20:26:49.169354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2025-12-19T20:26:49.169763] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-12-19T20:26:49.170588] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-12-19T20:26:49.170641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:49.170673] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:49.170700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:49.170756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:49.230558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:49.231479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:49.231570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:49.231626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:49.358302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:49.358460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:49.358501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:49.358539] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:49.362479] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: UP (p=54.20%)
[2025-12-19T20:26:49.362769] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-12-19T20:26:49.362889] [INFO ] [sig       ] MGM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:49.507838] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MGM.txt
[2025-12-19T20:26:49.508017] [INFO ] [sig       ] [2045/3561] Completed MGM in 0.4s | 2.90 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-19T20:26:49.508057] [INFO ] [sig       ] [2046/3561] Forecasting MGNI...
[2025-12-19T20:26:49.508089] [INFO ] [sig       ] Generating forecast for: MGNI
[2025-12-19T20:26:49.508120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2025-12-19T20:26:49.521616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2025-12-19T20:26:49.522052] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2025-12-19T20:26:49.522875] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2025-12-19T20:26:49.522927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:49.522961] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:49.522987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:49.523045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:49.580811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:49.581632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:49.581712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:49.581744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:49.712447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:49.712667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:49.712710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:49.712739] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:49.716745] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: UP (p=89.47%)
[2025-12-19T20:26:49.717032] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2025-12-19T20:26:49.717346] [INFO ] [sig       ] MGNI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:49.855931] [INFO ] [LOCAL     ] Saved forecast: MGNI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MGNI.txt
[2025-12-19T20:26:49.856043] [INFO ] [sig       ] [2046/3561] Completed MGNI in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-19T20:26:49.856082] [INFO ] [sig       ] [2047/3561] Forecasting MGNX...
[2025-12-19T20:26:49.856111] [INFO ] [sig       ] Generating forecast for: MGNX
[2025-12-19T20:26:49.856147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2025-12-19T20:26:49.868779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2025-12-19T20:26:49.869124] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2025-12-19T20:26:49.869905] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2025-12-19T20:26:49.869956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:49.869988] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:49.870015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:49.870070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:49.928214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:49.928844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:49.928930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:49.928963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:50.048428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:50.048616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:50.048655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:50.048696] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:50.052565] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: DOWN (p=43.56%)
[2025-12-19T20:26:50.052868] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2025-12-19T20:26:50.053809] [INFO ] [sig       ] MGNX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:50.193756] [INFO ] [LOCAL     ] Saved forecast: MGNX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MGNX.txt
[2025-12-19T20:26:50.193885] [INFO ] [sig       ] [2047/3561] Completed MGNX in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-19T20:26:50.193923] [INFO ] [sig       ] [2048/3561] Forecasting MGPI...
[2025-12-19T20:26:50.193952] [INFO ] [sig       ] Generating forecast for: MGPI
[2025-12-19T20:26:50.193986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2025-12-19T20:26:50.206267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2025-12-19T20:26:50.206605] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2025-12-19T20:26:50.207550] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2025-12-19T20:26:50.207622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:50.207656] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:50.207682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:50.207738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:50.263823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:50.264426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:50.264508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:50.264540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:50.385132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:50.385277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:50.385315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:50.385345] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:50.388606] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: DOWN (p=45.29%)
[2025-12-19T20:26:50.388894] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2025-12-19T20:26:50.389018] [INFO ] [sig       ] MGPI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:50.526115] [INFO ] [LOCAL     ] Saved forecast: MGPI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MGPI.txt
[2025-12-19T20:26:50.526233] [INFO ] [sig       ] [2048/3561] Completed MGPI in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-19T20:26:50.526271] [INFO ] [sig       ] [2049/3561] Forecasting MGRC...
[2025-12-19T20:26:50.526299] [INFO ] [sig       ] Generating forecast for: MGRC
[2025-12-19T20:26:50.526329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2025-12-19T20:26:50.538338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2025-12-19T20:26:50.538669] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2025-12-19T20:26:50.539440] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2025-12-19T20:26:50.539490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:50.539546] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:50.539591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:50.539655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:50.595878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:50.596481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:50.596564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:50.596620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:50.722783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:50.722951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:50.722990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:50.723020] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:50.726341] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: DOWN (p=33.36%)
[2025-12-19T20:26:50.726628] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2025-12-19T20:26:50.726751] [INFO ] [sig       ] MGRC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:50.869619] [INFO ] [LOCAL     ] Saved forecast: MGRC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MGRC.txt
[2025-12-19T20:26:50.869747] [INFO ] [sig       ] [2049/3561] Completed MGRC in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-19T20:26:50.869785] [INFO ] [sig       ] [2050/3561] Forecasting MGTX...
[2025-12-19T20:26:50.869815] [INFO ] [sig       ] Generating forecast for: MGTX
[2025-12-19T20:26:50.869844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2025-12-19T20:26:50.880810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2025-12-19T20:26:50.881136] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2025-12-19T20:26:50.881904] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2025-12-19T20:26:50.881956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:50.881988] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:50.882015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:50.882075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:50.940285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:50.940900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:50.940975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:50.941012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:51.057019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:51.057365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:51.057404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:51.057432] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:51.060928] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: DOWN (p=27.26%)
[2025-12-19T20:26:51.061205] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2025-12-19T20:26:51.061322] [INFO ] [sig       ] MGTX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:51.203663] [INFO ] [LOCAL     ] Saved forecast: MGTX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MGTX.txt
[2025-12-19T20:26:51.203837] [INFO ] [sig       ] [2050/3561] Completed MGTX in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-19T20:26:51.203882] [INFO ] [sig       ] [2051/3561] Forecasting MGX...
[2025-12-19T20:26:51.203911] [INFO ] [sig       ] Generating forecast for: MGX
[2025-12-19T20:26:51.203942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2025-12-19T20:26:51.218154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2025-12-19T20:26:51.218524] [INFO ] [FORECASTER] Starting predict_future for MGX
[2025-12-19T20:26:51.219336] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2025-12-19T20:26:51.219387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:51.219419] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:51.219446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:51.219502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:51.277706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:51.278764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:51.278871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:51.278916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:51.403301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:51.403456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:51.403495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:51.403524] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:51.406948] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: UP (p=89.08%)
[2025-12-19T20:26:51.407228] [INFO ] [FORECASTER] Completed predict_future for MGX
[2025-12-19T20:26:51.407350] [INFO ] [sig       ] MGX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:51.546033] [INFO ] [LOCAL     ] Saved forecast: MGX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MGX.txt
[2025-12-19T20:26:51.546182] [INFO ] [sig       ] [2051/3561] Completed MGX in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-19T20:26:51.546222] [INFO ] [sig       ] [2052/3561] Forecasting MGY...
[2025-12-19T20:26:51.546251] [INFO ] [sig       ] Generating forecast for: MGY
[2025-12-19T20:26:51.546282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-12-19T20:26:51.559615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2025-12-19T20:26:51.559957] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-12-19T20:26:51.560913] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-12-19T20:26:51.560964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:51.560996] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:51.561023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:51.561080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:51.620809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:51.621655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:51.621736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:51.621770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:51.749455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:51.749636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:51.749680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:51.749741] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:51.753646] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2025-12-19T20:26:51.753970] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-12-19T20:26:51.754112] [INFO ] [sig       ] MGY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:51.901219] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MGY.txt
[2025-12-19T20:26:51.901406] [INFO ] [sig       ] [2052/3561] Completed MGY in 0.4s | 2.90 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-19T20:26:51.901453] [INFO ] [sig       ] [2053/3561] Forecasting MHD...
[2025-12-19T20:26:51.901484] [INFO ] [sig       ] Generating forecast for: MHD
[2025-12-19T20:26:51.901516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-12-19T20:26:51.914907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2025-12-19T20:26:51.915468] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-12-19T20:26:51.916461] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-12-19T20:26:51.916513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:51.916558] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:51.916606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:51.916664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:51.974839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:51.975768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:51.975848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:51.975879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:52.093854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:52.094032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:52.094072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:52.094100] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:52.097408] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=86.03%)
[2025-12-19T20:26:52.097702] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-12-19T20:26:52.097823] [INFO ] [sig       ] MHD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:52.235727] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MHD.txt
[2025-12-19T20:26:52.235879] [INFO ] [sig       ] [2053/3561] Completed MHD in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-19T20:26:52.235919] [INFO ] [sig       ] [2054/3561] Forecasting MHF...
[2025-12-19T20:26:52.235948] [INFO ] [sig       ] Generating forecast for: MHF
[2025-12-19T20:26:52.235977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-12-19T20:26:52.247975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2025-12-19T20:26:52.248335] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-12-19T20:26:52.249132] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-12-19T20:26:52.249183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:52.249214] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:52.249389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:52.249445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:52.307451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:52.308271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:52.308352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:52.308385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:52.427469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:52.427647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:52.427687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:52.427716] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:52.431182] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: UP (p=98.63%)
[2025-12-19T20:26:52.431447] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-12-19T20:26:52.431564] [INFO ] [sig       ] MHF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:52.570322] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MHF.txt
[2025-12-19T20:26:52.570462] [INFO ] [sig       ] [2054/3561] Completed MHF in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-19T20:26:52.570502] [INFO ] [sig       ] [2055/3561] Forecasting MHK...
[2025-12-19T20:26:52.570532] [INFO ] [sig       ] Generating forecast for: MHK
[2025-12-19T20:26:52.570563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-12-19T20:26:52.582270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2025-12-19T20:26:52.582640] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-12-19T20:26:52.583380] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-12-19T20:26:52.583430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:52.583462] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:52.583488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:52.583543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:52.645623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:52.646930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:52.647021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:52.647054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:52.776336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:52.776492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:52.776531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:52.776559] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:52.780122] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=61.10%)
[2025-12-19T20:26:52.780451] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-12-19T20:26:52.780604] [INFO ] [sig       ] MHK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:52.944306] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MHK.txt
[2025-12-19T20:26:52.944472] [INFO ] [sig       ] [2055/3561] Completed MHK in 0.4s | 2.90 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-19T20:26:52.944512] [INFO ] [sig       ] [2056/3561] Forecasting MHN...
[2025-12-19T20:26:52.944542] [INFO ] [sig       ] Generating forecast for: MHN
[2025-12-19T20:26:52.944596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-12-19T20:26:52.956596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHN'.
[2025-12-19T20:26:52.957014] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-12-19T20:26:52.957865] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-12-19T20:26:52.957919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:52.957952] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:52.957981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:52.958044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:53.017835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:53.018714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:53.018798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:53.018833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:53.134749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:53.134897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:53.134937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:53.134967] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:53.138547] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=20.10%)
[2025-12-19T20:26:53.138866] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-12-19T20:26:53.138992] [INFO ] [sig       ] MHN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:53.290101] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MHN.txt
[2025-12-19T20:26:53.290238] [INFO ] [sig       ] [2056/3561] Completed MHN in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-19T20:26:53.290287] [INFO ] [sig       ] [2057/3561] Forecasting MHO...
[2025-12-19T20:26:53.290318] [INFO ] [sig       ] Generating forecast for: MHO
[2025-12-19T20:26:53.290350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-12-19T20:26:53.302933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2025-12-19T20:26:53.303298] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-12-19T20:26:53.304105] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-12-19T20:26:53.304159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:53.304192] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:53.304220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:53.304278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:53.366464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:53.367378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:53.367474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:53.367513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:53.491396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:53.491550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:53.491604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:53.491634] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:53.494904] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: DOWN (p=14.31%)
[2025-12-19T20:26:53.495173] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-12-19T20:26:53.495290] [INFO ] [sig       ] MHO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:53.633328] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MHO.txt
[2025-12-19T20:26:53.633438] [INFO ] [sig       ] [2057/3561] Completed MHO in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-19T20:26:53.633475] [INFO ] [sig       ] [2058/3561] Forecasting MIDD...
[2025-12-19T20:26:53.633504] [INFO ] [sig       ] Generating forecast for: MIDD
[2025-12-19T20:26:53.633533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2025-12-19T20:26:53.645546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2025-12-19T20:26:53.645903] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2025-12-19T20:26:53.646701] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2025-12-19T20:26:53.646753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:53.646787] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:53.646814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:53.646872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:53.704391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:53.705040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:53.705118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:53.705151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:53.824033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:53.824185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:53.824223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:53.824251] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:53.827528] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2025-12-19T20:26:53.827829] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2025-12-19T20:26:53.827963] [INFO ] [sig       ] MIDD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:53.967652] [INFO ] [LOCAL     ] Saved forecast: MIDD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MIDD.txt
[2025-12-19T20:26:53.967777] [INFO ] [sig       ] [2058/3561] Completed MIDD in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-19T20:26:53.967817] [INFO ] [sig       ] [2059/3561] Forecasting MIGI...
[2025-12-19T20:26:53.967849] [INFO ] [sig       ] Generating forecast for: MIGI
[2025-12-19T20:26:53.967880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2025-12-19T20:26:53.980449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2025-12-19T20:26:53.980805] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2025-12-19T20:26:53.981606] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2025-12-19T20:26:53.981659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:53.981692] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:53.981722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:53.981781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:54.039041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:54.039952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:54.040059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:54.040097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:54.162633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:54.162800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:54.162841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:54.162874] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:54.167056] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=77.58%)
[2025-12-19T20:26:54.167367] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2025-12-19T20:26:54.167514] [INFO ] [sig       ] MIGI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:54.320812] [INFO ] [LOCAL     ] Saved forecast: MIGI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MIGI.txt
[2025-12-19T20:26:54.320964] [INFO ] [sig       ] [2059/3561] Completed MIGI in 0.4s | 2.90 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-19T20:26:54.321005] [INFO ] [sig       ] [2060/3561] Forecasting MILN...
[2025-12-19T20:26:54.321035] [INFO ] [sig       ] Generating forecast for: MILN
[2025-12-19T20:26:54.321069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2025-12-19T20:26:54.332960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2025-12-19T20:26:54.333349] [INFO ] [FORECASTER] Starting predict_future for MILN
[2025-12-19T20:26:54.334353] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2025-12-19T20:26:54.334405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:54.334440] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:54.334469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:54.334526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:54.397893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:54.399155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:54.399454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:54.399503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:54.520429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:54.520632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:54.520679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:54.520725] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:54.524702] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: UP (p=53.78%)
[2025-12-19T20:26:54.525017] [INFO ] [FORECASTER] Completed predict_future for MILN
[2025-12-19T20:26:54.525155] [INFO ] [sig       ] MILN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:54.681638] [INFO ] [LOCAL     ] Saved forecast: MILN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MILN.txt
[2025-12-19T20:26:54.681797] [INFO ] [sig       ] [2060/3561] Completed MILN in 0.4s | 2.90 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-19T20:26:54.681840] [INFO ] [sig       ] [2061/3561] Forecasting MIND...
[2025-12-19T20:26:54.681870] [INFO ] [sig       ] Generating forecast for: MIND
[2025-12-19T20:26:54.681900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2025-12-19T20:26:54.693856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2025-12-19T20:26:54.694467] [INFO ] [FORECASTER] Starting predict_future for MIND
[2025-12-19T20:26:54.695331] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2025-12-19T20:26:54.695389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:54.695423] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:54.695452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:54.695510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:54.760519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:54.761401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:54.761489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:54.761524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:54.925268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:54.925440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:54.925484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:54.925512] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:54.929685] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-12-19T20:26:54.930099] [INFO ] [FORECASTER] Completed predict_future for MIND
[2025-12-19T20:26:54.930267] [INFO ] [sig       ] MIND: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:55.078537] [INFO ] [LOCAL     ] Saved forecast: MIND	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MIND.txt
[2025-12-19T20:26:55.078715] [INFO ] [sig       ] [2061/3561] Completed MIND in 0.4s | 2.90 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-19T20:26:55.078755] [INFO ] [sig       ] [2062/3561] Forecasting MIRA...
[2025-12-19T20:26:55.078785] [INFO ] [sig       ] Generating forecast for: MIRA
[2025-12-19T20:26:55.078814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2025-12-19T20:26:55.090142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2025-12-19T20:26:55.090522] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2025-12-19T20:26:55.091290] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2025-12-19T20:26:55.091341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:55.091373] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:55.091400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:55.091456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:55.146683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:55.147503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:55.147622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:55.147657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:55.272288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:55.272446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:55.272484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:55.272514] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:55.275814] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: DOWN (p=5.51%)
[2025-12-19T20:26:55.276076] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2025-12-19T20:26:55.276195] [INFO ] [sig       ] MIRA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:55.416644] [INFO ] [LOCAL     ] Saved forecast: MIRA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MIRA.txt
[2025-12-19T20:26:55.416857] [INFO ] [sig       ] [2062/3561] Completed MIRA in 0.3s | 2.90 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-19T20:26:55.416902] [INFO ] [sig       ] [2063/3561] Forecasting MIRM...
[2025-12-19T20:26:55.416935] [INFO ] [sig       ] Generating forecast for: MIRM
[2025-12-19T20:26:55.416965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2025-12-19T20:26:55.429236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2025-12-19T20:26:55.429609] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2025-12-19T20:26:55.430556] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2025-12-19T20:26:55.430628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:55.430661] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:55.430687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:55.430742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:55.488165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:55.489076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:55.489163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:55.489195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:55.642974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:55.643118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:55.643162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:55.643192] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:55.646665] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-12-19T20:26:55.646943] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2025-12-19T20:26:55.647077] [INFO ] [sig       ] MIRM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:55.789671] [INFO ] [LOCAL     ] Saved forecast: MIRM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MIRM.txt
[2025-12-19T20:26:55.789808] [INFO ] [sig       ] [2063/3561] Completed MIRM in 0.4s | 2.90 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-19T20:26:55.789848] [INFO ] [sig       ] [2064/3561] Forecasting MITK...
[2025-12-19T20:26:55.789877] [INFO ] [sig       ] Generating forecast for: MITK
[2025-12-19T20:26:55.789907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2025-12-19T20:26:55.801146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2025-12-19T20:26:55.801516] [INFO ] [FORECASTER] Starting predict_future for MITK
[2025-12-19T20:26:55.802297] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2025-12-19T20:26:55.802349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:55.802380] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:55.802419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:55.802476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:55.858541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:55.859358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:55.859437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:55.859469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:55.980861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:55.981015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:55.981056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:55.981090] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:55.984536] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: UP (p=89.10%)
[2025-12-19T20:26:55.984832] [INFO ] [FORECASTER] Completed predict_future for MITK
[2025-12-19T20:26:55.984958] [INFO ] [sig       ] MITK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:56.127128] [INFO ] [LOCAL     ] Saved forecast: MITK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MITK.txt
[2025-12-19T20:26:56.127267] [INFO ] [sig       ] [2064/3561] Completed MITK in 0.3s | 2.90 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-19T20:26:56.127308] [INFO ] [sig       ] [2065/3561] Forecasting MIY...
[2025-12-19T20:26:56.127337] [INFO ] [sig       ] Generating forecast for: MIY
[2025-12-19T20:26:56.127368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-12-19T20:26:56.138827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2025-12-19T20:26:56.139204] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-12-19T20:26:56.140057] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-12-19T20:26:56.140114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:56.140149] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:56.140177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:56.140235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:56.199849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:56.200856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:56.200940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:56.200972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:56.325315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:56.325686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:56.325727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:56.325756] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:56.329652] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=84.22%)
[2025-12-19T20:26:56.329935] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-12-19T20:26:56.330057] [INFO ] [sig       ] MIY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:56.468424] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MIY.txt
[2025-12-19T20:26:56.468558] [INFO ] [sig       ] [2065/3561] Completed MIY in 0.3s | 2.90 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-19T20:26:56.468615] [INFO ] [sig       ] [2066/3561] Forecasting MKC...
[2025-12-19T20:26:56.468645] [INFO ] [sig       ] Generating forecast for: MKC
[2025-12-19T20:26:56.468674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-12-19T20:26:56.480104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2025-12-19T20:26:56.480457] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-12-19T20:26:56.481290] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-12-19T20:26:56.481343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:56.481402] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:56.481432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:56.481490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:56.539643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:56.540369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:56.540450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:56.540482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:56.659033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:56.659188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:56.659227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:56.659255] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:56.662652] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=91.48%)
[2025-12-19T20:26:56.662925] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-12-19T20:26:56.663050] [INFO ] [sig       ] MKC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:56.800873] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MKC.txt
[2025-12-19T20:26:56.801012] [INFO ] [sig       ] [2066/3561] Completed MKC in 0.3s | 2.90 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-19T20:26:56.801051] [INFO ] [sig       ] [2067/3561] Forecasting MKL...
[2025-12-19T20:26:56.801081] [INFO ] [sig       ] Generating forecast for: MKL
[2025-12-19T20:26:56.801111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-12-19T20:26:56.813500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKL'.
[2025-12-19T20:26:56.813892] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-12-19T20:26:56.814812] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-12-19T20:26:56.814862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:56.814893] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:56.814919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:56.814975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:56.874655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:56.875477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:56.875775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:56.875807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:56.994512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:56.994683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:56.994722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:56.994752] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:56.998163] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=93.54%)
[2025-12-19T20:26:56.998436] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-12-19T20:26:56.998560] [INFO ] [sig       ] MKL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:57.141543] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MKL.txt
[2025-12-19T20:26:57.141708] [INFO ] [sig       ] [2067/3561] Completed MKL in 0.3s | 2.90 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-19T20:26:57.141749] [INFO ] [sig       ] [2068/3561] Forecasting MKSI...
[2025-12-19T20:26:57.141777] [INFO ] [sig       ] Generating forecast for: MKSI
[2025-12-19T20:26:57.141813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2025-12-19T20:26:57.154032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2025-12-19T20:26:57.154404] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2025-12-19T20:26:57.155241] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2025-12-19T20:26:57.155294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:57.155327] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:57.155355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:57.155412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:57.212053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:57.212781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:57.212861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:57.212894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:57.340730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:57.340886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:57.340925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:57.340953] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:57.344597] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: UP (p=96.66%)
[2025-12-19T20:26:57.344874] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2025-12-19T20:26:57.344997] [INFO ] [sig       ] MKSI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:57.485988] [INFO ] [LOCAL     ] Saved forecast: MKSI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MKSI.txt
[2025-12-19T20:26:57.486124] [INFO ] [sig       ] [2068/3561] Completed MKSI in 0.3s | 2.90 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-19T20:26:57.486164] [INFO ] [sig       ] [2069/3561] Forecasting MKTX...
[2025-12-19T20:26:57.486193] [INFO ] [sig       ] Generating forecast for: MKTX
[2025-12-19T20:26:57.486222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2025-12-19T20:26:57.498532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2025-12-19T20:26:57.498972] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2025-12-19T20:26:57.499779] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2025-12-19T20:26:57.499832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:57.499864] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:57.499893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:57.499952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:57.556231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:57.557143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:57.557226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:57.557257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:57.675202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:57.675354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:57.675393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:57.675451] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:57.678798] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: UP (p=93.89%)
[2025-12-19T20:26:57.679072] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2025-12-19T20:26:57.679199] [INFO ] [sig       ] MKTX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:57.823718] [INFO ] [LOCAL     ] Saved forecast: MKTX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MKTX.txt
[2025-12-19T20:26:57.823870] [INFO ] [sig       ] [2069/3561] Completed MKTX in 0.3s | 2.90 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-19T20:26:57.823911] [INFO ] [sig       ] [2070/3561] Forecasting MLAB...
[2025-12-19T20:26:57.823941] [INFO ] [sig       ] Generating forecast for: MLAB
[2025-12-19T20:26:57.823971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2025-12-19T20:26:57.835319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2025-12-19T20:26:57.835740] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2025-12-19T20:26:57.836537] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2025-12-19T20:26:57.836609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:57.836645] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:57.836673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:57.836730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:57.893350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:57.894107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:57.894187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:57.894219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:58.011682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:58.011840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:58.011878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:58.011907] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:58.015202] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: DOWN (p=0.16%)
[2025-12-19T20:26:58.015465] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2025-12-19T20:26:58.015603] [INFO ] [sig       ] MLAB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:58.158833] [INFO ] [LOCAL     ] Saved forecast: MLAB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MLAB.txt
[2025-12-19T20:26:58.158973] [INFO ] [sig       ] [2070/3561] Completed MLAB in 0.3s | 2.90 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-19T20:26:58.159011] [INFO ] [sig       ] [2071/3561] Forecasting MLCO...
[2025-12-19T20:26:58.159041] [INFO ] [sig       ] Generating forecast for: MLCO
[2025-12-19T20:26:58.159070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2025-12-19T20:26:58.170057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2025-12-19T20:26:58.170394] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2025-12-19T20:26:58.171170] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2025-12-19T20:26:58.171225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:58.171256] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:58.171283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:58.171339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:58.229651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:58.230265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:58.230341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:58.230373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:58.354093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:58.354245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:58.354284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:58.354315] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:58.357747] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: DOWN (p=11.61%)
[2025-12-19T20:26:58.358018] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2025-12-19T20:26:58.358141] [INFO ] [sig       ] MLCO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:58.499533] [INFO ] [LOCAL     ] Saved forecast: MLCO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MLCO.txt
[2025-12-19T20:26:58.499671] [INFO ] [sig       ] [2071/3561] Completed MLCO in 0.3s | 2.90 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-19T20:26:58.499710] [INFO ] [sig       ] [2072/3561] Forecasting MLGO...
[2025-12-19T20:26:58.499739] [INFO ] [sig       ] Generating forecast for: MLGO
[2025-12-19T20:26:58.499769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2025-12-19T20:26:58.510624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2025-12-19T20:26:58.510954] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2025-12-19T20:26:58.511745] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2025-12-19T20:26:58.511795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:58.511826] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:58.511854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:58.511909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:58.569452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:58.570231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:58.570313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:58.570347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:58.689741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:58.689939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:58.689991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:58.690023] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:58.693538] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: DOWN (p=8.98%)
[2025-12-19T20:26:58.693826] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2025-12-19T20:26:58.693948] [INFO ] [sig       ] MLGO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:58.835811] [INFO ] [LOCAL     ] Saved forecast: MLGO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MLGO.txt
[2025-12-19T20:26:58.835947] [INFO ] [sig       ] [2072/3561] Completed MLGO in 0.3s | 2.90 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-19T20:26:58.835986] [INFO ] [sig       ] [2073/3561] Forecasting MLI...
[2025-12-19T20:26:58.836015] [INFO ] [sig       ] Generating forecast for: MLI
[2025-12-19T20:26:58.836045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-12-19T20:26:58.847131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2025-12-19T20:26:58.847470] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-12-19T20:26:58.848256] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-12-19T20:26:58.848308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:58.848342] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:58.848370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:58.848428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:58.906798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:58.907637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:58.907716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:58.907749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:59.035607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:59.035759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:59.035797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:59.035827] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:59.039232] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-12-19T20:26:59.039503] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-12-19T20:26:59.039640] [INFO ] [sig       ] MLI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:59.181214] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MLI.txt
[2025-12-19T20:26:59.181362] [INFO ] [sig       ] [2073/3561] Completed MLI in 0.3s | 2.90 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-19T20:26:59.181404] [INFO ] [sig       ] [2074/3561] Forecasting MLKN...
[2025-12-19T20:26:59.181435] [INFO ] [sig       ] Generating forecast for: MLKN
[2025-12-19T20:26:59.181467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2025-12-19T20:26:59.193625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2025-12-19T20:26:59.193955] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2025-12-19T20:26:59.194729] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2025-12-19T20:26:59.194779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:59.194809] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:59.194835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:59.194890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:59.253916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:59.254771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:59.254848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:59.254880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:59.380088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:59.380243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:59.380283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:59.380312] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:59.383877] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: DOWN (p=17.10%)
[2025-12-19T20:26:59.384150] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2025-12-19T20:26:59.384273] [INFO ] [sig       ] MLKN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:26:59.525429] [INFO ] [LOCAL     ] Saved forecast: MLKN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MLKN.txt
[2025-12-19T20:26:59.525558] [INFO ] [sig       ] [2074/3561] Completed MLKN in 0.3s | 2.90 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-19T20:26:59.525616] [INFO ] [sig       ] [2075/3561] Forecasting MLM...
[2025-12-19T20:26:59.525654] [INFO ] [sig       ] Generating forecast for: MLM
[2025-12-19T20:26:59.525684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-12-19T20:26:59.537794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2025-12-19T20:26:59.538158] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-12-19T20:26:59.539174] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-12-19T20:26:59.539226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:59.539259] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:59.539287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:59.539558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:59.602542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:59.603666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:59.603760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:59.603794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:26:59.739902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:26:59.740077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:26:59.740120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:26:59.740150] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:26:59.745205] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: UP (p=55.53%)
[2025-12-19T20:26:59.745787] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-12-19T20:26:59.745950] [INFO ] [sig       ] MLM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:26:59.893313] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MLM.txt
[2025-12-19T20:26:59.893494] [INFO ] [sig       ] [2075/3561] Completed MLM in 0.4s | 2.90 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-19T20:26:59.893547] [INFO ] [sig       ] [2076/3561] Forecasting MLP...
[2025-12-19T20:26:59.893604] [INFO ] [sig       ] Generating forecast for: MLP
[2025-12-19T20:26:59.893644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-12-19T20:26:59.906657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2025-12-19T20:26:59.907010] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-12-19T20:26:59.907831] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-12-19T20:26:59.907883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:26:59.907914] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:26:59.907941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:26:59.907997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:26:59.965641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:26:59.966514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:26:59.966647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:26:59.966683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:00.078336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:00.078738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:00.078782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:00.078810] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:00.083933] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-12-19T20:27:00.084556] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-12-19T20:27:00.084763] [INFO ] [sig       ] MLP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:00.239237] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MLP.txt
[2025-12-19T20:27:00.239370] [INFO ] [sig       ] [2076/3561] Completed MLP in 0.3s | 2.90 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-19T20:27:00.239409] [INFO ] [sig       ] [2077/3561] Forecasting MLTX...
[2025-12-19T20:27:00.239651] [INFO ] [sig       ] Generating forecast for: MLTX
[2025-12-19T20:27:00.239683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2025-12-19T20:27:00.251708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2025-12-19T20:27:00.252051] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2025-12-19T20:27:00.253042] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2025-12-19T20:27:00.253116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:00.253160] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:00.253198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:00.253263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:00.311041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:00.311716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:00.311792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:00.311825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:00.435496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:00.435663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:00.435703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:00.435732] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:00.439103] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: UP (p=95.43%)
[2025-12-19T20:27:00.439377] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2025-12-19T20:27:00.439497] [INFO ] [sig       ] MLTX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:00.578974] [INFO ] [LOCAL     ] Saved forecast: MLTX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MLTX.txt
[2025-12-19T20:27:00.579108] [INFO ] [sig       ] [2077/3561] Completed MLTX in 0.3s | 2.90 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-19T20:27:00.579148] [INFO ] [sig       ] [2078/3561] Forecasting MLYS...
[2025-12-19T20:27:00.579176] [INFO ] [sig       ] Generating forecast for: MLYS
[2025-12-19T20:27:00.579206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2025-12-19T20:27:00.591126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2025-12-19T20:27:00.591653] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2025-12-19T20:27:00.592401] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2025-12-19T20:27:00.592452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:00.592484] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:00.592510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:00.592585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:00.650927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:00.651565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:00.651660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:00.651692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:00.764218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:00.764372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:00.764412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:00.764441] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:00.767823] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: DOWN (p=5.37%)
[2025-12-19T20:27:00.768097] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2025-12-19T20:27:00.768221] [INFO ] [sig       ] MLYS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:00.910472] [INFO ] [LOCAL     ] Saved forecast: MLYS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MLYS.txt
[2025-12-19T20:27:00.910619] [INFO ] [sig       ] [2078/3561] Completed MLYS in 0.3s | 2.90 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-19T20:27:00.910661] [INFO ] [sig       ] [2079/3561] Forecasting MMC...
[2025-12-19T20:27:00.910691] [INFO ] [sig       ] Generating forecast for: MMC
[2025-12-19T20:27:00.910720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-12-19T20:27:00.923728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMC'.
[2025-12-19T20:27:00.924097] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-12-19T20:27:00.925051] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-12-19T20:27:00.925103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:00.925136] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:00.925163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:00.925226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:00.990350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:00.991208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:00.991292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:00.991326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:01.116811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:01.116966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:01.117005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:01.117036] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:01.120466] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: UP (p=71.33%)
[2025-12-19T20:27:01.120759] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-12-19T20:27:01.120883] [INFO ] [sig       ] MMC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:01.259321] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MMC.txt
[2025-12-19T20:27:01.259472] [INFO ] [sig       ] [2079/3561] Completed MMC in 0.3s | 2.90 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-19T20:27:01.259511] [INFO ] [sig       ] [2080/3561] Forecasting MMD...
[2025-12-19T20:27:01.259542] [INFO ] [sig       ] Generating forecast for: MMD
[2025-12-19T20:27:01.259588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-12-19T20:27:01.270729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2025-12-19T20:27:01.271066] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-12-19T20:27:01.271841] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-12-19T20:27:01.271892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:01.271924] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:01.271951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:01.272007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:01.329408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:01.330047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:01.330124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:01.330156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:01.450808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:01.450959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:01.450997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:01.451026] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:01.454480] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: UP (p=54.68%)
[2025-12-19T20:27:01.454763] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-12-19T20:27:01.454883] [INFO ] [sig       ] MMD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:01.595097] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MMD.txt
[2025-12-19T20:27:01.595230] [INFO ] [sig       ] [2080/3561] Completed MMD in 0.3s | 2.90 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-19T20:27:01.595273] [INFO ] [sig       ] [2081/3561] Forecasting MMLP...
[2025-12-19T20:27:01.595305] [INFO ] [sig       ] Generating forecast for: MMLP
[2025-12-19T20:27:01.595336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-12-19T20:27:01.607182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2025-12-19T20:27:01.607519] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2025-12-19T20:27:01.608275] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2025-12-19T20:27:01.608325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:01.608357] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:01.608383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:01.608439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:01.666044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:01.666958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:01.667036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:01.667067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:01.782776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:01.782932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:01.782970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:01.783000] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:01.786381] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: UP (p=97.51%)
[2025-12-19T20:27:01.786672] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2025-12-19T20:27:01.786800] [INFO ] [sig       ] MMLP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:01.932749] [INFO ] [LOCAL     ] Saved forecast: MMLP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MMLP.txt
[2025-12-19T20:27:01.932886] [INFO ] [sig       ] [2081/3561] Completed MMLP in 0.3s | 2.90 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-19T20:27:01.932927] [INFO ] [sig       ] [2082/3561] Forecasting MMS...
[2025-12-19T20:27:01.932958] [INFO ] [sig       ] Generating forecast for: MMS
[2025-12-19T20:27:01.932989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-12-19T20:27:01.945153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2025-12-19T20:27:01.945724] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-12-19T20:27:01.946709] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-12-19T20:27:01.946760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:01.946791] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:01.946817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:01.946872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:02.007673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:02.008831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:02.008924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:02.008958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:02.147265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:02.147427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:02.147466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:02.147494] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:02.151953] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=35.67%)
[2025-12-19T20:27:02.152442] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-12-19T20:27:02.152654] [INFO ] [sig       ] MMS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:02.298984] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MMS.txt
[2025-12-19T20:27:02.299129] [INFO ] [sig       ] [2082/3561] Completed MMS in 0.4s | 2.90 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-19T20:27:02.299168] [INFO ] [sig       ] [2083/3561] Forecasting MMSI...
[2025-12-19T20:27:02.299198] [INFO ] [sig       ] Generating forecast for: MMSI
[2025-12-19T20:27:02.299228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2025-12-19T20:27:02.310502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2025-12-19T20:27:02.310876] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2025-12-19T20:27:02.311702] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2025-12-19T20:27:02.311756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:02.311815] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:02.311845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:02.311904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:02.370808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:02.371744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:02.371831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:02.371864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:02.500924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:02.501090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:02.501131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:02.501160] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:02.504599] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: DOWN (p=34.37%)
[2025-12-19T20:27:02.504875] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2025-12-19T20:27:02.504996] [INFO ] [sig       ] MMSI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:02.662672] [INFO ] [LOCAL     ] Saved forecast: MMSI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MMSI.txt
[2025-12-19T20:27:02.662833] [INFO ] [sig       ] [2083/3561] Completed MMSI in 0.4s | 2.90 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-19T20:27:02.662873] [INFO ] [sig       ] [2084/3561] Forecasting MNDO...
[2025-12-19T20:27:02.662904] [INFO ] [sig       ] Generating forecast for: MNDO
[2025-12-19T20:27:02.662935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2025-12-19T20:27:02.675099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2025-12-19T20:27:02.675496] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2025-12-19T20:27:02.676287] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2025-12-19T20:27:02.676338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:02.676371] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:02.676398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:02.676454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:02.735659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:02.736669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:02.736752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:02.736784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:02.848230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:02.848385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:02.848440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:02.848470] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:02.852077] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: UP (p=64.78%)
[2025-12-19T20:27:02.852341] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2025-12-19T20:27:02.852461] [INFO ] [sig       ] MNDO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:02.993196] [INFO ] [LOCAL     ] Saved forecast: MNDO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MNDO.txt
[2025-12-19T20:27:02.993321] [INFO ] [sig       ] [2084/3561] Completed MNDO in 0.3s | 2.90 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-19T20:27:02.993361] [INFO ] [sig       ] [2085/3561] Forecasting MNDY...
[2025-12-19T20:27:02.993390] [INFO ] [sig       ] Generating forecast for: MNDY
[2025-12-19T20:27:02.993420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2025-12-19T20:27:03.006135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2025-12-19T20:27:03.006728] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2025-12-19T20:27:03.007529] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2025-12-19T20:27:03.007794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:03.007829] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:03.007857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:03.007912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:03.067136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:03.068012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:03.068098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:03.068133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:03.197085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:03.197273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:03.197321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:03.197355] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:03.200862] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: DOWN (p=3.73%)
[2025-12-19T20:27:03.201162] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2025-12-19T20:27:03.201300] [INFO ] [sig       ] MNDY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:03.339166] [INFO ] [LOCAL     ] Saved forecast: MNDY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MNDY.txt
[2025-12-19T20:27:03.339317] [INFO ] [sig       ] [2085/3561] Completed MNDY in 0.3s | 2.90 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-19T20:27:03.339358] [INFO ] [sig       ] [2086/3561] Forecasting MNKD...
[2025-12-19T20:27:03.339386] [INFO ] [sig       ] Generating forecast for: MNKD
[2025-12-19T20:27:03.339417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2025-12-19T20:27:03.350944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2025-12-19T20:27:03.351303] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2025-12-19T20:27:03.352074] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2025-12-19T20:27:03.352125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:03.352157] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:03.352183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:03.352238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:03.409708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:03.410515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:03.410617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:03.410652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:03.537642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:03.537802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:03.537842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:03.537900] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:03.541790] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: UP (p=89.59%)
[2025-12-19T20:27:03.542077] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2025-12-19T20:27:03.542208] [INFO ] [sig       ] MNKD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:03.692557] [INFO ] [LOCAL     ] Saved forecast: MNKD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MNKD.txt
[2025-12-19T20:27:03.692734] [INFO ] [sig       ] [2086/3561] Completed MNKD in 0.4s | 2.90 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-19T20:27:03.692775] [INFO ] [sig       ] [2087/3561] Forecasting MNMD...
[2025-12-19T20:27:03.692804] [INFO ] [sig       ] Generating forecast for: MNMD
[2025-12-19T20:27:03.692835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'.
[2025-12-19T20:27:03.704603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNMD'.
[2025-12-19T20:27:03.704961] [INFO ] [FORECASTER] Starting predict_future for MNMD
[2025-12-19T20:27:03.705784] [DEBUG] [LOCAL     ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt
[2025-12-19T20:27:03.705836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:03.705867] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:03.705894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:03.705949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:03.761231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:03.762080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:03.762159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:03.762192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:03.884342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:03.884506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:03.884546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:03.884591] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:03.887922] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: DOWN (p=20.02%)
[2025-12-19T20:27:03.888188] [INFO ] [FORECASTER] Completed predict_future for MNMD
[2025-12-19T20:27:03.888308] [INFO ] [sig       ] MNMD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:04.024064] [INFO ] [LOCAL     ] Saved forecast: MNMD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MNMD.txt
[2025-12-19T20:27:04.024188] [INFO ] [sig       ] [2087/3561] Completed MNMD in 0.3s | 2.90 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-19T20:27:04.024227] [INFO ] [sig       ] [2088/3561] Forecasting MNRO...
[2025-12-19T20:27:04.024256] [INFO ] [sig       ] Generating forecast for: MNRO
[2025-12-19T20:27:04.024286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2025-12-19T20:27:04.035538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2025-12-19T20:27:04.035888] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2025-12-19T20:27:04.036660] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2025-12-19T20:27:04.036711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:04.036756] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:04.036785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:04.036842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:04.093972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:04.094849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:04.094932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:04.094965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:04.217226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:04.217384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:04.217424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:04.217454] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:04.221008] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: UP (p=62.54%)
[2025-12-19T20:27:04.221290] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2025-12-19T20:27:04.221440] [INFO ] [sig       ] MNRO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:04.365239] [INFO ] [LOCAL     ] Saved forecast: MNRO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MNRO.txt
[2025-12-19T20:27:04.365372] [INFO ] [sig       ] [2088/3561] Completed MNRO in 0.3s | 2.90 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-19T20:27:04.365411] [INFO ] [sig       ] [2089/3561] Forecasting MNSO...
[2025-12-19T20:27:04.365440] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-12-19T20:27:04.365471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-12-19T20:27:04.377067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2025-12-19T20:27:04.377417] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-12-19T20:27:04.378247] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-12-19T20:27:04.378303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:04.378338] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:04.378366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:04.378423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:04.437286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:04.438234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:04.438317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:04.438350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:04.560904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:04.561050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:04.561088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:04.561116] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:04.564622] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: DOWN (p=13.02%)
[2025-12-19T20:27:04.564886] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-12-19T20:27:04.565004] [INFO ] [sig       ] MNSO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:04.712145] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MNSO.txt
[2025-12-19T20:27:04.712316] [INFO ] [sig       ] [2089/3561] Completed MNSO in 0.3s | 2.90 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-19T20:27:04.712361] [INFO ] [sig       ] [2090/3561] Forecasting MNTK...
[2025-12-19T20:27:04.712391] [INFO ] [sig       ] Generating forecast for: MNTK
[2025-12-19T20:27:04.712421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2025-12-19T20:27:04.724010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2025-12-19T20:27:04.724379] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2025-12-19T20:27:04.725358] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2025-12-19T20:27:04.725410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:04.725444] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:04.725471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:04.725745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:04.784065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:04.784903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:04.784983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:04.785016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:04.898966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:04.899124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:04.899162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:04.899191] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:04.902808] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: DOWN (p=43.95%)
[2025-12-19T20:27:04.903073] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2025-12-19T20:27:04.903190] [INFO ] [sig       ] MNTK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:05.041682] [INFO ] [LOCAL     ] Saved forecast: MNTK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MNTK.txt
[2025-12-19T20:27:05.041832] [INFO ] [sig       ] [2090/3561] Completed MNTK in 0.3s | 2.90 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-19T20:27:05.041872] [INFO ] [sig       ] [2091/3561] Forecasting MNY...
[2025-12-19T20:27:05.041901] [INFO ] [sig       ] Generating forecast for: MNY
[2025-12-19T20:27:05.041930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2025-12-19T20:27:05.053055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2025-12-19T20:27:05.053370] [INFO ] [FORECASTER] Starting predict_future for MNY
[2025-12-19T20:27:05.054144] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2025-12-19T20:27:05.054196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:05.054228] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:05.054255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:05.054310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:05.114029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:05.114741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:05.114822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:05.114855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:05.230840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:05.230998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:05.231037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:05.231066] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:05.234596] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: UP (p=57.11%)
[2025-12-19T20:27:05.234870] [INFO ] [FORECASTER] Completed predict_future for MNY
[2025-12-19T20:27:05.234993] [INFO ] [sig       ] MNY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:05.374040] [INFO ] [LOCAL     ] Saved forecast: MNY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MNY.txt
[2025-12-19T20:27:05.374174] [INFO ] [sig       ] [2091/3561] Completed MNY in 0.3s | 2.90 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-19T20:27:05.374222] [INFO ] [sig       ] [2092/3561] Forecasting MOD...
[2025-12-19T20:27:05.374253] [INFO ] [sig       ] Generating forecast for: MOD
[2025-12-19T20:27:05.374285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-12-19T20:27:05.385498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2025-12-19T20:27:05.385842] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-12-19T20:27:05.386614] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-12-19T20:27:05.386668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:05.386699] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:05.386726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:05.386782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:05.445431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:05.446166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:05.446246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:05.446279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:05.568807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:05.568968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:05.569008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:05.569038] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:05.572457] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: UP (p=62.96%)
[2025-12-19T20:27:05.572749] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-12-19T20:27:05.572881] [INFO ] [sig       ] MOD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:05.714289] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MOD.txt
[2025-12-19T20:27:05.714426] [INFO ] [sig       ] [2092/3561] Completed MOD in 0.3s | 2.90 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-19T20:27:05.714466] [INFO ] [sig       ] [2093/3561] Forecasting MODG...
[2025-12-19T20:27:05.714495] [INFO ] [sig       ] Generating forecast for: MODG
[2025-12-19T20:27:05.714525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-12-19T20:27:05.726222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODG'.
[2025-12-19T20:27:05.726635] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-12-19T20:27:05.727420] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-12-19T20:27:05.727472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:05.727504] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:05.727531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:05.727608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:05.783368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:05.784091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:05.784201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:05.784236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:05.901697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:05.901849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:05.901887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:05.901916] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:05.905184] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: UP (p=99.53%)
[2025-12-19T20:27:05.905444] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-12-19T20:27:05.905595] [INFO ] [sig       ] MODG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:06.043786] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MODG.txt
[2025-12-19T20:27:06.043936] [INFO ] [sig       ] [2093/3561] Completed MODG in 0.3s | 2.90 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-19T20:27:06.043977] [INFO ] [sig       ] [2094/3561] Forecasting MODL...
[2025-12-19T20:27:06.044006] [INFO ] [sig       ] Generating forecast for: MODL
[2025-12-19T20:27:06.044036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2025-12-19T20:27:06.055251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2025-12-19T20:27:06.055564] [INFO ] [FORECASTER] Starting predict_future for MODL
[2025-12-19T20:27:06.056333] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2025-12-19T20:27:06.056384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:06.056415] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:06.056442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:06.056502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:06.114028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:06.114810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:06.114890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:06.114923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:06.239022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:06.239170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:06.239215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:06.239243] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:06.242518] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: DOWN (p=3.16%)
[2025-12-19T20:27:06.242796] [INFO ] [FORECASTER] Completed predict_future for MODL
[2025-12-19T20:27:06.242916] [INFO ] [sig       ] MODL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:06.385221] [INFO ] [LOCAL     ] Saved forecast: MODL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MODL.txt
[2025-12-19T20:27:06.385375] [INFO ] [sig       ] [2094/3561] Completed MODL in 0.3s | 2.90 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-19T20:27:06.385415] [INFO ] [sig       ] [2095/3561] Forecasting MOFG...
[2025-12-19T20:27:06.385446] [INFO ] [sig       ] Generating forecast for: MOFG
[2025-12-19T20:27:06.385475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2025-12-19T20:27:06.397097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2025-12-19T20:27:06.397440] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2025-12-19T20:27:06.398246] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2025-12-19T20:27:06.398299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:06.398333] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:06.398361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:06.398419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:06.457598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:06.458354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:06.458437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:06.458468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:06.575581] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:06.575735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:06.575772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:06.575817] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:06.579146] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: DOWN (p=11.39%)
[2025-12-19T20:27:06.579415] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2025-12-19T20:27:06.579534] [INFO ] [sig       ] MOFG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:06.772174] [INFO ] [LOCAL     ] Saved forecast: MOFG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MOFG.txt
[2025-12-19T20:27:06.772338] [INFO ] [sig       ] [2095/3561] Completed MOFG in 0.4s | 2.90 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-19T20:27:06.772379] [INFO ] [sig       ] [2096/3561] Forecasting MOGO...
[2025-12-19T20:27:06.772408] [INFO ] [sig       ] Generating forecast for: MOGO
[2025-12-19T20:27:06.772439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'.
[2025-12-19T20:27:06.784906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOGO'.
[2025-12-19T20:27:06.785292] [INFO ] [FORECASTER] Starting predict_future for MOGO
[2025-12-19T20:27:06.786092] [DEBUG] [LOCAL     ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt
[2025-12-19T20:27:06.786142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:06.786175] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:06.786202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:06.786263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:06.843685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:06.844516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:06.844813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:06.844845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:06.970035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:06.970191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:06.970229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:06.970258] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:06.974010] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: UP (p=82.32%)
[2025-12-19T20:27:06.974286] [INFO ] [FORECASTER] Completed predict_future for MOGO
[2025-12-19T20:27:06.974410] [INFO ] [sig       ] MOGO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:07.117860] [INFO ] [LOCAL     ] Saved forecast: MOGO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MOGO.txt
[2025-12-19T20:27:07.118043] [INFO ] [sig       ] [2096/3561] Completed MOGO in 0.3s | 2.90 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-19T20:27:07.118085] [INFO ] [sig       ] [2097/3561] Forecasting MOH...
[2025-12-19T20:27:07.118114] [INFO ] [sig       ] Generating forecast for: MOH
[2025-12-19T20:27:07.118145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-12-19T20:27:07.129835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2025-12-19T20:27:07.130205] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-12-19T20:27:07.131027] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-12-19T20:27:07.131079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:07.131111] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:07.131138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:07.131197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:07.188777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:07.189598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:07.189695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:07.189728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:07.311005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:07.311164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:07.311201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:07.311230] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:07.315286] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: DOWN (p=36.81%)
[2025-12-19T20:27:07.315603] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-12-19T20:27:07.315734] [INFO ] [sig       ] MOH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:07.454548] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MOH.txt
[2025-12-19T20:27:07.454716] [INFO ] [sig       ] [2097/3561] Completed MOH in 0.3s | 2.90 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-19T20:27:07.454757] [INFO ] [sig       ] [2098/3561] Forecasting MOMO...
[2025-12-19T20:27:07.454786] [INFO ] [sig       ] Generating forecast for: MOMO
[2025-12-19T20:27:07.454818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2025-12-19T20:27:07.466267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2025-12-19T20:27:07.466636] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2025-12-19T20:27:07.467410] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2025-12-19T20:27:07.467461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:07.467495] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:07.467523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:07.467604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:07.526020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:07.526857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:07.526938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:07.526972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:07.645697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:07.645848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:07.645886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:07.645914] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:07.649223] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: DOWN (p=0.49%)
[2025-12-19T20:27:07.649498] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2025-12-19T20:27:07.649639] [INFO ] [sig       ] MOMO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:07.794653] [INFO ] [LOCAL     ] Saved forecast: MOMO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MOMO.txt
[2025-12-19T20:27:07.794805] [INFO ] [sig       ] [2098/3561] Completed MOMO in 0.3s | 2.90 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-19T20:27:07.794845] [INFO ] [sig       ] [2099/3561] Forecasting MORN...
[2025-12-19T20:27:07.794874] [INFO ] [sig       ] Generating forecast for: MORN
[2025-12-19T20:27:07.794904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2025-12-19T20:27:07.809646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2025-12-19T20:27:07.810057] [INFO ] [FORECASTER] Starting predict_future for MORN
[2025-12-19T20:27:07.810911] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2025-12-19T20:27:07.810965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:07.811011] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:07.811040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:07.811102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:07.870624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:07.871676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:07.871758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:07.871792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:07.992409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:07.992560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:07.992614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:07.992643] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:07.995937] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: DOWN (p=8.05%)
[2025-12-19T20:27:07.996202] [INFO ] [FORECASTER] Completed predict_future for MORN
[2025-12-19T20:27:07.996318] [INFO ] [sig       ] MORN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:08.134153] [INFO ] [LOCAL     ] Saved forecast: MORN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MORN.txt
[2025-12-19T20:27:08.134277] [INFO ] [sig       ] [2099/3561] Completed MORN in 0.3s | 2.90 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-19T20:27:08.134314] [INFO ] [sig       ] [2100/3561] Forecasting MOS...
[2025-12-19T20:27:08.134344] [INFO ] [sig       ] Generating forecast for: MOS
[2025-12-19T20:27:08.134374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-12-19T20:27:08.146874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2025-12-19T20:27:08.147275] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-12-19T20:27:08.148298] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-12-19T20:27:08.148352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:08.148410] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:08.148444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:08.148730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:08.207326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:08.208265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:08.208345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:08.208377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:08.332693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:08.332845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:08.332883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:08.332911] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:08.336189] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: DOWN (p=45.07%)
[2025-12-19T20:27:08.336475] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-12-19T20:27:08.336619] [INFO ] [sig       ] MOS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:08.475345] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MOS.txt
[2025-12-19T20:27:08.475481] [INFO ] [sig       ] [2100/3561] Completed MOS in 0.3s | 2.90 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-19T20:27:08.475521] [INFO ] [sig       ] [2101/3561] Forecasting MP...
[2025-12-19T20:27:08.475550] [INFO ] [sig       ] Generating forecast for: MP
[2025-12-19T20:27:08.475596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-12-19T20:27:08.487499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2025-12-19T20:27:08.487905] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-12-19T20:27:08.488772] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-12-19T20:27:08.488826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:08.488859] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:08.488886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:08.488944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:08.547451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:08.548299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:08.548382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:08.548419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:08.667744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:08.667892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:08.667931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:08.667959] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:08.671317] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: DOWN (p=39.31%)
[2025-12-19T20:27:08.671605] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-12-19T20:27:08.671730] [INFO ] [sig       ] MP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:08.813251] [INFO ] [LOCAL     ] Saved forecast: MP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MP.txt
[2025-12-19T20:27:08.813380] [INFO ] [sig       ] [2101/3561] Completed MP in 0.3s | 2.90 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-19T20:27:08.813419] [INFO ] [sig       ] [2102/3561] Forecasting MPA...
[2025-12-19T20:27:08.813448] [INFO ] [sig       ] Generating forecast for: MPA
[2025-12-19T20:27:08.813478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-12-19T20:27:08.825385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2025-12-19T20:27:08.825720] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-12-19T20:27:08.826461] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-12-19T20:27:08.826512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:08.826544] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:08.826588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:08.826647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:08.883617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:08.884459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:08.884540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:08.884590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:08.992785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:08.992943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:08.992980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:08.993009] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:08.996877] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: UP (p=66.32%)
[2025-12-19T20:27:08.997142] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-12-19T20:27:08.997260] [INFO ] [sig       ] MPA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:09.138655] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MPA.txt
[2025-12-19T20:27:09.138811] [INFO ] [sig       ] [2102/3561] Completed MPA in 0.3s | 2.90 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-19T20:27:09.138851] [INFO ] [sig       ] [2103/3561] Forecasting MPAA...
[2025-12-19T20:27:09.138880] [INFO ] [sig       ] Generating forecast for: MPAA
[2025-12-19T20:27:09.138918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2025-12-19T20:27:09.151386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2025-12-19T20:27:09.151779] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2025-12-19T20:27:09.152588] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2025-12-19T20:27:09.152639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:09.152670] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:09.152696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:09.152750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:09.209872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:09.210930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:09.211015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:09.211047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:09.335691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:09.335857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:09.335896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:09.335924] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:09.339364] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: DOWN (p=38.41%)
[2025-12-19T20:27:09.339652] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2025-12-19T20:27:09.339780] [INFO ] [sig       ] MPAA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:09.475193] [INFO ] [LOCAL     ] Saved forecast: MPAA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MPAA.txt
[2025-12-19T20:27:09.475305] [INFO ] [sig       ] [2103/3561] Completed MPAA in 0.3s | 2.90 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-19T20:27:09.475343] [INFO ] [sig       ] [2104/3561] Forecasting MPB...
[2025-12-19T20:27:09.475373] [INFO ] [sig       ] Generating forecast for: MPB
[2025-12-19T20:27:09.475403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2025-12-19T20:27:09.487325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2025-12-19T20:27:09.487661] [INFO ] [FORECASTER] Starting predict_future for MPB
[2025-12-19T20:27:09.488405] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2025-12-19T20:27:09.488459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:09.488491] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:09.488518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:09.488592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:09.543248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:09.543851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:09.543926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:09.543958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:09.659627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:09.659774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:09.659811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:09.659839] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:09.663069] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: UP (p=60.71%)
[2025-12-19T20:27:09.663331] [INFO ] [FORECASTER] Completed predict_future for MPB
[2025-12-19T20:27:09.663452] [INFO ] [sig       ] MPB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:09.800655] [INFO ] [LOCAL     ] Saved forecast: MPB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MPB.txt
[2025-12-19T20:27:09.800824] [INFO ] [sig       ] [2104/3561] Completed MPB in 0.3s | 2.90 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-19T20:27:09.800865] [INFO ] [sig       ] [2105/3561] Forecasting MPC...
[2025-12-19T20:27:09.800894] [INFO ] [sig       ] Generating forecast for: MPC
[2025-12-19T20:27:09.800924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-12-19T20:27:09.812330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2025-12-19T20:27:09.812726] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-12-19T20:27:09.813484] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-12-19T20:27:09.813535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:09.813565] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:09.813612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:09.813669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:09.869458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:09.870290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:09.870370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:09.870402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:09.990043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:09.990167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:09.990204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:09.990233] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:09.993411] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: DOWN (p=12.79%)
[2025-12-19T20:27:09.993689] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-12-19T20:27:09.993809] [INFO ] [sig       ] MPC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:10.130976] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MPC.txt
[2025-12-19T20:27:10.131090] [INFO ] [sig       ] [2105/3561] Completed MPC in 0.3s | 2.90 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-19T20:27:10.131129] [INFO ] [sig       ] [2106/3561] Forecasting MPX...
[2025-12-19T20:27:10.131157] [INFO ] [sig       ] Generating forecast for: MPX
[2025-12-19T20:27:10.131185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-12-19T20:27:10.142197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2025-12-19T20:27:10.142504] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-12-19T20:27:10.143260] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-12-19T20:27:10.143311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:10.143342] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:10.143369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:10.143423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:10.202111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:10.202903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:10.202979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:10.203011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:10.314941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:10.315079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:10.315115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:10.315143] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:10.318379] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: UP (p=96.55%)
[2025-12-19T20:27:10.318658] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-12-19T20:27:10.318804] [INFO ] [sig       ] MPX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:10.456526] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MPX.txt
[2025-12-19T20:27:10.456849] [INFO ] [sig       ] [2106/3561] Completed MPX in 0.3s | 2.90 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-19T20:27:10.456889] [INFO ] [sig       ] [2107/3561] Forecasting MQ...
[2025-12-19T20:27:10.456917] [INFO ] [sig       ] Generating forecast for: MQ
[2025-12-19T20:27:10.456946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2025-12-19T20:27:10.468468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2025-12-19T20:27:10.468854] [INFO ] [FORECASTER] Starting predict_future for MQ
[2025-12-19T20:27:10.469618] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2025-12-19T20:27:10.469668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:10.469699] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:10.469727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:10.469782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:10.526531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:10.527121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:10.527198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:10.527229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:10.647348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:10.647482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:10.647525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:10.647553] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:10.650887] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: DOWN (p=23.39%)
[2025-12-19T20:27:10.651151] [INFO ] [FORECASTER] Completed predict_future for MQ
[2025-12-19T20:27:10.651270] [INFO ] [sig       ] MQ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:10.791167] [INFO ] [LOCAL     ] Saved forecast: MQ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MQ.txt
[2025-12-19T20:27:10.791277] [INFO ] [sig       ] [2107/3561] Completed MQ in 0.3s | 2.90 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-19T20:27:10.791314] [INFO ] [sig       ] [2108/3561] Forecasting MQY...
[2025-12-19T20:27:10.791341] [INFO ] [sig       ] Generating forecast for: MQY
[2025-12-19T20:27:10.791370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-12-19T20:27:10.803090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2025-12-19T20:27:10.803402] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-12-19T20:27:10.804171] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-12-19T20:27:10.804222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:10.804254] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:10.804280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:10.804336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:10.864414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:10.865397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:10.865481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:10.865514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:10.987280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:10.987451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:10.987490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:10.987519] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:10.990887] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: DOWN (p=10.94%)
[2025-12-19T20:27:10.991150] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-12-19T20:27:10.991266] [INFO ] [sig       ] MQY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:11.131031] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MQY.txt
[2025-12-19T20:27:11.131155] [INFO ] [sig       ] [2108/3561] Completed MQY in 0.3s | 2.90 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-19T20:27:11.131194] [INFO ] [sig       ] [2109/3561] Forecasting MRAM...
[2025-12-19T20:27:11.131223] [INFO ] [sig       ] Generating forecast for: MRAM
[2025-12-19T20:27:11.131252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2025-12-19T20:27:11.144009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2025-12-19T20:27:11.144322] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2025-12-19T20:27:11.145077] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2025-12-19T20:27:11.145127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:11.145159] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:11.145185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:11.145240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:11.201696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:11.202488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:11.202778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:11.202813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:11.322938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:11.323087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:11.323126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:11.323154] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:11.326548] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: UP (p=70.65%)
[2025-12-19T20:27:11.326993] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2025-12-19T20:27:11.327112] [INFO ] [sig       ] MRAM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:11.465297] [INFO ] [LOCAL     ] Saved forecast: MRAM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MRAM.txt
[2025-12-19T20:27:11.465405] [INFO ] [sig       ] [2109/3561] Completed MRAM in 0.3s | 2.90 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-19T20:27:11.465442] [INFO ] [sig       ] [2110/3561] Forecasting MRBK...
[2025-12-19T20:27:11.465472] [INFO ] [sig       ] Generating forecast for: MRBK
[2025-12-19T20:27:11.465501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2025-12-19T20:27:11.477249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2025-12-19T20:27:11.477600] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2025-12-19T20:27:11.478645] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2025-12-19T20:27:11.478722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:11.478758] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:11.478784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:11.478841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:11.535114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:11.535706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:11.535782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:11.535813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:11.653062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:11.653209] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-19T20:27:11.653247] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:11.653276] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:11.656892] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: DOWN (p=20.94%)
[2025-12-19T20:27:11.657163] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2025-12-19T20:27:11.657285] [INFO ] [sig       ] MRBK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:11.795081] [INFO ] [LOCAL     ] Saved forecast: MRBK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MRBK.txt
[2025-12-19T20:27:11.795199] [INFO ] [sig       ] [2110/3561] Completed MRBK in 0.3s | 2.90 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-19T20:27:11.795236] [INFO ] [sig       ] [2111/3561] Forecasting MRCC...
[2025-12-19T20:27:11.795267] [INFO ] [sig       ] Generating forecast for: MRCC
[2025-12-19T20:27:11.795296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2025-12-19T20:27:11.806941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2025-12-19T20:27:11.807263] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2025-12-19T20:27:11.808021] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2025-12-19T20:27:11.808072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:11.808104] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:11.808131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:11.808187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:11.865187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:11.865834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:11.865912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:11.865946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:11.988737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:11.988899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:11.988936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:11.988965] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:11.992337] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: DOWN (p=13.35%)
[2025-12-19T20:27:11.992633] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2025-12-19T20:27:11.992757] [INFO ] [sig       ] MRCC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:12.132894] [INFO ] [LOCAL     ] Saved forecast: MRCC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MRCC.txt
[2025-12-19T20:27:12.133019] [INFO ] [sig       ] [2111/3561] Completed MRCC in 0.3s | 2.90 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-19T20:27:12.133058] [INFO ] [sig       ] [2112/3561] Forecasting MRCY...
[2025-12-19T20:27:12.133087] [INFO ] [sig       ] Generating forecast for: MRCY
[2025-12-19T20:27:12.133116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2025-12-19T20:27:12.145070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2025-12-19T20:27:12.145442] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2025-12-19T20:27:12.146244] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2025-12-19T20:27:12.146307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:12.146340] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:12.146366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:12.146422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:12.203015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:12.203710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:12.203790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:12.203822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:12.330214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:12.330382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:12.330421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:12.330448] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:12.333882] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: DOWN (p=35.51%)
[2025-12-19T20:27:12.334171] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2025-12-19T20:27:12.334294] [INFO ] [sig       ] MRCY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:12.473484] [INFO ] [LOCAL     ] Saved forecast: MRCY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MRCY.txt
[2025-12-19T20:27:12.473679] [INFO ] [sig       ] [2112/3561] Completed MRCY in 0.3s | 2.90 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-19T20:27:12.473910] [INFO ] [sig       ] [2113/3561] Forecasting MREO...
[2025-12-19T20:27:12.473939] [INFO ] [sig       ] Generating forecast for: MREO
[2025-12-19T20:27:12.473968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'.
[2025-12-19T20:27:12.487370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MREO'.
[2025-12-19T20:27:12.487740] [INFO ] [FORECASTER] Starting predict_future for MREO
[2025-12-19T20:27:12.488562] [DEBUG] [LOCAL     ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt
[2025-12-19T20:27:12.488634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:12.488668] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:12.488722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:12.488976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:12.547133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:12.547905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:12.547982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:12.548013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:12.674323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:12.674595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:12.674637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:12.674666] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:12.678118] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: UP (p=57.79%)
[2025-12-19T20:27:12.678385] [INFO ] [FORECASTER] Completed predict_future for MREO
[2025-12-19T20:27:12.678516] [INFO ] [sig       ] MREO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:12.817054] [INFO ] [LOCAL     ] Saved forecast: MREO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MREO.txt
[2025-12-19T20:27:12.817174] [INFO ] [sig       ] [2113/3561] Completed MREO in 0.3s | 2.90 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-19T20:27:12.817236] [INFO ] [sig       ] [2114/3561] Forecasting MRK...
[2025-12-19T20:27:12.817266] [INFO ] [sig       ] Generating forecast for: MRK
[2025-12-19T20:27:12.817296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-12-19T20:27:12.828658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2025-12-19T20:27:12.829021] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-12-19T20:27:12.829794] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-12-19T20:27:12.829845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:12.829877] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:12.829903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:12.829959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:12.885325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:12.885952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:12.886026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:12.886057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:13.014547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:13.014708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:13.014747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:13.014776] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:13.018069] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: UP (p=55.79%)
[2025-12-19T20:27:13.018332] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-12-19T20:27:13.018449] [INFO ] [sig       ] MRK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:13.157884] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MRK.txt
[2025-12-19T20:27:13.158043] [INFO ] [sig       ] [2114/3561] Completed MRK in 0.3s | 2.90 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-19T20:27:13.158082] [INFO ] [sig       ] [2115/3561] Forecasting MRM...
[2025-12-19T20:27:13.158113] [INFO ] [sig       ] Generating forecast for: MRM
[2025-12-19T20:27:13.158143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2025-12-19T20:27:13.169373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2025-12-19T20:27:13.169754] [INFO ] [FORECASTER] Starting predict_future for MRM
[2025-12-19T20:27:13.170521] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2025-12-19T20:27:13.170596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:13.170631] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:13.170660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:13.170717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:13.227163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:13.227771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:13.227852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:13.227884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:13.346334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:13.346481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:13.346520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:13.346554] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:13.349935] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: DOWN (p=49.79%)
[2025-12-19T20:27:13.350206] [INFO ] [FORECASTER] Completed predict_future for MRM
[2025-12-19T20:27:13.350330] [INFO ] [sig       ] MRM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:13.488226] [INFO ] [LOCAL     ] Saved forecast: MRM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MRM.txt
[2025-12-19T20:27:13.488336] [INFO ] [sig       ] [2115/3561] Completed MRM in 0.3s | 2.90 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-19T20:27:13.488380] [INFO ] [sig       ] [2116/3561] Forecasting MRNA...
[2025-12-19T20:27:13.488409] [INFO ] [sig       ] Generating forecast for: MRNA
[2025-12-19T20:27:13.488438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2025-12-19T20:27:13.499524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2025-12-19T20:27:13.499893] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2025-12-19T20:27:13.500656] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2025-12-19T20:27:13.500707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:13.500738] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:13.500764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:13.500820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:13.557340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:13.557971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:13.558050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:13.558083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:13.674388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:13.674542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:13.674597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:13.674629] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:13.677935] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2025-12-19T20:27:13.678204] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2025-12-19T20:27:13.678326] [INFO ] [sig       ] MRNA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:13.815364] [INFO ] [LOCAL     ] Saved forecast: MRNA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MRNA.txt
[2025-12-19T20:27:13.815484] [INFO ] [sig       ] [2116/3561] Completed MRNA in 0.3s | 2.90 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-19T20:27:13.815521] [INFO ] [sig       ] [2117/3561] Forecasting MRSN...
[2025-12-19T20:27:13.815551] [INFO ] [sig       ] Generating forecast for: MRSN
[2025-12-19T20:27:13.815598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'.
[2025-12-19T20:27:13.826537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRSN'.
[2025-12-19T20:27:13.826883] [INFO ] [FORECASTER] Starting predict_future for MRSN
[2025-12-19T20:27:13.827650] [DEBUG] [LOCAL     ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt
[2025-12-19T20:27:13.827701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:13.827732] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:13.827784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:13.827842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:13.884297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:13.884978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:13.885057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:13.885090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:14.005847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:14.005987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:14.006024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:14.006051] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:14.009351] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: UP (p=80.30%)
[2025-12-19T20:27:14.009658] [INFO ] [FORECASTER] Completed predict_future for MRSN
[2025-12-19T20:27:14.009783] [INFO ] [sig       ] MRSN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:14.148937] [INFO ] [LOCAL     ] Saved forecast: MRSN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MRSN.txt
[2025-12-19T20:27:14.149063] [INFO ] [sig       ] [2117/3561] Completed MRSN in 0.3s | 2.90 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-19T20:27:14.149101] [INFO ] [sig       ] [2118/3561] Forecasting MRTN...
[2025-12-19T20:27:14.149130] [INFO ] [sig       ] Generating forecast for: MRTN
[2025-12-19T20:27:14.149159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2025-12-19T20:27:14.160631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2025-12-19T20:27:14.160969] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2025-12-19T20:27:14.161756] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2025-12-19T20:27:14.161808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:14.161840] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:14.161867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:14.161924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:14.224442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:14.225854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:14.225941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:14.225975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:14.346217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:14.346375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:14.346415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:14.346445] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:14.349849] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: UP (p=79.64%)
[2025-12-19T20:27:14.350128] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2025-12-19T20:27:14.350263] [INFO ] [sig       ] MRTN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:14.488821] [INFO ] [LOCAL     ] Saved forecast: MRTN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MRTN.txt
[2025-12-19T20:27:14.489879] [INFO ] [sig       ] [2118/3561] Completed MRTN in 0.3s | 2.90 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-19T20:27:14.489924] [INFO ] [sig       ] [2119/3561] Forecasting MRUS...
[2025-12-19T20:27:14.489954] [INFO ] [sig       ] Generating forecast for: MRUS
[2025-12-19T20:27:14.489982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'.
[2025-12-19T20:27:14.501190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRUS'.
[2025-12-19T20:27:14.501524] [INFO ] [FORECASTER] Starting predict_future for MRUS
[2025-12-19T20:27:14.502307] [DEBUG] [LOCAL     ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt
[2025-12-19T20:27:14.502357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:14.502388] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:14.502415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:14.502471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:14.558150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:14.558795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:14.558870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:14.558902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:14.676770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:14.676911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:14.676986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:14.677017] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:14.680329] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: UP (p=94.98%)
[2025-12-19T20:27:14.680645] [INFO ] [FORECASTER] Completed predict_future for MRUS
[2025-12-19T20:27:14.680769] [INFO ] [sig       ] MRUS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:14.819247] [INFO ] [LOCAL     ] Saved forecast: MRUS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MRUS.txt
[2025-12-19T20:27:14.819367] [INFO ] [sig       ] [2119/3561] Completed MRUS in 0.3s | 2.90 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-19T20:27:14.819403] [INFO ] [sig       ] [2120/3561] Forecasting MRVI...
[2025-12-19T20:27:14.819433] [INFO ] [sig       ] Generating forecast for: MRVI
[2025-12-19T20:27:14.819462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2025-12-19T20:27:14.832158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2025-12-19T20:27:14.832477] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2025-12-19T20:27:14.833240] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2025-12-19T20:27:14.833291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:14.833323] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:14.833350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:14.833410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:14.889909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:14.890505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:14.890611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:14.890653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:15.012494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:15.012653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:15.012689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:15.012716] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:15.015944] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: UP (p=85.71%)
[2025-12-19T20:27:15.016214] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2025-12-19T20:27:15.016331] [INFO ] [sig       ] MRVI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:15.154942] [INFO ] [LOCAL     ] Saved forecast: MRVI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MRVI.txt
[2025-12-19T20:27:15.155054] [INFO ] [sig       ] [2120/3561] Completed MRVI in 0.3s | 2.90 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-19T20:27:15.155091] [INFO ] [sig       ] [2121/3561] Forecasting MRVL...
[2025-12-19T20:27:15.155119] [INFO ] [sig       ] Generating forecast for: MRVL
[2025-12-19T20:27:15.155148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2025-12-19T20:27:15.166080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2025-12-19T20:27:15.166393] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2025-12-19T20:27:15.167167] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2025-12-19T20:27:15.167218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:15.167249] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:15.167276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:15.167332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:15.224226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:15.224853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:15.224927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:15.224959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:15.343630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:15.343798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:15.343835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:15.343863] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:15.347205] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=99.36%)
[2025-12-19T20:27:15.347479] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2025-12-19T20:27:15.347618] [INFO ] [sig       ] MRVL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:15.486657] [INFO ] [LOCAL     ] Saved forecast: MRVL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MRVL.txt
[2025-12-19T20:27:15.486787] [INFO ] [sig       ] [2121/3561] Completed MRVL in 0.3s | 2.90 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-19T20:27:15.486825] [INFO ] [sig       ] [2122/3561] Forecasting MRX...
[2025-12-19T20:27:15.486853] [INFO ] [sig       ] Generating forecast for: MRX
[2025-12-19T20:27:15.486883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2025-12-19T20:27:15.498408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2025-12-19T20:27:15.498968] [INFO ] [FORECASTER] Starting predict_future for MRX
[2025-12-19T20:27:15.499927] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2025-12-19T20:27:15.499978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:15.500011] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:15.500039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:15.500101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:15.556961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:15.557540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:15.557640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:15.557673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:15.675075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:15.675220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:15.675257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:15.675285] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:15.678555] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=17.69%)
[2025-12-19T20:27:15.681827] [INFO ] [FORECASTER] Completed predict_future for MRX
[2025-12-19T20:27:15.681984] [INFO ] [sig       ] MRX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:15.819609] [INFO ] [LOCAL     ] Saved forecast: MRX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MRX.txt
[2025-12-19T20:27:15.819730] [INFO ] [sig       ] [2122/3561] Completed MRX in 0.3s | 2.90 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-19T20:27:15.819768] [INFO ] [sig       ] [2123/3561] Forecasting MS...
[2025-12-19T20:27:15.819798] [INFO ] [sig       ] Generating forecast for: MS
[2025-12-19T20:27:15.819827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-12-19T20:27:15.831757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2025-12-19T20:27:15.832077] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-12-19T20:27:15.832854] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-12-19T20:27:15.832904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:15.832960] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:15.832990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:15.833047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:15.888985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:15.889666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:15.889747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:15.889779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:16.011696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:16.011842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:16.011879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:16.011906] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:16.015154] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: DOWN (p=29.55%)
[2025-12-19T20:27:16.015419] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-12-19T20:27:16.015541] [INFO ] [sig       ] MS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:16.153035] [INFO ] [LOCAL     ] Saved forecast: MS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MS.txt
[2025-12-19T20:27:16.153151] [INFO ] [sig       ] [2123/3561] Completed MS in 0.3s | 2.90 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-19T20:27:16.153188] [INFO ] [sig       ] [2124/3561] Forecasting MSA...
[2025-12-19T20:27:16.153218] [INFO ] [sig       ] Generating forecast for: MSA
[2025-12-19T20:27:16.153247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-12-19T20:27:16.164810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2025-12-19T20:27:16.165132] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-12-19T20:27:16.166084] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-12-19T20:27:16.166135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:16.166167] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:16.166193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:16.166248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:16.221793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:16.222364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:16.222438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:16.222469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:16.339792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:16.339931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:16.339968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:16.339996] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:16.343282] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: DOWN (p=13.92%)
[2025-12-19T20:27:16.343558] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-12-19T20:27:16.343719] [INFO ] [sig       ] MSA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:16.482414] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MSA.txt
[2025-12-19T20:27:16.482562] [INFO ] [sig       ] [2124/3561] Completed MSA in 0.3s | 2.90 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-19T20:27:16.482623] [INFO ] [sig       ] [2125/3561] Forecasting MSB...
[2025-12-19T20:27:16.482654] [INFO ] [sig       ] Generating forecast for: MSB
[2025-12-19T20:27:16.482684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-12-19T20:27:16.494286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2025-12-19T20:27:16.494639] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-12-19T20:27:16.495380] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-12-19T20:27:16.495431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:16.495462] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:16.495488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:16.495543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:16.551538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:16.552136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:16.552212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:16.552243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:16.675193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:16.675341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:16.675380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:16.675409] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:16.678876] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=26.26%)
[2025-12-19T20:27:16.679140] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-12-19T20:27:16.679257] [INFO ] [sig       ] MSB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:16.818704] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MSB.txt
[2025-12-19T20:27:16.818826] [INFO ] [sig       ] [2125/3561] Completed MSB in 0.3s | 2.90 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-19T20:27:16.818864] [INFO ] [sig       ] [2126/3561] Forecasting MSBI...
[2025-12-19T20:27:16.818893] [INFO ] [sig       ] Generating forecast for: MSBI
[2025-12-19T20:27:16.818923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2025-12-19T20:27:16.831417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2025-12-19T20:27:16.831757] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2025-12-19T20:27:16.832502] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2025-12-19T20:27:16.832553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:16.832604] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:16.832633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:16.832690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:16.889220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:16.889851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:16.889927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:16.889958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:17.014015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:17.014157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:17.014194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:17.014222] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:17.017730] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: DOWN (p=10.11%)
[2025-12-19T20:27:17.017994] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2025-12-19T20:27:17.018111] [INFO ] [sig       ] MSBI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:17.159400] [INFO ] [LOCAL     ] Saved forecast: MSBI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MSBI.txt
[2025-12-19T20:27:17.159523] [INFO ] [sig       ] [2126/3561] Completed MSBI in 0.3s | 2.90 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-19T20:27:17.159559] [INFO ] [sig       ] [2127/3561] Forecasting MSCI...
[2025-12-19T20:27:17.159620] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-12-19T20:27:17.159653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-12-19T20:27:17.171225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2025-12-19T20:27:17.171550] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-12-19T20:27:17.172344] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-12-19T20:27:17.172398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:17.172433] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:17.172460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:17.172516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:17.231640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:17.232370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:17.232482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:17.232514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:17.353930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:17.354074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:17.354111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:17.354140] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:17.357427] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: UP (p=50.39%)
[2025-12-19T20:27:17.357714] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-12-19T20:27:17.357832] [INFO ] [sig       ] MSCI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:17.496218] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MSCI.txt
[2025-12-19T20:27:17.496338] [INFO ] [sig       ] [2127/3561] Completed MSCI in 0.3s | 2.90 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-19T20:27:17.496376] [INFO ] [sig       ] [2128/3561] Forecasting MSD...
[2025-12-19T20:27:17.496407] [INFO ] [sig       ] Generating forecast for: MSD
[2025-12-19T20:27:17.496437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-12-19T20:27:17.508321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2025-12-19T20:27:17.508673] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-12-19T20:27:17.509453] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-12-19T20:27:17.509503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:17.509534] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:17.509561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:17.509647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:17.566283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:17.566885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:17.566961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:17.566992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:17.687469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:17.687649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:17.687689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:17.687717] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:17.691168] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: UP (p=74.48%)
[2025-12-19T20:27:17.691433] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-12-19T20:27:17.691554] [INFO ] [sig       ] MSD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:17.829669] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MSD.txt
[2025-12-19T20:27:17.829815] [INFO ] [sig       ] [2128/3561] Completed MSD in 0.3s | 2.90 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-19T20:27:17.829854] [INFO ] [sig       ] [2129/3561] Forecasting MSEX...
[2025-12-19T20:27:17.829883] [INFO ] [sig       ] Generating forecast for: MSEX
[2025-12-19T20:27:17.830095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2025-12-19T20:27:17.843224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2025-12-19T20:27:17.843606] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2025-12-19T20:27:17.844380] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2025-12-19T20:27:17.844432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:17.844464] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:17.844491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:17.844547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:17.902320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:17.903104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:17.903188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:17.903222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:18.025502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:18.025670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:18.025711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:18.025930] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:18.029680] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: DOWN (p=45.14%)
[2025-12-19T20:27:18.029946] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2025-12-19T20:27:18.030067] [INFO ] [sig       ] MSEX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:18.170182] [INFO ] [LOCAL     ] Saved forecast: MSEX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MSEX.txt
[2025-12-19T20:27:18.170332] [INFO ] [sig       ] [2129/3561] Completed MSEX in 0.3s | 2.90 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-19T20:27:18.170373] [INFO ] [sig       ] [2130/3561] Forecasting MSFD...
[2025-12-19T20:27:18.170403] [INFO ] [sig       ] Generating forecast for: MSFD
[2025-12-19T20:27:18.170433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2025-12-19T20:27:18.182626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2025-12-19T20:27:18.183007] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2025-12-19T20:27:18.183787] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2025-12-19T20:27:18.183838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:18.183870] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:18.183896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:18.183958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:18.239000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:18.239741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:18.239821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:18.239853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:18.356225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:18.356379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:18.356416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:18.356462] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:18.359820] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: DOWN (p=20.88%)
[2025-12-19T20:27:18.360088] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2025-12-19T20:27:18.360206] [INFO ] [sig       ] MSFD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:18.500441] [INFO ] [LOCAL     ] Saved forecast: MSFD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MSFD.txt
[2025-12-19T20:27:18.500633] [INFO ] [sig       ] [2130/3561] Completed MSFD in 0.3s | 2.90 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-19T20:27:18.500684] [INFO ] [sig       ] [2131/3561] Forecasting MSFL...
[2025-12-19T20:27:18.500721] [INFO ] [sig       ] Generating forecast for: MSFL
[2025-12-19T20:27:18.500756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2025-12-19T20:27:18.512703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2025-12-19T20:27:18.513063] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2025-12-19T20:27:18.513841] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2025-12-19T20:27:18.513891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:18.513923] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:18.513949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:18.514003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:18.570839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:18.571591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:18.571671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:18.571702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:18.698397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:18.698562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:18.698622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:18.698651] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:18.702693] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: UP (p=95.92%)
[2025-12-19T20:27:18.703207] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2025-12-19T20:27:18.703350] [INFO ] [sig       ] MSFL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:18.847386] [INFO ] [LOCAL     ] Saved forecast: MSFL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MSFL.txt
[2025-12-19T20:27:18.847523] [INFO ] [sig       ] [2131/3561] Completed MSFL in 0.3s | 2.90 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-19T20:27:18.847563] [INFO ] [sig       ] [2132/3561] Forecasting MSGE...
[2025-12-19T20:27:18.847615] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-12-19T20:27:18.847645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-12-19T20:27:18.860407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2025-12-19T20:27:18.860992] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-12-19T20:27:18.861798] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-12-19T20:27:18.862038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:18.862071] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:18.862099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:18.862156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:18.922401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:18.923298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:18.923380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:18.923427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:19.050443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:19.050636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:19.050677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:19.050706] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:19.054196] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: UP (p=55.44%)
[2025-12-19T20:27:19.054472] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-12-19T20:27:19.054624] [INFO ] [sig       ] MSGE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:19.196741] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MSGE.txt
[2025-12-19T20:27:19.197074] [INFO ] [sig       ] [2132/3561] Completed MSGE in 0.3s | 2.90 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-19T20:27:19.197115] [INFO ] [sig       ] [2133/3561] Forecasting MSGM...
[2025-12-19T20:27:19.197143] [INFO ] [sig       ] Generating forecast for: MSGM
[2025-12-19T20:27:19.197173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2025-12-19T20:27:19.209380] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MSGM'.
[2025-12-19T20:27:19.209759] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2025-12-19T20:27:19.210541] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2025-12-19T20:27:19.210612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:19.210647] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:19.210675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:19.210732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:19.269734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:19.270649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:19.270733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:19.270765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:19.388583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:19.388769] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-19T20:27:19.388809] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:19.389028] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:19.392860] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: UP (p=86.29%)
[2025-12-19T20:27:19.393139] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2025-12-19T20:27:19.393266] [INFO ] [sig       ] MSGM: Forecast for 2025-12-18: UP (sign=1.00)
[2025-12-19T20:27:19.535945] [INFO ] [LOCAL     ] Saved forecast: MSGM	2025-12-19	1 -> ./output/forecasts/individual/2025-12-19/MSGM.txt
[2025-12-19T20:27:19.536104] [INFO ] [sig       ] [2133/3561] Completed MSGM in 0.3s | 2.90 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-19T20:27:19.536156] [INFO ] [sig       ] [2134/3561] Forecasting MSGS...
[2025-12-19T20:27:19.536190] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-12-19T20:27:19.536224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-12-19T20:27:19.548560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2025-12-19T20:27:19.548942] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-12-19T20:27:19.549727] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-12-19T20:27:19.549778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:19.549857] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:19.549898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:19.549957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:19.610214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:19.610961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:19.611043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:19.611077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:19.735284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:19.735445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:19.735484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:19.735514] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:19.739497] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=76.47%)
[2025-12-19T20:27:19.739797] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-12-19T20:27:19.740131] [INFO ] [sig       ] MSGS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:19.894233] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MSGS.txt
[2025-12-19T20:27:19.894368] [INFO ] [sig       ] [2134/3561] Completed MSGS in 0.4s | 2.90 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-19T20:27:19.894408] [INFO ] [sig       ] [2135/3561] Forecasting MSI...
[2025-12-19T20:27:19.894436] [INFO ] [sig       ] Generating forecast for: MSI
[2025-12-19T20:27:19.894466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-12-19T20:27:19.905993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2025-12-19T20:27:19.906351] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-12-19T20:27:19.907152] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-12-19T20:27:19.907205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:19.907238] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:19.907266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:19.907324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:19.969718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:19.970481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:19.970564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:19.970616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:20.102081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:20.102245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:20.102286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:20.102316] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:20.106678] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: DOWN (p=29.15%)
[2025-12-19T20:27:20.107060] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-12-19T20:27:20.107225] [INFO ] [sig       ] MSI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:20.260388] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MSI.txt
[2025-12-19T20:27:20.260552] [INFO ] [sig       ] [2135/3561] Completed MSI in 0.4s | 2.90 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-19T20:27:20.260614] [INFO ] [sig       ] [2136/3561] Forecasting MSM...
[2025-12-19T20:27:20.260646] [INFO ] [sig       ] Generating forecast for: MSM
[2025-12-19T20:27:20.260677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-12-19T20:27:20.272762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2025-12-19T20:27:20.273344] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-12-19T20:27:20.274180] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-12-19T20:27:20.274232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:20.274266] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:20.274294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:20.274350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:20.335407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:20.336284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:20.336367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:20.336401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:20.457387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:20.457552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:20.457610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:20.457642] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:20.461442] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: DOWN (p=20.41%)
[2025-12-19T20:27:20.461750] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-12-19T20:27:20.461879] [INFO ] [sig       ] MSM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:20.610753] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MSM.txt
[2025-12-19T20:27:20.610902] [INFO ] [sig       ] [2136/3561] Completed MSM in 0.4s | 2.90 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-19T20:27:20.610942] [INFO ] [sig       ] [2137/3561] Forecasting MSTX...
[2025-12-19T20:27:20.610971] [INFO ] [sig       ] Generating forecast for: MSTX
[2025-12-19T20:27:20.611002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'.
[2025-12-19T20:27:20.623100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSTX'.
[2025-12-19T20:27:20.623459] [INFO ] [FORECASTER] Starting predict_future for MSTX
[2025-12-19T20:27:20.624269] [DEBUG] [LOCAL     ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt
[2025-12-19T20:27:20.624323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:20.624354] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:20.624380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:20.624436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:20.683364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:20.684357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:20.684440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:20.684473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:20.811997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:20.812157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:20.812196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:20.812257] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:20.815723] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2025-12-19T20:27:20.815997] [INFO ] [FORECASTER] Completed predict_future for MSTX
[2025-12-19T20:27:20.816122] [INFO ] [sig       ] MSTX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:20.958891] [INFO ] [LOCAL     ] Saved forecast: MSTX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MSTX.txt
[2025-12-19T20:27:20.959035] [INFO ] [sig       ] [2137/3561] Completed MSTX in 0.3s | 2.90 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-19T20:27:20.959077] [INFO ] [sig       ] [2138/3561] Forecasting MTB...
[2025-12-19T20:27:20.959107] [INFO ] [sig       ] Generating forecast for: MTB
[2025-12-19T20:27:20.959144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-12-19T20:27:20.970908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2025-12-19T20:27:20.971274] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-12-19T20:27:20.972041] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-12-19T20:27:20.972091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:20.972124] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:20.972151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:20.972206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:21.029364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:21.030116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:21.030195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:21.030227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:21.157704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:21.158045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:21.158083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:21.158110] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:21.161450] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: UP (p=83.88%)
[2025-12-19T20:27:21.161739] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-12-19T20:27:21.161858] [INFO ] [sig       ] MTB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:21.305269] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MTB.txt
[2025-12-19T20:27:21.305416] [INFO ] [sig       ] [2138/3561] Completed MTB in 0.3s | 2.90 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-19T20:27:21.305455] [INFO ] [sig       ] [2139/3561] Forecasting MTCH...
[2025-12-19T20:27:21.305483] [INFO ] [sig       ] Generating forecast for: MTCH
[2025-12-19T20:27:21.305513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2025-12-19T20:27:21.318276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2025-12-19T20:27:21.318722] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2025-12-19T20:27:21.319491] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2025-12-19T20:27:21.319542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:21.319591] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:21.319621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:21.319678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:21.376405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:21.377146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:21.377225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:21.377257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:21.501012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:21.501173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:21.501212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:21.501240] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:21.504746] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: UP (p=91.92%)
[2025-12-19T20:27:21.505167] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2025-12-19T20:27:21.505289] [INFO ] [sig       ] MTCH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:21.645621] [INFO ] [LOCAL     ] Saved forecast: MTCH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MTCH.txt
[2025-12-19T20:27:21.645767] [INFO ] [sig       ] [2139/3561] Completed MTCH in 0.3s | 2.90 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-19T20:27:21.645806] [INFO ] [sig       ] [2140/3561] Forecasting MTD...
[2025-12-19T20:27:21.645835] [INFO ] [sig       ] Generating forecast for: MTD
[2025-12-19T20:27:21.645864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-12-19T20:27:21.658158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTD'.
[2025-12-19T20:27:21.658532] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-12-19T20:27:21.659531] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-12-19T20:27:21.659607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:21.659641] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:21.659667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:21.659722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:21.718416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:21.719254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:21.719339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:21.719372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:21.841064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:21.841219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:21.841257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:21.841284] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:21.844802] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: UP (p=93.88%)
[2025-12-19T20:27:21.845072] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-12-19T20:27:21.845193] [INFO ] [sig       ] MTD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:21.990414] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MTD.txt
[2025-12-19T20:27:21.990593] [INFO ] [sig       ] [2140/3561] Completed MTD in 0.3s | 2.90 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-19T20:27:21.990634] [INFO ] [sig       ] [2141/3561] Forecasting MTG...
[2025-12-19T20:27:21.990664] [INFO ] [sig       ] Generating forecast for: MTG
[2025-12-19T20:27:21.990697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-12-19T20:27:22.003871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2025-12-19T20:27:22.004278] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-12-19T20:27:22.005058] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-12-19T20:27:22.005110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:22.005142] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:22.005169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:22.005225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:22.067482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:22.068328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:22.068410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:22.068443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:22.190848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:22.191010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:22.191050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:22.191080] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:22.194507] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=3.83%)
[2025-12-19T20:27:22.194808] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-12-19T20:27:22.194934] [INFO ] [sig       ] MTG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:22.339910] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MTG.txt
[2025-12-19T20:27:22.340065] [INFO ] [sig       ] [2141/3561] Completed MTG in 0.3s | 2.90 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-19T20:27:22.340106] [INFO ] [sig       ] [2142/3561] Forecasting MTH...
[2025-12-19T20:27:22.340134] [INFO ] [sig       ] Generating forecast for: MTH
[2025-12-19T20:27:22.340163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-12-19T20:27:22.353509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2025-12-19T20:27:22.353914] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-12-19T20:27:22.354686] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-12-19T20:27:22.354738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:22.354770] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:22.354796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:22.354851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:22.410729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:22.411502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:22.411601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:22.411635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:22.532007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:22.532163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:22.532202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:22.532229] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:22.535887] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-12-19T20:27:22.536162] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-12-19T20:27:22.536292] [INFO ] [sig       ] MTH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:22.680258] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MTH.txt
[2025-12-19T20:27:22.680406] [INFO ] [sig       ] [2142/3561] Completed MTH in 0.3s | 2.90 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-19T20:27:22.680446] [INFO ] [sig       ] [2143/3561] Forecasting MTLS...
[2025-12-19T20:27:22.680474] [INFO ] [sig       ] Generating forecast for: MTLS
[2025-12-19T20:27:22.680503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2025-12-19T20:27:22.693613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2025-12-19T20:27:22.694225] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2025-12-19T20:27:22.695199] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2025-12-19T20:27:22.695250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:22.695282] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:22.695308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:22.695363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:22.752523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:22.753456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:22.753536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:22.753567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:22.875834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:22.876009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:22.876048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:22.876077] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:22.879819] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: DOWN (p=1.72%)
[2025-12-19T20:27:22.880101] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2025-12-19T20:27:22.880224] [INFO ] [sig       ] MTLS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:23.020080] [INFO ] [LOCAL     ] Saved forecast: MTLS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MTLS.txt
[2025-12-19T20:27:23.020208] [INFO ] [sig       ] [2143/3561] Completed MTLS in 0.3s | 2.90 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-19T20:27:23.020247] [INFO ] [sig       ] [2144/3561] Forecasting MTN...
[2025-12-19T20:27:23.020276] [INFO ] [sig       ] Generating forecast for: MTN
[2025-12-19T20:27:23.020306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-12-19T20:27:23.033643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2025-12-19T20:27:23.034063] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-12-19T20:27:23.034895] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-12-19T20:27:23.034949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:23.034982] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:23.035011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:23.035069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:23.091620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:23.092490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:23.092629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:23.092667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:23.215629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:23.215790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:23.215829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:23.215858] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:23.219198] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: DOWN (p=32.77%)
[2025-12-19T20:27:23.219482] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-12-19T20:27:23.219625] [INFO ] [sig       ] MTN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:23.356804] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MTN.txt
[2025-12-19T20:27:23.356957] [INFO ] [sig       ] [2144/3561] Completed MTN in 0.3s | 2.90 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-19T20:27:23.357010] [INFO ] [sig       ] [2145/3561] Forecasting MTRN...
[2025-12-19T20:27:23.357044] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-12-19T20:27:23.357075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-12-19T20:27:23.369263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2025-12-19T20:27:23.369673] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-12-19T20:27:23.370443] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-12-19T20:27:23.370494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:23.370525] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:23.370551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:23.370623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:23.427539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:23.428418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:23.428501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:23.428533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:23.549172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:23.549337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:23.549379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:23.549409] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:23.552962] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: UP (p=99.28%)
[2025-12-19T20:27:23.553273] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-12-19T20:27:23.553409] [INFO ] [sig       ] MTRN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:23.712751] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MTRN.txt
[2025-12-19T20:27:23.712931] [INFO ] [sig       ] [2145/3561] Completed MTRN in 0.4s | 2.90 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-19T20:27:23.712975] [INFO ] [sig       ] [2146/3561] Forecasting MTRX...
[2025-12-19T20:27:23.713005] [INFO ] [sig       ] Generating forecast for: MTRX
[2025-12-19T20:27:23.713035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2025-12-19T20:27:23.725442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2025-12-19T20:27:23.725900] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2025-12-19T20:27:23.726825] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2025-12-19T20:27:23.726893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:23.726934] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:23.726963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:23.727020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:23.791850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:23.792787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:23.792875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:23.792909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:23.956241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:23.956443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:23.956509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:23.956560] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:23.961915] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=42.70%)
[2025-12-19T20:27:23.962436] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2025-12-19T20:27:23.962674] [INFO ] [sig       ] MTRX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:24.193266] [INFO ] [LOCAL     ] Saved forecast: MTRX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MTRX.txt
[2025-12-19T20:27:24.193516] [INFO ] [sig       ] [2146/3561] Completed MTRX in 0.5s | 2.90 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-19T20:27:24.193604] [INFO ] [sig       ] [2147/3561] Forecasting MTSI...
[2025-12-19T20:27:24.193657] [INFO ] [sig       ] Generating forecast for: MTSI
[2025-12-19T20:27:24.193708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2025-12-19T20:27:24.220266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2025-12-19T20:27:24.220730] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2025-12-19T20:27:24.221844] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2025-12-19T20:27:24.221945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:24.221995] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:24.222033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:24.222115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:24.301918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:24.303206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:24.303343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:24.303399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:24.461063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:24.461225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:24.461266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:24.461297] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:24.464929] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: UP (p=91.58%)
[2025-12-19T20:27:24.465286] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2025-12-19T20:27:24.465461] [INFO ] [sig       ] MTSI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:24.617061] [INFO ] [LOCAL     ] Saved forecast: MTSI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MTSI.txt
[2025-12-19T20:27:24.617302] [INFO ] [sig       ] [2147/3561] Completed MTSI in 0.4s | 2.90 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-19T20:27:24.617352] [INFO ] [sig       ] [2148/3561] Forecasting MTX...
[2025-12-19T20:27:24.617384] [INFO ] [sig       ] Generating forecast for: MTX
[2025-12-19T20:27:24.617416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-12-19T20:27:24.632865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2025-12-19T20:27:24.633374] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-12-19T20:27:24.634593] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-12-19T20:27:24.634662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:24.634715] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:24.634764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:24.634856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:24.718756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:24.719896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:24.720010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:24.720066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:24.866848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:24.867016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:24.867061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:24.867090] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:24.871053] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-12-19T20:27:24.871382] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-12-19T20:27:24.871514] [INFO ] [sig       ] MTX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:25.024266] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MTX.txt
[2025-12-19T20:27:25.024438] [INFO ] [sig       ] [2148/3561] Completed MTX in 0.4s | 2.90 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-19T20:27:25.024490] [INFO ] [sig       ] [2149/3561] Forecasting MTZ...
[2025-12-19T20:27:25.024523] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-12-19T20:27:25.024555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-12-19T20:27:25.038106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2025-12-19T20:27:25.038520] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-12-19T20:27:25.039395] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-12-19T20:27:25.039449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:25.039482] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:25.039509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:25.039566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:25.106100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:25.107094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:25.107180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:25.107213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:25.234825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:25.234974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:25.235015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:25.235044] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:25.238630] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: UP (p=61.17%)
[2025-12-19T20:27:25.238923] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-12-19T20:27:25.239232] [INFO ] [sig       ] MTZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:25.377747] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MTZ.txt
[2025-12-19T20:27:25.377873] [INFO ] [sig       ] [2149/3561] Completed MTZ in 0.4s | 2.90 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-19T20:27:25.377912] [INFO ] [sig       ] [2150/3561] Forecasting MUA...
[2025-12-19T20:27:25.377942] [INFO ] [sig       ] Generating forecast for: MUA
[2025-12-19T20:27:25.377972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-12-19T20:27:25.389164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2025-12-19T20:27:25.389507] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-12-19T20:27:25.390271] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-12-19T20:27:25.390322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:25.390355] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:25.390382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:25.390437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:25.448250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:25.449115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:25.449196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:25.449228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:25.569957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:25.570115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:25.570153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:25.570182] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:25.573499] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=72.71%)
[2025-12-19T20:27:25.573791] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-12-19T20:27:25.573920] [INFO ] [sig       ] MUA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:25.717440] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MUA.txt
[2025-12-19T20:27:25.717623] [INFO ] [sig       ] [2150/3561] Completed MUA in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-19T20:27:25.717674] [INFO ] [sig       ] [2151/3561] Forecasting MUC...
[2025-12-19T20:27:25.717705] [INFO ] [sig       ] Generating forecast for: MUC
[2025-12-19T20:27:25.717735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-12-19T20:27:25.729538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2025-12-19T20:27:25.729939] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-12-19T20:27:25.730776] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-12-19T20:27:25.730828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:25.730892] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:25.730921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:25.730980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:25.787366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:25.788100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:25.788180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:25.788212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:25.912853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:25.913000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:25.913038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:25.913067] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:25.916450] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: UP (p=76.73%)
[2025-12-19T20:27:25.916738] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-12-19T20:27:25.916861] [INFO ] [sig       ] MUC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:26.058323] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MUC.txt
[2025-12-19T20:27:26.058443] [INFO ] [sig       ] [2151/3561] Completed MUC in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-19T20:27:26.058482] [INFO ] [sig       ] [2152/3561] Forecasting MUE...
[2025-12-19T20:27:26.058510] [INFO ] [sig       ] Generating forecast for: MUE
[2025-12-19T20:27:26.058538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-12-19T20:27:26.070121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUE'.
[2025-12-19T20:27:26.070451] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-12-19T20:27:26.071219] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-12-19T20:27:26.071271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:26.071303] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:26.071330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:26.071386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:26.130386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:26.131307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:26.131385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:26.131417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:26.253041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:26.253191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:26.253229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:26.253257] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:26.257012] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2025-12-19T20:27:26.257427] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-12-19T20:27:26.257562] [INFO ] [sig       ] MUE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:26.399758] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MUE.txt
[2025-12-19T20:27:26.399904] [INFO ] [sig       ] [2152/3561] Completed MUE in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-19T20:27:26.399946] [INFO ] [sig       ] [2153/3561] Forecasting MUFG...
[2025-12-19T20:27:26.399975] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-12-19T20:27:26.400003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-12-19T20:27:26.412745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2025-12-19T20:27:26.413094] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-12-19T20:27:26.413948] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-12-19T20:27:26.414002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:26.414036] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:26.414064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:26.414122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:26.471866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:26.472529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:26.472623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:26.472657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:26.596250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:26.596399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:26.596439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:26.596468] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:26.600197] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: DOWN (p=29.11%)
[2025-12-19T20:27:26.600462] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-12-19T20:27:26.600596] [INFO ] [sig       ] MUFG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:26.739748] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MUFG.txt
[2025-12-19T20:27:26.739880] [INFO ] [sig       ] [2153/3561] Completed MUFG in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-19T20:27:26.739919] [INFO ] [sig       ] [2154/3561] Forecasting MUJ...
[2025-12-19T20:27:26.740137] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-12-19T20:27:26.740167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-12-19T20:27:26.752273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2025-12-19T20:27:26.752650] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-12-19T20:27:26.753631] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-12-19T20:27:26.753682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:26.753712] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:26.753738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:26.753793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:26.811408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:26.812053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:26.812132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:26.812164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:26.930185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:26.930335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:26.930372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:26.930446] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:26.934815] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: DOWN (p=18.40%)
[2025-12-19T20:27:26.935112] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-12-19T20:27:26.935238] [INFO ] [sig       ] MUJ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:27.076238] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MUJ.txt
[2025-12-19T20:27:27.076359] [INFO ] [sig       ] [2154/3561] Completed MUJ in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-19T20:27:27.076398] [INFO ] [sig       ] [2155/3561] Forecasting MUSA...
[2025-12-19T20:27:27.076426] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-12-19T20:27:27.076457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-12-19T20:27:27.088820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2025-12-19T20:27:27.089387] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-12-19T20:27:27.090210] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-12-19T20:27:27.090263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:27.090298] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:27.090325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:27.090383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:27.148752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:27.149362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:27.149438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:27.149470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:27.269975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:27.270116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:27.270152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:27.270179] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:27.273793] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: UP (p=75.51%)
[2025-12-19T20:27:27.274088] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-12-19T20:27:27.274208] [INFO ] [sig       ] MUSA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:27.415763] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MUSA.txt
[2025-12-19T20:27:27.415885] [INFO ] [sig       ] [2155/3561] Completed MUSA in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-19T20:27:27.415921] [INFO ] [sig       ] [2156/3561] Forecasting MUX...
[2025-12-19T20:27:27.415949] [INFO ] [sig       ] Generating forecast for: MUX
[2025-12-19T20:27:27.415978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-12-19T20:27:27.428046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2025-12-19T20:27:27.428404] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-12-19T20:27:27.429412] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-12-19T20:27:27.429464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:27.429495] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:27.429521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:27.429596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:27.487234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:27.487880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:27.487997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:27.488034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:27.612244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:27.612386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:27.612426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:27.612461] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:27.615760] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: UP (p=76.90%)
[2025-12-19T20:27:27.616026] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-12-19T20:27:27.616143] [INFO ] [sig       ] MUX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:27.755778] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MUX.txt
[2025-12-19T20:27:27.755908] [INFO ] [sig       ] [2156/3561] Completed MUX in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-19T20:27:27.755946] [INFO ] [sig       ] [2157/3561] Forecasting MVBF...
[2025-12-19T20:27:27.755975] [INFO ] [sig       ] Generating forecast for: MVBF
[2025-12-19T20:27:27.756006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2025-12-19T20:27:27.768370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2025-12-19T20:27:27.768735] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2025-12-19T20:27:27.769475] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2025-12-19T20:27:27.769525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:27.769556] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:27.769601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:27.769658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:27.827375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:27.828019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:27.828095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:27.828127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:27.943810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:27.943958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:27.943997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:27.944024] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:27.947510] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-12-19T20:27:27.947792] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2025-12-19T20:27:27.947915] [INFO ] [sig       ] MVBF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:28.086368] [INFO ] [LOCAL     ] Saved forecast: MVBF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MVBF.txt
[2025-12-19T20:27:28.086495] [INFO ] [sig       ] [2157/3561] Completed MVBF in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-19T20:27:28.086544] [INFO ] [sig       ] [2158/3561] Forecasting MVF...
[2025-12-19T20:27:28.086600] [INFO ] [sig       ] Generating forecast for: MVF
[2025-12-19T20:27:28.086647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-12-19T20:27:28.098005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2025-12-19T20:27:28.098333] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-12-19T20:27:28.099127] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-12-19T20:27:28.099370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:28.099401] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:28.099439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:28.099497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:28.158974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:28.159691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:28.159770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:28.159804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:28.281442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:28.281624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:28.281670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:28.281700] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:28.285435] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: DOWN (p=19.36%)
[2025-12-19T20:27:28.285723] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-12-19T20:27:28.285844] [INFO ] [sig       ] MVF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:28.423201] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MVF.txt
[2025-12-19T20:27:28.423323] [INFO ] [sig       ] [2158/3561] Completed MVF in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-19T20:27:28.423361] [INFO ] [sig       ] [2159/3561] Forecasting MVO...
[2025-12-19T20:27:28.423391] [INFO ] [sig       ] Generating forecast for: MVO
[2025-12-19T20:27:28.423421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-12-19T20:27:28.434633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVO'.
[2025-12-19T20:27:28.434996] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-12-19T20:27:28.435799] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-12-19T20:27:28.435866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:28.435919] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:28.435956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:28.436029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:28.492693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:28.493295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:28.493375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:28.493409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:28.612063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:28.612209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:28.612249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:28.612279] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:28.615667] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: DOWN (p=37.52%)
[2025-12-19T20:27:28.615946] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-12-19T20:27:28.616071] [INFO ] [sig       ] MVO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:28.757774] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MVO.txt
[2025-12-19T20:27:28.757903] [INFO ] [sig       ] [2159/3561] Completed MVO in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-19T20:27:28.757941] [INFO ] [sig       ] [2160/3561] Forecasting MWA...
[2025-12-19T20:27:28.757970] [INFO ] [sig       ] Generating forecast for: MWA
[2025-12-19T20:27:28.757999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-12-19T20:27:28.769502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2025-12-19T20:27:28.769854] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-12-19T20:27:28.770660] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-12-19T20:27:28.770713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:28.770746] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:28.770773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:28.770830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:28.830447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:28.831115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:28.831195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:28.831228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:28.952712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:28.952851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:28.952890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:28.952917] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:28.956175] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=22.82%)
[2025-12-19T20:27:28.956438] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-12-19T20:27:28.956556] [INFO ] [sig       ] MWA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:29.094879] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MWA.txt
[2025-12-19T20:27:29.095027] [INFO ] [sig       ] [2160/3561] Completed MWA in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-19T20:27:29.095067] [INFO ] [sig       ] [2161/3561] Forecasting MX...
[2025-12-19T20:27:29.095097] [INFO ] [sig       ] Generating forecast for: MX
[2025-12-19T20:27:29.095128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-12-19T20:27:29.106749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2025-12-19T20:27:29.107167] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-12-19T20:27:29.108089] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-12-19T20:27:29.108145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:29.108178] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:29.108206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:29.108262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:29.164860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:29.165728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:29.165846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:29.165879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:29.282742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:29.282894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:29.282931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:29.282961] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:29.286224] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=80.23%)
[2025-12-19T20:27:29.286487] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-12-19T20:27:29.286621] [INFO ] [sig       ] MX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:29.426021] [INFO ] [LOCAL     ] Saved forecast: MX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MX.txt
[2025-12-19T20:27:29.426141] [INFO ] [sig       ] [2161/3561] Completed MX in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-19T20:27:29.426178] [INFO ] [sig       ] [2162/3561] Forecasting MXF...
[2025-12-19T20:27:29.426206] [INFO ] [sig       ] Generating forecast for: MXF
[2025-12-19T20:27:29.426243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-12-19T20:27:29.437371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2025-12-19T20:27:29.437710] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-12-19T20:27:29.438457] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-12-19T20:27:29.438509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:29.438540] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:29.438566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:29.438643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:29.494812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:29.495437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:29.495511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:29.495543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:29.613913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:29.614050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:29.614093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:29.614122] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:29.617527] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=98.69%)
[2025-12-19T20:27:29.617815] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-12-19T20:27:29.617956] [INFO ] [sig       ] MXF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:29.759369] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MXF.txt
[2025-12-19T20:27:29.759498] [INFO ] [sig       ] [2162/3561] Completed MXF in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-19T20:27:29.759537] [INFO ] [sig       ] [2163/3561] Forecasting MXL...
[2025-12-19T20:27:29.759567] [INFO ] [sig       ] Generating forecast for: MXL
[2025-12-19T20:27:29.759616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2025-12-19T20:27:29.771184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2025-12-19T20:27:29.771511] [INFO ] [FORECASTER] Starting predict_future for MXL
[2025-12-19T20:27:29.772465] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2025-12-19T20:27:29.772515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:29.772546] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:29.772590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:29.772649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:29.830527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:29.831218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:29.831297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:29.831330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:29.951100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:29.951247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:29.951284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:29.951312] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:29.954598] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: DOWN (p=28.85%)
[2025-12-19T20:27:29.954896] [INFO ] [FORECASTER] Completed predict_future for MXL
[2025-12-19T20:27:29.955027] [INFO ] [sig       ] MXL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:30.097704] [INFO ] [LOCAL     ] Saved forecast: MXL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MXL.txt
[2025-12-19T20:27:30.097848] [INFO ] [sig       ] [2163/3561] Completed MXL in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-19T20:27:30.097888] [INFO ] [sig       ] [2164/3561] Forecasting MYE...
[2025-12-19T20:27:30.097922] [INFO ] [sig       ] Generating forecast for: MYE
[2025-12-19T20:27:30.097952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-12-19T20:27:30.109150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2025-12-19T20:27:30.109489] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-12-19T20:27:30.110255] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-12-19T20:27:30.110308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:30.110340] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:30.110367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:30.110423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:30.167031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:30.167703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:30.167783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:30.167816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:30.290484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:30.290656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:30.290695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:30.290724] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:30.294177] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=8.45%)
[2025-12-19T20:27:30.294468] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-12-19T20:27:30.294613] [INFO ] [sig       ] MYE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:30.443561] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MYE.txt
[2025-12-19T20:27:30.443801] [INFO ] [sig       ] [2164/3561] Completed MYE in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-19T20:27:30.443866] [INFO ] [sig       ] [2165/3561] Forecasting MYGN...
[2025-12-19T20:27:30.443911] [INFO ] [sig       ] Generating forecast for: MYGN
[2025-12-19T20:27:30.443954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2025-12-19T20:27:30.455996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2025-12-19T20:27:30.456408] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2025-12-19T20:27:30.457249] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2025-12-19T20:27:30.457302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:30.457335] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:30.457363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:30.457421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:30.515566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:30.516421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:30.516504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:30.516536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:30.636945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:30.637085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:30.637122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:30.637149] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:30.640442] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: DOWN (p=24.50%)
[2025-12-19T20:27:30.640729] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2025-12-19T20:27:30.640855] [INFO ] [sig       ] MYGN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:30.776214] [INFO ] [LOCAL     ] Saved forecast: MYGN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/MYGN.txt
[2025-12-19T20:27:30.776364] [INFO ] [sig       ] [2165/3561] Completed MYGN in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-19T20:27:30.776405] [INFO ] [sig       ] [2166/3561] Forecasting MYI...
[2025-12-19T20:27:30.776435] [INFO ] [sig       ] Generating forecast for: MYI
[2025-12-19T20:27:30.776465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-12-19T20:27:30.787863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2025-12-19T20:27:30.788226] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-12-19T20:27:30.789047] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-12-19T20:27:30.789109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:30.789144] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:30.789170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:30.789225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:30.846208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:30.847061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:30.847151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:30.847184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:30.969412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:30.969591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:30.969632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:30.969662] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:30.973152] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: UP (p=59.00%)
[2025-12-19T20:27:30.973633] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-12-19T20:27:30.973755] [INFO ] [sig       ] MYI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:31.115271] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MYI.txt
[2025-12-19T20:27:31.115419] [INFO ] [sig       ] [2166/3561] Completed MYI in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-19T20:27:31.115459] [INFO ] [sig       ] [2167/3561] Forecasting MYN...
[2025-12-19T20:27:31.115488] [INFO ] [sig       ] Generating forecast for: MYN
[2025-12-19T20:27:31.115518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-12-19T20:27:31.127120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2025-12-19T20:27:31.127438] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-12-19T20:27:31.128222] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-12-19T20:27:31.128272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:31.128304] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:31.128331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:31.128386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:31.187929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:31.188817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:31.188906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:31.188940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:31.311617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:31.311788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:31.311826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:31.311855] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:31.315170] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: UP (p=58.66%)
[2025-12-19T20:27:31.315437] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-12-19T20:27:31.315556] [INFO ] [sig       ] MYN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:31.460430] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MYN.txt
[2025-12-19T20:27:31.460592] [INFO ] [sig       ] [2167/3561] Completed MYN in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-19T20:27:31.460634] [INFO ] [sig       ] [2168/3561] Forecasting MYRG...
[2025-12-19T20:27:31.460663] [INFO ] [sig       ] Generating forecast for: MYRG
[2025-12-19T20:27:31.460693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2025-12-19T20:27:31.473413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2025-12-19T20:27:31.473784] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2025-12-19T20:27:31.474520] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2025-12-19T20:27:31.474570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:31.474645] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:31.474674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:31.474730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:31.532612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:31.533635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:31.533720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:31.533753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:31.658244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:31.658402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:31.658443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:31.658472] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:31.662567] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: UP (p=89.56%)
[2025-12-19T20:27:31.662896] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2025-12-19T20:27:31.663031] [INFO ] [sig       ] MYRG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:31.812520] [INFO ] [LOCAL     ] Saved forecast: MYRG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/MYRG.txt
[2025-12-19T20:27:31.812695] [INFO ] [sig       ] [2168/3561] Completed MYRG in 0.4s | 2.90 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-19T20:27:31.812737] [INFO ] [sig       ] [2169/3561] Forecasting NA...
[2025-12-19T20:27:31.812771] [INFO ] [sig       ] Generating forecast for: NA
[2025-12-19T20:27:31.812802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2025-12-19T20:27:31.823993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2025-12-19T20:27:31.824405] [INFO ] [FORECASTER] Starting predict_future for NA
[2025-12-19T20:27:31.825207] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2025-12-19T20:27:31.825259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:31.825292] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:31.825320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:31.825378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:31.883422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:31.884285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:31.884368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:31.884402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:32.005755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:32.005910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:32.005947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:32.005976] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:32.009287] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: UP (p=77.36%)
[2025-12-19T20:27:32.009563] [INFO ] [FORECASTER] Completed predict_future for NA
[2025-12-19T20:27:32.009716] [INFO ] [sig       ] NA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:32.151131] [INFO ] [LOCAL     ] Saved forecast: NA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NA.txt
[2025-12-19T20:27:32.151265] [INFO ] [sig       ] [2169/3561] Completed NA in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-19T20:27:32.151304] [INFO ] [sig       ] [2170/3561] Forecasting NAAS...
[2025-12-19T20:27:32.151333] [INFO ] [sig       ] Generating forecast for: NAAS
[2025-12-19T20:27:32.151363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2025-12-19T20:27:32.162731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2025-12-19T20:27:32.163090] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2025-12-19T20:27:32.164105] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2025-12-19T20:27:32.164156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:32.164189] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:32.164216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:32.164273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:32.223558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:32.224387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:32.224470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:32.224503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:32.346462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:32.346635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:32.346677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:32.346706] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:32.350107] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=81.46%)
[2025-12-19T20:27:32.350398] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2025-12-19T20:27:32.350525] [INFO ] [sig       ] NAAS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:32.492241] [INFO ] [LOCAL     ] Saved forecast: NAAS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NAAS.txt
[2025-12-19T20:27:32.492395] [INFO ] [sig       ] [2170/3561] Completed NAAS in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-19T20:27:32.492434] [INFO ] [sig       ] [2171/3561] Forecasting NABL...
[2025-12-19T20:27:32.492464] [INFO ] [sig       ] Generating forecast for: NABL
[2025-12-19T20:27:32.492496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-12-19T20:27:32.504428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2025-12-19T20:27:32.504808] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-12-19T20:27:32.505736] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-12-19T20:27:32.505787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:32.505830] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:32.505858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:32.505914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:32.564159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:32.564904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:32.564987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:32.565022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:32.699003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:32.699369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:32.699429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:32.699504] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:32.703747] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: DOWN (p=31.87%)
[2025-12-19T20:27:32.704059] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-12-19T20:27:32.704192] [INFO ] [sig       ] NABL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:32.853234] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NABL.txt
[2025-12-19T20:27:32.853383] [INFO ] [sig       ] [2171/3561] Completed NABL in 0.4s | 2.90 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-19T20:27:32.853433] [INFO ] [sig       ] [2172/3561] Forecasting NAC...
[2025-12-19T20:27:32.853473] [INFO ] [sig       ] Generating forecast for: NAC
[2025-12-19T20:27:32.853506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-12-19T20:27:32.865403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2025-12-19T20:27:32.865799] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-12-19T20:27:32.866570] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-12-19T20:27:32.866642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:32.866674] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:32.866701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:32.866757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:32.925612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:32.926290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:32.926371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:32.926404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:33.051220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:33.051373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:33.051411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:33.051439] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:33.054862] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: DOWN (p=49.81%)
[2025-12-19T20:27:33.055147] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-12-19T20:27:33.055276] [INFO ] [sig       ] NAC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:33.205405] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NAC.txt
[2025-12-19T20:27:33.205532] [INFO ] [sig       ] [2172/3561] Completed NAC in 0.4s | 2.90 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-19T20:27:33.205589] [INFO ] [sig       ] [2173/3561] Forecasting NAD...
[2025-12-19T20:27:33.205622] [INFO ] [sig       ] Generating forecast for: NAD
[2025-12-19T20:27:33.205652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-12-19T20:27:33.217861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2025-12-19T20:27:33.218417] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-12-19T20:27:33.219258] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-12-19T20:27:33.219311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:33.219342] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:33.219369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:33.219425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:33.279077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:33.279712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:33.279794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:33.279825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:33.406470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:33.406635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:33.406676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:33.406705] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:33.410099] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: DOWN (p=34.81%)
[2025-12-19T20:27:33.410372] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-12-19T20:27:33.410496] [INFO ] [sig       ] NAD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:33.552056] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NAD.txt
[2025-12-19T20:27:33.552178] [INFO ] [sig       ] [2173/3561] Completed NAD in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-19T20:27:33.552216] [INFO ] [sig       ] [2174/3561] Forecasting NAMS...
[2025-12-19T20:27:33.552245] [INFO ] [sig       ] Generating forecast for: NAMS
[2025-12-19T20:27:33.552276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'.
[2025-12-19T20:27:33.563834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAMS'.
[2025-12-19T20:27:33.564170] [INFO ] [FORECASTER] Starting predict_future for NAMS
[2025-12-19T20:27:33.564935] [DEBUG] [LOCAL     ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt
[2025-12-19T20:27:33.564985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:33.565017] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:33.565043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:33.565098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:33.623069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:33.623700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:33.623806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:33.623846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:33.744547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:33.744717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:33.744756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:33.744784] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:33.748293] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: UP (p=58.01%)
[2025-12-19T20:27:33.748599] [INFO ] [FORECASTER] Completed predict_future for NAMS
[2025-12-19T20:27:33.748748] [INFO ] [sig       ] NAMS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:33.890737] [INFO ] [LOCAL     ] Saved forecast: NAMS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NAMS.txt
[2025-12-19T20:27:33.890899] [INFO ] [sig       ] [2174/3561] Completed NAMS in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-19T20:27:33.890951] [INFO ] [sig       ] [2175/3561] Forecasting NATH...
[2025-12-19T20:27:33.890989] [INFO ] [sig       ] Generating forecast for: NATH
[2025-12-19T20:27:33.891025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2025-12-19T20:27:33.902603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2025-12-19T20:27:33.902970] [INFO ] [FORECASTER] Starting predict_future for NATH
[2025-12-19T20:27:33.903741] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2025-12-19T20:27:33.903793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:33.903824] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:33.903851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:33.903907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:33.961834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:33.962700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:33.962783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:33.962816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:34.074615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:34.074772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:34.074811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:34.074839] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:34.078125] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: DOWN (p=20.16%)
[2025-12-19T20:27:34.078387] [INFO ] [FORECASTER] Completed predict_future for NATH
[2025-12-19T20:27:34.078504] [INFO ] [sig       ] NATH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:34.221034] [INFO ] [LOCAL     ] Saved forecast: NATH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NATH.txt
[2025-12-19T20:27:34.221186] [INFO ] [sig       ] [2175/3561] Completed NATH in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-19T20:27:34.221226] [INFO ] [sig       ] [2176/3561] Forecasting NATL...
[2025-12-19T20:27:34.221256] [INFO ] [sig       ] Generating forecast for: NATL
[2025-12-19T20:27:34.221286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-12-19T20:27:34.233230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2025-12-19T20:27:34.233626] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-12-19T20:27:34.234368] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-12-19T20:27:34.234419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:34.234451] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:34.234477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:34.234532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:34.290460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:34.291328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:34.291413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:34.291445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:34.413440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:34.413619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:34.413658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:34.413686] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:34.416994] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: DOWN (p=32.06%)
[2025-12-19T20:27:34.417267] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-12-19T20:27:34.417405] [INFO ] [sig       ] NATL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:34.556765] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NATL.txt
[2025-12-19T20:27:34.556923] [INFO ] [sig       ] [2176/3561] Completed NATL in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-19T20:27:34.556965] [INFO ] [sig       ] [2177/3561] Forecasting NAVI...
[2025-12-19T20:27:34.556994] [INFO ] [sig       ] Generating forecast for: NAVI
[2025-12-19T20:27:34.557024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2025-12-19T20:27:34.569244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2025-12-19T20:27:34.569660] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2025-12-19T20:27:34.570435] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2025-12-19T20:27:34.570486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:34.570517] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:34.570544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:34.570638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:34.627339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:34.628178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:34.628264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:34.628297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:34.748353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:34.748513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:34.748552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:34.748597] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:34.752001] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: DOWN (p=34.63%)
[2025-12-19T20:27:34.752273] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2025-12-19T20:27:34.752393] [INFO ] [sig       ] NAVI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:34.891366] [INFO ] [LOCAL     ] Saved forecast: NAVI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NAVI.txt
[2025-12-19T20:27:34.891519] [INFO ] [sig       ] [2177/3561] Completed NAVI in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-19T20:27:34.891559] [INFO ] [sig       ] [2178/3561] Forecasting NAZ...
[2025-12-19T20:27:34.891610] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-12-19T20:27:34.891641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-12-19T20:27:34.903612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2025-12-19T20:27:34.904003] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-12-19T20:27:34.904809] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-12-19T20:27:34.904862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:34.904895] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:34.904923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:34.904980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:34.962781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:34.963673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:34.963785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:34.963819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:35.070844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:35.071006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:35.071069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:35.071100] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:35.074714] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: DOWN (p=6.35%)
[2025-12-19T20:27:35.075028] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-12-19T20:27:35.075161] [INFO ] [sig       ] NAZ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:35.219443] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NAZ.txt
[2025-12-19T20:27:35.219623] [INFO ] [sig       ] [2178/3561] Completed NAZ in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-19T20:27:35.219667] [INFO ] [sig       ] [2179/3561] Forecasting NB...
[2025-12-19T20:27:35.219698] [INFO ] [sig       ] Generating forecast for: NB
[2025-12-19T20:27:35.219729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2025-12-19T20:27:35.231551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2025-12-19T20:27:35.231964] [INFO ] [FORECASTER] Starting predict_future for NB
[2025-12-19T20:27:35.232788] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2025-12-19T20:27:35.232842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:35.232875] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:35.232904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:35.232961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:35.289926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:35.290865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:35.290964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:35.290998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:35.414531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:35.414709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:35.414751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:35.414781] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:35.418444] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: UP (p=67.68%)
[2025-12-19T20:27:35.418845] [INFO ] [FORECASTER] Completed predict_future for NB
[2025-12-19T20:27:35.418981] [INFO ] [sig       ] NB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:35.566487] [INFO ] [LOCAL     ] Saved forecast: NB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NB.txt
[2025-12-19T20:27:35.566674] [INFO ] [sig       ] [2179/3561] Completed NB in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-19T20:27:35.566719] [INFO ] [sig       ] [2180/3561] Forecasting NBB...
[2025-12-19T20:27:35.566747] [INFO ] [sig       ] Generating forecast for: NBB
[2025-12-19T20:27:35.566777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-12-19T20:27:35.578428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2025-12-19T20:27:35.578885] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-12-19T20:27:35.579680] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-12-19T20:27:35.579730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:35.579760] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:35.579786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:35.579841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:35.638067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:35.638987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:35.639104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:35.639145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:35.759698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:35.759877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:35.759921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:35.759951] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:35.763450] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=9.35%)
[2025-12-19T20:27:35.763758] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-12-19T20:27:35.763886] [INFO ] [sig       ] NBB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:35.913145] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NBB.txt
[2025-12-19T20:27:35.913272] [INFO ] [sig       ] [2180/3561] Completed NBB in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-19T20:27:35.913310] [INFO ] [sig       ] [2181/3561] Forecasting NBBK...
[2025-12-19T20:27:35.913341] [INFO ] [sig       ] Generating forecast for: NBBK
[2025-12-19T20:27:35.913371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2025-12-19T20:27:35.925641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2025-12-19T20:27:35.926013] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2025-12-19T20:27:35.926814] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2025-12-19T20:27:35.926866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:35.926897] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:35.926923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:35.926978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:35.984653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:35.985475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:35.985557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:35.985610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:36.112637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:36.112792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:36.112831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:36.112861] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:36.116628] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=36.20%)
[2025-12-19T20:27:36.116893] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2025-12-19T20:27:36.117012] [INFO ] [sig       ] NBBK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:36.269014] [INFO ] [LOCAL     ] Saved forecast: NBBK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NBBK.txt
[2025-12-19T20:27:36.269205] [INFO ] [sig       ] [2181/3561] Completed NBBK in 0.4s | 2.90 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-19T20:27:36.269246] [INFO ] [sig       ] [2182/3561] Forecasting NBHC...
[2025-12-19T20:27:36.269276] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-12-19T20:27:36.269306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-12-19T20:27:36.280334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2025-12-19T20:27:36.280718] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-12-19T20:27:36.281461] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-12-19T20:27:36.281512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:36.281555] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:36.281604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:36.281662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:36.337195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:36.338047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:36.338129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:36.338161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:36.455071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:36.455229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:36.455267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:36.455296] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:36.458608] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: UP (p=81.61%)
[2025-12-19T20:27:36.458911] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-12-19T20:27:36.459035] [INFO ] [sig       ] NBHC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:36.606725] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NBHC.txt
[2025-12-19T20:27:36.606879] [INFO ] [sig       ] [2182/3561] Completed NBHC in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-19T20:27:36.606918] [INFO ] [sig       ] [2183/3561] Forecasting NBIX...
[2025-12-19T20:27:36.606949] [INFO ] [sig       ] Generating forecast for: NBIX
[2025-12-19T20:27:36.606979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2025-12-19T20:27:36.618797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2025-12-19T20:27:36.619148] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2025-12-19T20:27:36.619955] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2025-12-19T20:27:36.620009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:36.620041] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:36.620071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:36.620131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:36.678564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:36.679476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:36.679559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:36.679613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:36.799320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:36.799479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:36.799518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:36.799546] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:36.802849] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: UP (p=95.19%)
[2025-12-19T20:27:36.803116] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2025-12-19T20:27:36.803233] [INFO ] [sig       ] NBIX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:36.947695] [INFO ] [LOCAL     ] Saved forecast: NBIX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NBIX.txt
[2025-12-19T20:27:36.947853] [INFO ] [sig       ] [2183/3561] Completed NBIX in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-19T20:27:36.947893] [INFO ] [sig       ] [2184/3561] Forecasting NBN...
[2025-12-19T20:27:36.947923] [INFO ] [sig       ] Generating forecast for: NBN
[2025-12-19T20:27:36.947952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2025-12-19T20:27:36.959302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2025-12-19T20:27:36.959718] [INFO ] [FORECASTER] Starting predict_future for NBN
[2025-12-19T20:27:36.960541] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2025-12-19T20:27:36.960621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:36.960657] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:36.960685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:36.960742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:37.019549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:37.020419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:37.020504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:37.020537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:37.137297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:37.137459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:37.137499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:37.137528] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:37.141079] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: UP (p=90.06%)
[2025-12-19T20:27:37.141393] [INFO ] [FORECASTER] Completed predict_future for NBN
[2025-12-19T20:27:37.141525] [INFO ] [sig       ] NBN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:37.292272] [INFO ] [LOCAL     ] Saved forecast: NBN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NBN.txt
[2025-12-19T20:27:37.292407] [INFO ] [sig       ] [2184/3561] Completed NBN in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-19T20:27:37.292445] [INFO ] [sig       ] [2185/3561] Forecasting NBTB...
[2025-12-19T20:27:37.292474] [INFO ] [sig       ] Generating forecast for: NBTB
[2025-12-19T20:27:37.292504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2025-12-19T20:27:37.303708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2025-12-19T20:27:37.304020] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2025-12-19T20:27:37.304787] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2025-12-19T20:27:37.304838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:37.304892] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:37.304921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:37.304977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:37.362922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:37.363752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:37.363832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:37.363865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:37.482827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:37.482980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:37.483018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:37.483046] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:37.486313] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: DOWN (p=26.29%)
[2025-12-19T20:27:37.486593] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2025-12-19T20:27:37.486713] [INFO ] [sig       ] NBTB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:37.626295] [INFO ] [LOCAL     ] Saved forecast: NBTB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NBTB.txt
[2025-12-19T20:27:37.626449] [INFO ] [sig       ] [2185/3561] Completed NBTB in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-19T20:27:37.626488] [INFO ] [sig       ] [2186/3561] Forecasting NBXG...
[2025-12-19T20:27:37.626518] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-12-19T20:27:37.626590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-12-19T20:27:37.638400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2025-12-19T20:27:37.638749] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-12-19T20:27:37.639490] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-12-19T20:27:37.639540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:37.639589] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:37.639619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:37.639675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:37.698600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:37.699601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:37.699683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:37.699717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:37.823043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:37.823200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:37.823238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:37.823267] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:37.826544] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: DOWN (p=41.22%)
[2025-12-19T20:27:37.826827] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-12-19T20:27:37.826946] [INFO ] [sig       ] NBXG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:37.974402] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NBXG.txt
[2025-12-19T20:27:37.974555] [INFO ] [sig       ] [2186/3561] Completed NBXG in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-19T20:27:37.974616] [INFO ] [sig       ] [2187/3561] Forecasting NC...
[2025-12-19T20:27:37.974648] [INFO ] [sig       ] Generating forecast for: NC
[2025-12-19T20:27:37.974678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-12-19T20:27:37.985865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2025-12-19T20:27:37.986223] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-12-19T20:27:37.987185] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-12-19T20:27:37.987430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:37.987462] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:37.987488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:37.987544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:38.050826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:38.051703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:38.051787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:38.051820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:38.158372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:38.158525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:38.158563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:38.158610] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:38.162048] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: DOWN (p=27.63%)
[2025-12-19T20:27:38.162521] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-12-19T20:27:38.162663] [INFO ] [sig       ] NC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:38.312153] [INFO ] [LOCAL     ] Saved forecast: NC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NC.txt
[2025-12-19T20:27:38.312319] [INFO ] [sig       ] [2187/3561] Completed NC in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-19T20:27:38.312361] [INFO ] [sig       ] [2188/3561] Forecasting NCA...
[2025-12-19T20:27:38.312392] [INFO ] [sig       ] Generating forecast for: NCA
[2025-12-19T20:27:38.312423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-12-19T20:27:38.323320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2025-12-19T20:27:38.323652] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-12-19T20:27:38.324425] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-12-19T20:27:38.324477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:38.324511] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:38.324538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:38.324618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:38.385921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:38.386698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:38.386779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:38.386813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:38.508768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:38.508930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:38.508972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:38.509036] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:38.512526] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: UP (p=73.12%)
[2025-12-19T20:27:38.512836] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-12-19T20:27:38.512964] [INFO ] [sig       ] NCA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:38.660737] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NCA.txt
[2025-12-19T20:27:38.660864] [INFO ] [sig       ] [2188/3561] Completed NCA in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-19T20:27:38.660902] [INFO ] [sig       ] [2189/3561] Forecasting NCLH...
[2025-12-19T20:27:38.660932] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-12-19T20:27:38.660961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-12-19T20:27:38.672778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2025-12-19T20:27:38.673098] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-12-19T20:27:38.673898] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-12-19T20:27:38.673951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:38.673984] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:38.674012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:38.674069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:38.738302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:38.739241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:38.739543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:38.739595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:38.861473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:38.861645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:38.861685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:38.861715] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:38.865205] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: DOWN (p=46.67%)
[2025-12-19T20:27:38.865476] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-12-19T20:27:38.865617] [INFO ] [sig       ] NCLH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:39.004589] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NCLH.txt
[2025-12-19T20:27:39.004720] [INFO ] [sig       ] [2189/3561] Completed NCLH in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-19T20:27:39.004758] [INFO ] [sig       ] [2190/3561] Forecasting NCMI...
[2025-12-19T20:27:39.004787] [INFO ] [sig       ] Generating forecast for: NCMI
[2025-12-19T20:27:39.004817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2025-12-19T20:27:39.017196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2025-12-19T20:27:39.017513] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2025-12-19T20:27:39.018309] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2025-12-19T20:27:39.018361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:39.018393] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:39.018420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:39.018478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:39.077518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:39.078147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:39.078226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:39.078258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:39.198116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:39.198241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:39.198278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:39.198306] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:39.201676] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-12-19T20:27:39.201949] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2025-12-19T20:27:39.202070] [INFO ] [sig       ] NCMI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:39.346880] [INFO ] [LOCAL     ] Saved forecast: NCMI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NCMI.txt
[2025-12-19T20:27:39.347008] [INFO ] [sig       ] [2190/3561] Completed NCMI in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-19T20:27:39.347046] [INFO ] [sig       ] [2191/3561] Forecasting NCNA...
[2025-12-19T20:27:39.347076] [INFO ] [sig       ] Generating forecast for: NCNA
[2025-12-19T20:27:39.347107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2025-12-19T20:27:39.358286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2025-12-19T20:27:39.358715] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2025-12-19T20:27:39.359527] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2025-12-19T20:27:39.359602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:39.359638] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:39.359665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:39.359723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:39.417957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:39.418833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:39.418916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:39.418949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:39.530551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:39.530714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:39.530752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:39.530780] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:39.534446] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: DOWN (p=6.31%)
[2025-12-19T20:27:39.534742] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2025-12-19T20:27:39.534865] [INFO ] [sig       ] NCNA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:39.674187] [INFO ] [LOCAL     ] Saved forecast: NCNA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NCNA.txt
[2025-12-19T20:27:39.674334] [INFO ] [sig       ] [2191/3561] Completed NCNA in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-19T20:27:39.674372] [INFO ] [sig       ] [2192/3561] Forecasting NCNO...
[2025-12-19T20:27:39.674402] [INFO ] [sig       ] Generating forecast for: NCNO
[2025-12-19T20:27:39.674432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2025-12-19T20:27:39.686464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2025-12-19T20:27:39.686795] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2025-12-19T20:27:39.687531] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2025-12-19T20:27:39.687601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:39.687636] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:39.687662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:39.687717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:39.744499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:39.745227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:39.745307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:39.745341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:39.867544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:39.867725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:39.867764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:39.867792] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:39.871523] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: DOWN (p=28.65%)
[2025-12-19T20:27:39.871830] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2025-12-19T20:27:39.871956] [INFO ] [sig       ] NCNO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:40.022322] [INFO ] [LOCAL     ] Saved forecast: NCNO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NCNO.txt
[2025-12-19T20:27:40.022475] [INFO ] [sig       ] [2192/3561] Completed NCNO in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-19T20:27:40.022515] [INFO ] [sig       ] [2193/3561] Forecasting NCTY...
[2025-12-19T20:27:40.022546] [INFO ] [sig       ] Generating forecast for: NCTY
[2025-12-19T20:27:40.022594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2025-12-19T20:27:40.034075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2025-12-19T20:27:40.034626] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2025-12-19T20:27:40.035375] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2025-12-19T20:27:40.035427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:40.035459] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:40.035486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:40.035555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:40.093729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:40.094327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:40.094407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:40.094440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:40.221275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:40.221438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:40.221477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:40.221505] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:40.224835] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: DOWN (p=14.29%)
[2025-12-19T20:27:40.225097] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2025-12-19T20:27:40.225217] [INFO ] [sig       ] NCTY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:40.365896] [INFO ] [LOCAL     ] Saved forecast: NCTY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NCTY.txt
[2025-12-19T20:27:40.366031] [INFO ] [sig       ] [2193/3561] Completed NCTY in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-19T20:27:40.366069] [INFO ] [sig       ] [2194/3561] Forecasting NCZ...
[2025-12-19T20:27:40.366100] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-12-19T20:27:40.366130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-12-19T20:27:40.377973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2025-12-19T20:27:40.378282] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-12-19T20:27:40.379253] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-12-19T20:27:40.379303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:40.379334] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:40.379510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:40.379566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:40.437224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:40.437925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:40.438018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:40.438051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:40.556919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:40.557076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:40.557114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:40.557142] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:40.560462] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: UP (p=78.34%)
[2025-12-19T20:27:40.560747] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-12-19T20:27:40.560869] [INFO ] [sig       ] NCZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:40.700741] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NCZ.txt
[2025-12-19T20:27:40.700895] [INFO ] [sig       ] [2194/3561] Completed NCZ in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-19T20:27:40.700933] [INFO ] [sig       ] [2195/3561] Forecasting NDAQ...
[2025-12-19T20:27:40.700963] [INFO ] [sig       ] Generating forecast for: NDAQ
[2025-12-19T20:27:40.700993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2025-12-19T20:27:40.712684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2025-12-19T20:27:40.713042] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2025-12-19T20:27:40.713816] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2025-12-19T20:27:40.713880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:40.713912] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:40.713940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:40.713995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:40.771340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:40.772180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:40.772293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:40.772329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:40.892754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:40.892901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:40.892939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:40.892966] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:40.896232] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: UP (p=77.36%)
[2025-12-19T20:27:40.896492] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2025-12-19T20:27:40.896627] [INFO ] [sig       ] NDAQ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:41.035448] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NDAQ.txt
[2025-12-19T20:27:41.035606] [INFO ] [sig       ] [2195/3561] Completed NDAQ in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-19T20:27:41.035647] [INFO ] [sig       ] [2196/3561] Forecasting NDMO...
[2025-12-19T20:27:41.035677] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-12-19T20:27:41.035707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-12-19T20:27:41.047074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2025-12-19T20:27:41.047374] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-12-19T20:27:41.048138] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-12-19T20:27:41.048189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:41.048220] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:41.048247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:41.048302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:41.103891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:41.104492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:41.104567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:41.104659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:41.224045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:41.224198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:41.224236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:41.224264] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:41.227516] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: UP (p=69.91%)
[2025-12-19T20:27:41.227793] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-12-19T20:27:41.227912] [INFO ] [sig       ] NDMO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:41.371233] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NDMO.txt
[2025-12-19T20:27:41.371375] [INFO ] [sig       ] [2196/3561] Completed NDMO in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-19T20:27:41.371413] [INFO ] [sig       ] [2197/3561] Forecasting NDRA...
[2025-12-19T20:27:41.371443] [INFO ] [sig       ] Generating forecast for: NDRA
[2025-12-19T20:27:41.371473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2025-12-19T20:27:41.382739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2025-12-19T20:27:41.383039] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2025-12-19T20:27:41.383792] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2025-12-19T20:27:41.383843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:41.383874] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:41.383901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:41.383956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:41.441849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:41.442455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:41.442532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:41.442562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:41.561183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:41.561533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:41.561586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:41.561617] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:41.564883] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: DOWN (p=42.91%)
[2025-12-19T20:27:41.565144] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2025-12-19T20:27:41.565262] [INFO ] [sig       ] NDRA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:41.708127] [INFO ] [LOCAL     ] Saved forecast: NDRA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NDRA.txt
[2025-12-19T20:27:41.708258] [INFO ] [sig       ] [2197/3561] Completed NDRA in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-19T20:27:41.708303] [INFO ] [sig       ] [2198/3561] Forecasting NDSN...
[2025-12-19T20:27:41.708333] [INFO ] [sig       ] Generating forecast for: NDSN
[2025-12-19T20:27:41.708362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2025-12-19T20:27:41.720240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2025-12-19T20:27:41.720552] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2025-12-19T20:27:41.721340] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2025-12-19T20:27:41.721392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:41.721445] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:41.721475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:41.721534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:41.781903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:41.782742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:41.782849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:41.782884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:41.909209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:41.909368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:41.909410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:41.909441] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:41.912873] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: UP (p=50.05%)
[2025-12-19T20:27:41.913142] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2025-12-19T20:27:41.913291] [INFO ] [sig       ] NDSN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:42.055181] [INFO ] [LOCAL     ] Saved forecast: NDSN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NDSN.txt
[2025-12-19T20:27:42.055378] [INFO ] [sig       ] [2198/3561] Completed NDSN in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-19T20:27:42.055422] [INFO ] [sig       ] [2199/3561] Forecasting NE...
[2025-12-19T20:27:42.055450] [INFO ] [sig       ] Generating forecast for: NE
[2025-12-19T20:27:42.055480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-12-19T20:27:42.066603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2025-12-19T20:27:42.066978] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-12-19T20:27:42.067787] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-12-19T20:27:42.067839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:42.067871] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:42.067897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:42.067953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:42.126456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:42.127191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:42.127274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:42.127308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:42.249247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:42.249401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:42.249442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:42.249470] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:42.252892] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: DOWN (p=27.27%)
[2025-12-19T20:27:42.253161] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-12-19T20:27:42.253287] [INFO ] [sig       ] NE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:42.393603] [INFO ] [LOCAL     ] Saved forecast: NE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NE.txt
[2025-12-19T20:27:42.393729] [INFO ] [sig       ] [2199/3561] Completed NE in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-19T20:27:42.393766] [INFO ] [sig       ] [2200/3561] Forecasting NEA...
[2025-12-19T20:27:42.393797] [INFO ] [sig       ] Generating forecast for: NEA
[2025-12-19T20:27:42.393826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-12-19T20:27:42.405268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2025-12-19T20:27:42.405630] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-12-19T20:27:42.406372] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-12-19T20:27:42.406423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:42.406454] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:42.406482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:42.406537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:42.463873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:42.464507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:42.464602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:42.464639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:42.587054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:42.587173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:42.587209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:42.587236] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:42.590441] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=8.48%)
[2025-12-19T20:27:42.590745] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-12-19T20:27:42.590869] [INFO ] [sig       ] NEA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:42.732630] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NEA.txt
[2025-12-19T20:27:42.732752] [INFO ] [sig       ] [2200/3561] Completed NEA in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-19T20:27:42.732789] [INFO ] [sig       ] [2201/3561] Forecasting NECB...
[2025-12-19T20:27:42.732819] [INFO ] [sig       ] Generating forecast for: NECB
[2025-12-19T20:27:42.732847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2025-12-19T20:27:42.743709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2025-12-19T20:27:42.744028] [INFO ] [FORECASTER] Starting predict_future for NECB
[2025-12-19T20:27:42.744796] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2025-12-19T20:27:42.744847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:42.744879] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:42.744906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:42.744962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:42.802669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:42.803286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:42.803363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:42.803395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:42.927853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:42.928012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:42.928056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:42.928086] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:42.932018] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: DOWN (p=4.73%)
[2025-12-19T20:27:42.932321] [INFO ] [FORECASTER] Completed predict_future for NECB
[2025-12-19T20:27:42.932453] [INFO ] [sig       ] NECB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:43.079191] [INFO ] [LOCAL     ] Saved forecast: NECB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NECB.txt
[2025-12-19T20:27:43.079323] [INFO ] [sig       ] [2201/3561] Completed NECB in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-19T20:27:43.079360] [INFO ] [sig       ] [2202/3561] Forecasting NEE...
[2025-12-19T20:27:43.079390] [INFO ] [sig       ] Generating forecast for: NEE
[2025-12-19T20:27:43.079419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-12-19T20:27:43.091271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2025-12-19T20:27:43.091777] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-12-19T20:27:43.092684] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-12-19T20:27:43.092735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:43.092790] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:43.092819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:43.092875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:43.159335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:43.161656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:43.161784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:43.161819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:43.281423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:43.281587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:43.281646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:43.281675] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:43.284955] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: UP (p=86.59%)
[2025-12-19T20:27:43.285227] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-12-19T20:27:43.285347] [INFO ] [sig       ] NEE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:43.424887] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NEE.txt
[2025-12-19T20:27:43.424996] [INFO ] [sig       ] [2202/3561] Completed NEE in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-19T20:27:43.425034] [INFO ] [sig       ] [2203/3561] Forecasting NEGG...
[2025-12-19T20:27:43.425063] [INFO ] [sig       ] Generating forecast for: NEGG
[2025-12-19T20:27:43.425091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2025-12-19T20:27:43.437246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2025-12-19T20:27:43.437564] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2025-12-19T20:27:43.438318] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2025-12-19T20:27:43.438368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:43.438399] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:43.438426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:43.438485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:43.497069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:43.497675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:43.497753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:43.497784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:43.617541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:43.617717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:43.617755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:43.617784] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:43.621108] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: DOWN (p=17.38%)
[2025-12-19T20:27:43.621374] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2025-12-19T20:27:43.621492] [INFO ] [sig       ] NEGG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:43.758557] [INFO ] [LOCAL     ] Saved forecast: NEGG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NEGG.txt
[2025-12-19T20:27:43.758709] [INFO ] [sig       ] [2203/3561] Completed NEGG in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-19T20:27:43.758751] [INFO ] [sig       ] [2204/3561] Forecasting NEM...
[2025-12-19T20:27:43.758782] [INFO ] [sig       ] Generating forecast for: NEM
[2025-12-19T20:27:43.758812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-12-19T20:27:43.770003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2025-12-19T20:27:43.770318] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-12-19T20:27:43.771130] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-12-19T20:27:43.771183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:43.771221] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:43.771249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:43.771306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:43.830071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:43.830778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:43.830855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:43.830889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:43.953735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:43.953877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:43.953914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:43.953942] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:43.957188] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: UP (p=76.08%)
[2025-12-19T20:27:43.957450] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-12-19T20:27:43.957585] [INFO ] [sig       ] NEM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:44.096674] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NEM.txt
[2025-12-19T20:27:44.096782] [INFO ] [sig       ] [2204/3561] Completed NEM in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-19T20:27:44.096819] [INFO ] [sig       ] [2205/3561] Forecasting NEO...
[2025-12-19T20:27:44.096848] [INFO ] [sig       ] Generating forecast for: NEO
[2025-12-19T20:27:44.096878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'.
[2025-12-19T20:27:44.108186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEO'.
[2025-12-19T20:27:44.108496] [INFO ] [FORECASTER] Starting predict_future for NEO
[2025-12-19T20:27:44.109270] [DEBUG] [LOCAL     ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt
[2025-12-19T20:27:44.109321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:44.109352] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:44.109379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:44.109435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:44.165489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:44.166115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:44.166192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:44.166225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:44.287807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:44.287962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:44.288001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:44.288060] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:44.291411] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: DOWN (p=13.17%)
[2025-12-19T20:27:44.291701] [INFO ] [FORECASTER] Completed predict_future for NEO
[2025-12-19T20:27:44.291821] [INFO ] [sig       ] NEO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:44.431927] [INFO ] [LOCAL     ] Saved forecast: NEO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NEO.txt
[2025-12-19T20:27:44.432052] [INFO ] [sig       ] [2205/3561] Completed NEO in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-19T20:27:44.432090] [INFO ] [sig       ] [2206/3561] Forecasting NEOG...
[2025-12-19T20:27:44.432120] [INFO ] [sig       ] Generating forecast for: NEOG
[2025-12-19T20:27:44.432151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2025-12-19T20:27:44.444751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2025-12-19T20:27:44.445057] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2025-12-19T20:27:44.446016] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2025-12-19T20:27:44.446067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:44.446109] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:44.446136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:44.446193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:44.505674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:44.506374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:44.506457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:44.506490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:44.626410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:44.626550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:44.626604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:44.626633] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:44.630317] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: UP (p=56.62%)
[2025-12-19T20:27:44.630800] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2025-12-19T20:27:44.630925] [INFO ] [sig       ] NEOG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:44.782336] [INFO ] [LOCAL     ] Saved forecast: NEOG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NEOG.txt
[2025-12-19T20:27:44.782688] [INFO ] [sig       ] [2206/3561] Completed NEOG in 0.4s | 2.90 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-19T20:27:44.782736] [INFO ] [sig       ] [2207/3561] Forecasting NEON...
[2025-12-19T20:27:44.782767] [INFO ] [sig       ] Generating forecast for: NEON
[2025-12-19T20:27:44.782797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2025-12-19T20:27:44.795053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2025-12-19T20:27:44.795352] [INFO ] [FORECASTER] Starting predict_future for NEON
[2025-12-19T20:27:44.796106] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2025-12-19T20:27:44.796156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:44.796187] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:44.796213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:44.796269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:44.852287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:44.852917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:44.853015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:44.853050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:44.976690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:44.976836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:44.976874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:44.976902] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:44.980478] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: UP (p=74.11%)
[2025-12-19T20:27:44.980758] [INFO ] [FORECASTER] Completed predict_future for NEON
[2025-12-19T20:27:44.980875] [INFO ] [sig       ] NEON: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:45.121102] [INFO ] [LOCAL     ] Saved forecast: NEON	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NEON.txt
[2025-12-19T20:27:45.121266] [INFO ] [sig       ] [2207/3561] Completed NEON in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-19T20:27:45.121314] [INFO ] [sig       ] [2208/3561] Forecasting NEXA...
[2025-12-19T20:27:45.121350] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-12-19T20:27:45.121600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-12-19T20:27:45.134004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2025-12-19T20:27:45.134338] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-12-19T20:27:45.135302] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-12-19T20:27:45.135352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:45.135383] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:45.135409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:45.135465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:45.195859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:45.196636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:45.196716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:45.196748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:45.311851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:45.311992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:45.312029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:45.312057] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:45.315287] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: DOWN (p=37.44%)
[2025-12-19T20:27:45.315762] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-12-19T20:27:45.315883] [INFO ] [sig       ] NEXA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:45.452736] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NEXA.txt
[2025-12-19T20:27:45.452863] [INFO ] [sig       ] [2208/3561] Completed NEXA in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-19T20:27:45.452902] [INFO ] [sig       ] [2209/3561] Forecasting NEXN...
[2025-12-19T20:27:45.452932] [INFO ] [sig       ] Generating forecast for: NEXN
[2025-12-19T20:27:45.452961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2025-12-19T20:27:45.464473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2025-12-19T20:27:45.464841] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2025-12-19T20:27:45.465622] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2025-12-19T20:27:45.465673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:45.465705] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:45.465731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:45.465786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:45.521724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:45.522387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:45.522469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:45.522501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:45.650530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:45.650698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:45.650737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:45.650765] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:45.654048] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: UP (p=85.66%)
[2025-12-19T20:27:45.654315] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2025-12-19T20:27:45.654433] [INFO ] [sig       ] NEXN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:45.793953] [INFO ] [LOCAL     ] Saved forecast: NEXN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NEXN.txt
[2025-12-19T20:27:45.794087] [INFO ] [sig       ] [2209/3561] Completed NEXN in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-19T20:27:45.794133] [INFO ] [sig       ] [2210/3561] Forecasting NFBK...
[2025-12-19T20:27:45.794162] [INFO ] [sig       ] Generating forecast for: NFBK
[2025-12-19T20:27:45.794191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2025-12-19T20:27:45.805279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2025-12-19T20:27:45.805802] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2025-12-19T20:27:45.806606] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2025-12-19T20:27:45.806657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:45.806689] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:45.806716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:45.806772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:45.862637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:45.863318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:45.863410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:45.863444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:45.980185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:45.980342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:45.980379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:45.980407] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:45.983728] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: UP (p=52.50%)
[2025-12-19T20:27:45.983992] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2025-12-19T20:27:45.984111] [INFO ] [sig       ] NFBK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:46.122008] [INFO ] [LOCAL     ] Saved forecast: NFBK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NFBK.txt
[2025-12-19T20:27:46.122129] [INFO ] [sig       ] [2210/3561] Completed NFBK in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-19T20:27:46.122167] [INFO ] [sig       ] [2211/3561] Forecasting NFE...
[2025-12-19T20:27:46.122195] [INFO ] [sig       ] Generating forecast for: NFE
[2025-12-19T20:27:46.122224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2025-12-19T20:27:46.133492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2025-12-19T20:27:46.133824] [INFO ] [FORECASTER] Starting predict_future for NFE
[2025-12-19T20:27:46.134555] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2025-12-19T20:27:46.134624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:46.134656] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:46.134683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:46.134738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:46.190423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:46.191011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:46.191087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:46.191118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:46.313943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:46.314094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:46.314131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:46.314159] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:46.317444] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: DOWN (p=41.02%)
[2025-12-19T20:27:46.317732] [INFO ] [FORECASTER] Completed predict_future for NFE
[2025-12-19T20:27:46.317869] [INFO ] [sig       ] NFE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:46.459229] [INFO ] [LOCAL     ] Saved forecast: NFE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NFE.txt
[2025-12-19T20:27:46.459383] [INFO ] [sig       ] [2211/3561] Completed NFE in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-19T20:27:46.459436] [INFO ] [sig       ] [2212/3561] Forecasting NFG...
[2025-12-19T20:27:46.459467] [INFO ] [sig       ] Generating forecast for: NFG
[2025-12-19T20:27:46.459496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-12-19T20:27:46.470901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2025-12-19T20:27:46.471243] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-12-19T20:27:46.472004] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-12-19T20:27:46.472060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:46.472091] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:46.472118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:46.472174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:46.527984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:46.528874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:46.529012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:46.529047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:46.650503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:46.650675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:46.650715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:46.650744] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:46.654096] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: UP (p=56.76%)
[2025-12-19T20:27:46.654367] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-12-19T20:27:46.654623] [INFO ] [sig       ] NFG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:46.792634] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NFG.txt
[2025-12-19T20:27:46.792768] [INFO ] [sig       ] [2212/3561] Completed NFG in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-19T20:27:46.792807] [INFO ] [sig       ] [2213/3561] Forecasting NFJ...
[2025-12-19T20:27:46.792837] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-12-19T20:27:46.792866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-12-19T20:27:46.805312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2025-12-19T20:27:46.805686] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-12-19T20:27:46.806422] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-12-19T20:27:46.806473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:46.806503] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:46.806529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:46.806610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:46.863339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:46.864171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:46.864250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:46.864282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:46.984758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:46.984916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:46.984955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:46.985003] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:46.988286] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: UP (p=66.08%)
[2025-12-19T20:27:46.988549] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-12-19T20:27:46.988703] [INFO ] [sig       ] NFJ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:47.130682] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NFJ.txt
[2025-12-19T20:27:47.130819] [INFO ] [sig       ] [2213/3561] Completed NFJ in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-19T20:27:47.130856] [INFO ] [sig       ] [2214/3561] Forecasting NFLX...
[2025-12-19T20:27:47.130886] [INFO ] [sig       ] Generating forecast for: NFLX
[2025-12-19T20:27:47.130915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2025-12-19T20:27:47.143299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2025-12-19T20:27:47.143739] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2025-12-19T20:27:47.144566] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2025-12-19T20:27:47.144668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:47.144701] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:47.144728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:47.144784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:47.202044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:47.202767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:47.202848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:47.202880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:47.324046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:47.324225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:47.324268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:47.324298] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:47.328118] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: UP (p=86.16%)
[2025-12-19T20:27:47.328389] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2025-12-19T20:27:47.328519] [INFO ] [sig       ] NFLX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:47.467931] [INFO ] [LOCAL     ] Saved forecast: NFLX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NFLX.txt
[2025-12-19T20:27:47.468073] [INFO ] [sig       ] [2214/3561] Completed NFLX in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-19T20:27:47.468111] [INFO ] [sig       ] [2215/3561] Forecasting NFTY...
[2025-12-19T20:27:47.468141] [INFO ] [sig       ] Generating forecast for: NFTY
[2025-12-19T20:27:47.468170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2025-12-19T20:27:47.479218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2025-12-19T20:27:47.479553] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2025-12-19T20:27:47.480331] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2025-12-19T20:27:47.480382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:47.480414] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:47.480440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:47.480496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:47.537302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:47.537972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:47.538066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:47.538099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:47.657271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:47.657429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:47.657468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:47.657497] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:47.660907] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: UP (p=76.67%)
[2025-12-19T20:27:47.661172] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2025-12-19T20:27:47.661288] [INFO ] [sig       ] NFTY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:47.808777] [INFO ] [LOCAL     ] Saved forecast: NFTY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NFTY.txt
[2025-12-19T20:27:47.808978] [INFO ] [sig       ] [2215/3561] Completed NFTY in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-19T20:27:47.809022] [INFO ] [sig       ] [2216/3561] Forecasting NGG...
[2025-12-19T20:27:47.809051] [INFO ] [sig       ] Generating forecast for: NGG
[2025-12-19T20:27:47.809092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-12-19T20:27:47.822294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2025-12-19T20:27:47.822716] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-12-19T20:27:47.823513] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-12-19T20:27:47.823564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:47.823623] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:47.823650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:47.823706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:47.883598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:47.884478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:47.884594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:47.884825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:48.012055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:48.012206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:48.012245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:48.012274] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:48.015674] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: DOWN (p=11.64%)
[2025-12-19T20:27:48.015958] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-12-19T20:27:48.016078] [INFO ] [sig       ] NGG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:48.156731] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NGG.txt
[2025-12-19T20:27:48.156867] [INFO ] [sig       ] [2216/3561] Completed NGG in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-19T20:27:48.156906] [INFO ] [sig       ] [2217/3561] Forecasting NGL...
[2025-12-19T20:27:48.156935] [INFO ] [sig       ] Generating forecast for: NGL
[2025-12-19T20:27:48.156965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-12-19T20:27:48.169436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2025-12-19T20:27:48.169810] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-12-19T20:27:48.171006] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-12-19T20:27:48.171055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:48.171092] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:48.171140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:48.171198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:48.227902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:48.228502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:48.228595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:48.228629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:48.351291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:48.351436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:48.351478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:48.351507] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:48.354873] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=25.72%)
[2025-12-19T20:27:48.355146] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-12-19T20:27:48.355269] [INFO ] [sig       ] NGL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:48.496838] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NGL.txt
[2025-12-19T20:27:48.496966] [INFO ] [sig       ] [2217/3561] Completed NGL in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-19T20:27:48.497004] [INFO ] [sig       ] [2218/3561] Forecasting NGNE...
[2025-12-19T20:27:48.497035] [INFO ] [sig       ] Generating forecast for: NGNE
[2025-12-19T20:27:48.497064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2025-12-19T20:27:48.508204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2025-12-19T20:27:48.508560] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2025-12-19T20:27:48.509357] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2025-12-19T20:27:48.509408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:48.509441] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:48.509468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:48.509524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:48.566935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:48.567732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:48.567815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:48.567848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:48.689766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:48.689922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:48.689959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:48.689988] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:48.693793] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: UP (p=71.37%)
[2025-12-19T20:27:48.694061] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2025-12-19T20:27:48.694180] [INFO ] [sig       ] NGNE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:48.836705] [INFO ] [LOCAL     ] Saved forecast: NGNE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NGNE.txt
[2025-12-19T20:27:48.836835] [INFO ] [sig       ] [2218/3561] Completed NGNE in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-19T20:27:48.836874] [INFO ] [sig       ] [2219/3561] Forecasting NGS...
[2025-12-19T20:27:48.836902] [INFO ] [sig       ] Generating forecast for: NGS
[2025-12-19T20:27:48.836931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-12-19T20:27:48.848205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2025-12-19T20:27:48.848554] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-12-19T20:27:48.849377] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-12-19T20:27:48.849429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:48.849487] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:48.849515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:48.849589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:48.908013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:48.908698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:48.908778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:48.908810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:49.033156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:49.033318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:49.033363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:49.033399] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:49.036885] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: UP (p=81.36%)
[2025-12-19T20:27:49.037165] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-12-19T20:27:49.037291] [INFO ] [sig       ] NGS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:49.177385] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NGS.txt
[2025-12-19T20:27:49.177531] [INFO ] [sig       ] [2219/3561] Completed NGS in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-19T20:27:49.177588] [INFO ] [sig       ] [2220/3561] Forecasting NGVC...
[2025-12-19T20:27:49.177620] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-12-19T20:27:49.177651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-12-19T20:27:49.189286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2025-12-19T20:27:49.189662] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-12-19T20:27:49.190419] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-12-19T20:27:49.190470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:49.190501] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:49.190527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:49.190605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:49.246970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:49.247673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:49.247750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:49.247782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:49.373658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:49.373870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:49.373911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:49.373940] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:49.377349] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: DOWN (p=15.16%)
[2025-12-19T20:27:49.377647] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-12-19T20:27:49.377767] [INFO ] [sig       ] NGVC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:49.513334] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NGVC.txt
[2025-12-19T20:27:49.513471] [INFO ] [sig       ] [2220/3561] Completed NGVC in 0.3s | 2.90 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-19T20:27:49.513511] [INFO ] [sig       ] [2221/3561] Forecasting NHI...
[2025-12-19T20:27:49.513539] [INFO ] [sig       ] Generating forecast for: NHI
[2025-12-19T20:27:49.513598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-12-19T20:27:49.527990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2025-12-19T20:27:49.528361] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-12-19T20:27:49.529216] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-12-19T20:27:49.529268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:49.529301] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:49.529326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:49.529384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:49.586530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:49.587262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:49.587342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:49.587375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:49.705422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:49.705598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:49.705640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:49.705691] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:49.709174] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=30.31%)
[2025-12-19T20:27:49.709500] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-12-19T20:27:49.709658] [INFO ] [sig       ] NHI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:49.849368] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NHI.txt
[2025-12-19T20:27:49.849520] [INFO ] [sig       ] [2221/3561] Completed NHI in 0.3s | 2.90 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-19T20:27:49.849560] [INFO ] [sig       ] [2222/3561] Forecasting NHTC...
[2025-12-19T20:27:49.849612] [INFO ] [sig       ] Generating forecast for: NHTC
[2025-12-19T20:27:49.849644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2025-12-19T20:27:49.860779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2025-12-19T20:27:49.861153] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2025-12-19T20:27:49.861935] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2025-12-19T20:27:49.861988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:49.862020] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:49.862047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:49.862102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:49.919608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:49.920445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:49.920530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:49.920564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:50.035056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:50.035212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:50.035251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:50.035312] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:50.038890] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: DOWN (p=17.03%)
[2025-12-19T20:27:50.039172] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2025-12-19T20:27:50.039306] [INFO ] [sig       ] NHTC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:50.188081] [INFO ] [LOCAL     ] Saved forecast: NHTC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NHTC.txt
[2025-12-19T20:27:50.188234] [INFO ] [sig       ] [2222/3561] Completed NHTC in 0.3s | 2.90 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-19T20:27:50.188280] [INFO ] [sig       ] [2223/3561] Forecasting NI...
[2025-12-19T20:27:50.188311] [INFO ] [sig       ] Generating forecast for: NI
[2025-12-19T20:27:50.188342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-12-19T20:27:50.200351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2025-12-19T20:27:50.200707] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-12-19T20:27:50.201471] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-12-19T20:27:50.201531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:50.201598] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:50.201636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:50.201694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:50.259079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:50.259812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:50.259893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:50.259928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:50.378916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:50.379072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:50.379112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:50.379140] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:50.382522] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=4.76%)
[2025-12-19T20:27:50.382815] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-12-19T20:27:50.382938] [INFO ] [sig       ] NI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:50.525941] [INFO ] [LOCAL     ] Saved forecast: NI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NI.txt
[2025-12-19T20:27:50.526067] [INFO ] [sig       ] [2223/3561] Completed NI in 0.3s | 2.90 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-19T20:27:50.526105] [INFO ] [sig       ] [2224/3561] Forecasting NIC...
[2025-12-19T20:27:50.526135] [INFO ] [sig       ] Generating forecast for: NIC
[2025-12-19T20:27:50.526164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-12-19T20:27:50.538217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2025-12-19T20:27:50.538799] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-12-19T20:27:50.539588] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-12-19T20:27:50.539641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:50.539673] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:50.539700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:50.539757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:50.599560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:50.600277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:50.600356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:50.600389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:50.723768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:50.723927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:50.723968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:50.723998] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:50.727492] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: UP (p=63.24%)
[2025-12-19T20:27:50.727793] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-12-19T20:27:50.727918] [INFO ] [sig       ] NIC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:50.879992] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NIC.txt
[2025-12-19T20:27:50.880137] [INFO ] [sig       ] [2224/3561] Completed NIC in 0.4s | 2.90 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-19T20:27:50.880179] [INFO ] [sig       ] [2225/3561] Forecasting NICE...
[2025-12-19T20:27:50.880208] [INFO ] [sig       ] Generating forecast for: NICE
[2025-12-19T20:27:50.880248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2025-12-19T20:27:50.892368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2025-12-19T20:27:50.892752] [INFO ] [FORECASTER] Starting predict_future for NICE
[2025-12-19T20:27:50.893554] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2025-12-19T20:27:50.893635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:50.893669] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:50.893696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:50.893752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:50.952858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:50.953796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:50.953885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:50.953919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:51.081149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:51.081303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:51.081343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:51.081371] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:51.084806] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: DOWN (p=10.63%)
[2025-12-19T20:27:51.085081] [INFO ] [FORECASTER] Completed predict_future for NICE
[2025-12-19T20:27:51.085201] [INFO ] [sig       ] NICE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:51.224448] [INFO ] [LOCAL     ] Saved forecast: NICE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NICE.txt
[2025-12-19T20:27:51.224592] [INFO ] [sig       ] [2225/3561] Completed NICE in 0.3s | 2.90 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-19T20:27:51.224633] [INFO ] [sig       ] [2226/3561] Forecasting NIE...
[2025-12-19T20:27:51.224662] [INFO ] [sig       ] Generating forecast for: NIE
[2025-12-19T20:27:51.224691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-12-19T20:27:51.235602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2025-12-19T20:27:51.235950] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-12-19T20:27:51.236749] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-12-19T20:27:51.236810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:51.236846] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:51.236886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:51.236954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:51.295211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:51.295865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:51.295943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:51.295976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:51.415248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:51.415419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:51.415459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:51.415487] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:51.418927] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: UP (p=78.23%)
[2025-12-19T20:27:51.419200] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-12-19T20:27:51.419324] [INFO ] [sig       ] NIE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:51.618977] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NIE.txt
[2025-12-19T20:27:51.619137] [INFO ] [sig       ] [2226/3561] Completed NIE in 0.4s | 2.90 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-19T20:27:51.619180] [INFO ] [sig       ] [2227/3561] Forecasting NIKL...
[2025-12-19T20:27:51.619210] [INFO ] [sig       ] Generating forecast for: NIKL
[2025-12-19T20:27:51.619242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2025-12-19T20:27:51.632302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2025-12-19T20:27:51.632749] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2025-12-19T20:27:51.633609] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2025-12-19T20:27:51.633664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:51.633696] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:51.633722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:51.633779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:51.693604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:51.694423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:51.694505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:51.694538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:51.807162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:51.807334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:51.807372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:51.807400] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:51.811050] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: DOWN (p=42.01%)
[2025-12-19T20:27:51.811338] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2025-12-19T20:27:51.811469] [INFO ] [sig       ] NIKL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:51.951082] [INFO ] [LOCAL     ] Saved forecast: NIKL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NIKL.txt
[2025-12-19T20:27:51.951227] [INFO ] [sig       ] [2227/3561] Completed NIKL in 0.3s | 2.90 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-19T20:27:51.951266] [INFO ] [sig       ] [2228/3561] Forecasting NIM...
[2025-12-19T20:27:51.951295] [INFO ] [sig       ] Generating forecast for: NIM
[2025-12-19T20:27:51.951326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-12-19T20:27:51.961848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2025-12-19T20:27:51.962168] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-12-19T20:27:51.962935] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-12-19T20:27:51.962986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:51.963017] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:51.963043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:51.963099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:52.018434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:52.019237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:52.019318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:52.019351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:52.127164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:52.127324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:52.127363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:52.127391] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:52.131014] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=90.06%)
[2025-12-19T20:27:52.131304] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-12-19T20:27:52.131430] [INFO ] [sig       ] NIM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:52.274334] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NIM.txt
[2025-12-19T20:27:52.274532] [INFO ] [sig       ] [2228/3561] Completed NIM in 0.3s | 2.90 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-19T20:27:52.274592] [INFO ] [sig       ] [2229/3561] Forecasting NIO...
[2025-12-19T20:27:52.274624] [INFO ] [sig       ] Generating forecast for: NIO
[2025-12-19T20:27:52.274655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-12-19T20:27:52.288030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2025-12-19T20:27:52.288411] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-12-19T20:27:52.289314] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-12-19T20:27:52.289372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:52.289411] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:52.289444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:52.289512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:52.347655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:52.348723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:52.348859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:52.348895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:52.480661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:52.480819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:52.480858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:52.480886] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:52.484241] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: UP (p=98.47%)
[2025-12-19T20:27:52.484540] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-12-19T20:27:52.484688] [INFO ] [sig       ] NIO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:52.624751] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NIO.txt
[2025-12-19T20:27:52.624919] [INFO ] [sig       ] [2229/3561] Completed NIO in 0.4s | 2.90 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-19T20:27:52.624960] [INFO ] [sig       ] [2230/3561] Forecasting NIPG...
[2025-12-19T20:27:52.624990] [INFO ] [sig       ] Generating forecast for: NIPG
[2025-12-19T20:27:52.625020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'.
[2025-12-19T20:27:52.637471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIPG'.
[2025-12-19T20:27:52.637880] [INFO ] [FORECASTER] Starting predict_future for NIPG
[2025-12-19T20:27:52.638727] [DEBUG] [LOCAL     ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt
[2025-12-19T20:27:52.638800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:52.638840] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:52.638875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:52.638937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:52.698445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:52.699374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:52.699461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:52.699496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:52.818181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:52.818341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:52.818381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:52.818410] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:52.821874] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: UP (p=80.36%)
[2025-12-19T20:27:52.822150] [INFO ] [FORECASTER] Completed predict_future for NIPG
[2025-12-19T20:27:52.822299] [INFO ] [sig       ] NIPG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:52.964902] [INFO ] [LOCAL     ] Saved forecast: NIPG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NIPG.txt
[2025-12-19T20:27:52.965074] [INFO ] [sig       ] [2230/3561] Completed NIPG in 0.3s | 2.90 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-19T20:27:52.965123] [INFO ] [sig       ] [2231/3561] Forecasting NISN...
[2025-12-19T20:27:52.965169] [INFO ] [sig       ] Generating forecast for: NISN
[2025-12-19T20:27:52.965209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'.
[2025-12-19T20:27:52.977552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NISN'.
[2025-12-19T20:27:52.977978] [INFO ] [FORECASTER] Starting predict_future for NISN
[2025-12-19T20:27:52.978935] [DEBUG] [LOCAL     ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt
[2025-12-19T20:27:52.978991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:52.979026] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:52.979056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:52.979116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:53.035988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:53.036826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:53.036911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:53.036949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:53.149827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:53.149986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:53.150027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:53.150058] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:53.153510] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: UP (p=86.60%)
[2025-12-19T20:27:53.153812] [INFO ] [FORECASTER] Completed predict_future for NISN
[2025-12-19T20:27:53.153941] [INFO ] [sig       ] NISN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:53.297622] [INFO ] [LOCAL     ] Saved forecast: NISN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NISN.txt
[2025-12-19T20:27:53.297779] [INFO ] [sig       ] [2231/3561] Completed NISN in 0.3s | 2.90 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-19T20:27:53.297819] [INFO ] [sig       ] [2232/3561] Forecasting NITO...
[2025-12-19T20:27:53.297851] [INFO ] [sig       ] Generating forecast for: NITO
[2025-12-19T20:27:53.297882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'.
[2025-12-19T20:27:53.309410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NITO'.
[2025-12-19T20:27:53.309816] [INFO ] [FORECASTER] Starting predict_future for NITO
[2025-12-19T20:27:53.310675] [DEBUG] [LOCAL     ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt
[2025-12-19T20:27:53.310729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:53.310763] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:53.310791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:53.310850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:53.370592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:53.371427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:53.371513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:53.371548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:53.494219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:53.494376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:53.494418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:53.494448] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:53.498139] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: DOWN (p=1.19%)
[2025-12-19T20:27:53.498420] [INFO ] [FORECASTER] Completed predict_future for NITO
[2025-12-19T20:27:53.498546] [INFO ] [sig       ] NITO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:53.645710] [INFO ] [LOCAL     ] Saved forecast: NITO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NITO.txt
[2025-12-19T20:27:53.645904] [INFO ] [sig       ] [2232/3561] Completed NITO in 0.3s | 2.90 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-19T20:27:53.645946] [INFO ] [sig       ] [2233/3561] Forecasting NKSH...
[2025-12-19T20:27:53.645976] [INFO ] [sig       ] Generating forecast for: NKSH
[2025-12-19T20:27:53.646005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2025-12-19T20:27:53.657314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2025-12-19T20:27:53.657837] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2025-12-19T20:27:53.658621] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2025-12-19T20:27:53.658671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:53.658733] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:53.658762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:53.658818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:53.718987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:53.719643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:53.719721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:53.719754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:53.827297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:53.827471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:53.827519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:53.827553] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:53.831664] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: UP (p=68.77%)
[2025-12-19T20:27:53.831994] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2025-12-19T20:27:53.832130] [INFO ] [sig       ] NKSH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:53.986714] [INFO ] [LOCAL     ] Saved forecast: NKSH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NKSH.txt
[2025-12-19T20:27:53.986866] [INFO ] [sig       ] [2233/3561] Completed NKSH in 0.3s | 2.90 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-19T20:27:53.986912] [INFO ] [sig       ] [2234/3561] Forecasting NKTX...
[2025-12-19T20:27:53.986943] [INFO ] [sig       ] Generating forecast for: NKTX
[2025-12-19T20:27:53.986973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2025-12-19T20:27:53.998928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2025-12-19T20:27:53.999294] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2025-12-19T20:27:54.000071] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2025-12-19T20:27:54.000122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:54.000154] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:54.000181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:54.000237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:54.060893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:54.061833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:54.061920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:54.061953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:54.178673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:54.178846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:54.178884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:54.178912] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:54.182253] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: DOWN (p=25.81%)
[2025-12-19T20:27:54.182524] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2025-12-19T20:27:54.182668] [INFO ] [sig       ] NKTX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:54.322320] [INFO ] [LOCAL     ] Saved forecast: NKTX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NKTX.txt
[2025-12-19T20:27:54.322440] [INFO ] [sig       ] [2234/3561] Completed NKTX in 0.3s | 2.90 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-19T20:27:54.322478] [INFO ] [sig       ] [2235/3561] Forecasting NKX...
[2025-12-19T20:27:54.322508] [INFO ] [sig       ] Generating forecast for: NKX
[2025-12-19T20:27:54.322538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-12-19T20:27:54.334815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2025-12-19T20:27:54.335142] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-12-19T20:27:54.335904] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-12-19T20:27:54.335956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:54.335988] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:54.336014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:54.336069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:54.394376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:54.395185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:54.395262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:54.395294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:54.514618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:54.514768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:54.514806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:54.514834] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:54.518471] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=98.70%)
[2025-12-19T20:27:54.519051] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-12-19T20:27:54.519202] [INFO ] [sig       ] NKX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:54.666281] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NKX.txt
[2025-12-19T20:27:54.666423] [INFO ] [sig       ] [2235/3561] Completed NKX in 0.3s | 2.90 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-19T20:27:54.666468] [INFO ] [sig       ] [2236/3561] Forecasting NLOP...
[2025-12-19T20:27:54.666499] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-12-19T20:27:54.666529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-12-19T20:27:54.678204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2025-12-19T20:27:54.678546] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-12-19T20:27:54.679361] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-12-19T20:27:54.679413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:54.679472] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:54.679505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:54.679562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:54.736090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:54.736792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:54.736877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:54.736911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:54.856767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:54.856924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:54.856962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:54.856992] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:54.861323] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=26.38%)
[2025-12-19T20:27:54.861869] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-12-19T20:27:54.862027] [INFO ] [sig       ] NLOP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:55.006808] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NLOP.txt
[2025-12-19T20:27:55.006961] [INFO ] [sig       ] [2236/3561] Completed NLOP in 0.3s | 2.90 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-19T20:27:55.007001] [INFO ] [sig       ] [2237/3561] Forecasting NLY...
[2025-12-19T20:27:55.007032] [INFO ] [sig       ] Generating forecast for: NLY
[2025-12-19T20:27:55.007063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-12-19T20:27:55.018512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2025-12-19T20:27:55.018902] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-12-19T20:27:55.019701] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-12-19T20:27:55.019753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:55.019785] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:55.019813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:55.019871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:55.079770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:55.080530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:55.080628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:55.080662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:55.204465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:55.204633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:55.204694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:55.204724] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:55.208331] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: UP (p=61.31%)
[2025-12-19T20:27:55.208615] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-12-19T20:27:55.208770] [INFO ] [sig       ] NLY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:55.354488] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NLY.txt
[2025-12-19T20:27:55.354674] [INFO ] [sig       ] [2237/3561] Completed NLY in 0.3s | 2.90 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-19T20:27:55.354717] [INFO ] [sig       ] [2238/3561] Forecasting NMAI...
[2025-12-19T20:27:55.354746] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-12-19T20:27:55.354775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-12-19T20:27:55.367247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2025-12-19T20:27:55.367623] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-12-19T20:27:55.368397] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-12-19T20:27:55.368448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:55.368480] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:55.368506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:55.368561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:55.424166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:55.425055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:55.425133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:55.425165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:55.543543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:55.543726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:55.543764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:55.543792] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:55.547125] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: DOWN (p=39.55%)
[2025-12-19T20:27:55.547394] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-12-19T20:27:55.547518] [INFO ] [sig       ] NMAI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:55.688399] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NMAI.txt
[2025-12-19T20:27:55.688543] [INFO ] [sig       ] [2238/3561] Completed NMAI in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-19T20:27:55.688598] [INFO ] [sig       ] [2239/3561] Forecasting NMCO...
[2025-12-19T20:27:55.688629] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-12-19T20:27:55.688658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-12-19T20:27:55.700082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2025-12-19T20:27:55.700457] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-12-19T20:27:55.701242] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-12-19T20:27:55.701292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:55.701323] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:55.701349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:55.701403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:55.757313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:55.758306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:55.758389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:55.758421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:55.879407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:55.879566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:55.879639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:55.879715] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:55.883001] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: DOWN (p=0.11%)
[2025-12-19T20:27:55.883272] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-12-19T20:27:55.883393] [INFO ] [sig       ] NMCO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:56.024351] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NMCO.txt
[2025-12-19T20:27:56.024516] [INFO ] [sig       ] [2239/3561] Completed NMCO in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-19T20:27:56.024557] [INFO ] [sig       ] [2240/3561] Forecasting NMFC...
[2025-12-19T20:27:56.024605] [INFO ] [sig       ] Generating forecast for: NMFC
[2025-12-19T20:27:56.024637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2025-12-19T20:27:56.036410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2025-12-19T20:27:56.036791] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2025-12-19T20:27:56.037606] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2025-12-19T20:27:56.037658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:56.037690] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:56.037717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:56.037968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:56.093163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:56.093998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:56.094079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:56.094111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:56.217467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:56.217633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:56.217673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:56.217702] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:56.220997] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: UP (p=91.70%)
[2025-12-19T20:27:56.221266] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2025-12-19T20:27:56.221388] [INFO ] [sig       ] NMFC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:56.363427] [INFO ] [LOCAL     ] Saved forecast: NMFC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NMFC.txt
[2025-12-19T20:27:56.363610] [INFO ] [sig       ] [2240/3561] Completed NMFC in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-19T20:27:56.363653] [INFO ] [sig       ] [2241/3561] Forecasting NMG...
[2025-12-19T20:27:56.363683] [INFO ] [sig       ] Generating forecast for: NMG
[2025-12-19T20:27:56.363713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-12-19T20:27:56.375474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2025-12-19T20:27:56.375899] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-12-19T20:27:56.376798] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-12-19T20:27:56.376853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:56.376900] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:56.376930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:56.376988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:56.433794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:56.434679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:56.434764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:56.434796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:56.553356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:56.553507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:56.553545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:56.553591] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:56.556871] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: UP (p=77.49%)
[2025-12-19T20:27:56.557135] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-12-19T20:27:56.557254] [INFO ] [sig       ] NMG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:56.697848] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NMG.txt
[2025-12-19T20:27:56.697980] [INFO ] [sig       ] [2241/3561] Completed NMG in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-19T20:27:56.698018] [INFO ] [sig       ] [2242/3561] Forecasting NMI...
[2025-12-19T20:27:56.698048] [INFO ] [sig       ] Generating forecast for: NMI
[2025-12-19T20:27:56.698079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-12-19T20:27:56.708750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2025-12-19T20:27:56.709106] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-12-19T20:27:56.709922] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-12-19T20:27:56.709975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:56.710008] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:56.710036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:56.710092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:56.766008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:56.766821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:56.766900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:56.766932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:56.873798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:56.873950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:56.873990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:56.874017] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:56.877740] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=96.13%)
[2025-12-19T20:27:56.878003] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-12-19T20:27:56.878123] [INFO ] [sig       ] NMI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:57.020817] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NMI.txt
[2025-12-19T20:27:57.020949] [INFO ] [sig       ] [2242/3561] Completed NMI in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-19T20:27:57.020988] [INFO ] [sig       ] [2243/3561] Forecasting NMIH...
[2025-12-19T20:27:57.021016] [INFO ] [sig       ] Generating forecast for: NMIH
[2025-12-19T20:27:57.021046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2025-12-19T20:27:57.033176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2025-12-19T20:27:57.033550] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2025-12-19T20:27:57.034330] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2025-12-19T20:27:57.034381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:57.034414] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:57.034440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:57.034497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:57.094027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:57.094799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:57.094879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:57.094914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:57.210967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:57.211109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:57.211158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:57.211190] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:57.214692] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: DOWN (p=12.37%)
[2025-12-19T20:27:57.214985] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2025-12-19T20:27:57.215115] [INFO ] [sig       ] NMIH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:57.359105] [INFO ] [LOCAL     ] Saved forecast: NMIH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NMIH.txt
[2025-12-19T20:27:57.359256] [INFO ] [sig       ] [2243/3561] Completed NMIH in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-19T20:27:57.359301] [INFO ] [sig       ] [2244/3561] Forecasting NMM...
[2025-12-19T20:27:57.359332] [INFO ] [sig       ] Generating forecast for: NMM
[2025-12-19T20:27:57.359363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-12-19T20:27:57.370351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2025-12-19T20:27:57.370725] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-12-19T20:27:57.371469] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-12-19T20:27:57.371520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:57.371552] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:57.371599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:57.371658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:57.428393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:57.429075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:57.429156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:57.429188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:57.548075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:57.548231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:57.548270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:57.548299] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:57.551815] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: UP (p=75.94%)
[2025-12-19T20:27:57.552099] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-12-19T20:27:57.552224] [INFO ] [sig       ] NMM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:57.693050] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NMM.txt
[2025-12-19T20:27:57.693183] [INFO ] [sig       ] [2244/3561] Completed NMM in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-19T20:27:57.693223] [INFO ] [sig       ] [2245/3561] Forecasting NMRA...
[2025-12-19T20:27:57.693259] [INFO ] [sig       ] Generating forecast for: NMRA
[2025-12-19T20:27:57.693290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2025-12-19T20:27:57.704465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2025-12-19T20:27:57.704843] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2025-12-19T20:27:57.705658] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2025-12-19T20:27:57.705710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:57.705744] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:57.705772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:57.705831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:57.763320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:57.764406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:57.764494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:57.764528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:57.891272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:57.891428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:57.891468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:57.891498] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:57.895381] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: DOWN (p=8.53%)
[2025-12-19T20:27:57.895676] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2025-12-19T20:27:57.895800] [INFO ] [sig       ] NMRA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:58.040147] [INFO ] [LOCAL     ] Saved forecast: NMRA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NMRA.txt
[2025-12-19T20:27:58.040283] [INFO ] [sig       ] [2245/3561] Completed NMRA in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-19T20:27:58.040324] [INFO ] [sig       ] [2246/3561] Forecasting NMRK...
[2025-12-19T20:27:58.040356] [INFO ] [sig       ] Generating forecast for: NMRK
[2025-12-19T20:27:58.040388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2025-12-19T20:27:58.052663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2025-12-19T20:27:58.053069] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2025-12-19T20:27:58.054299] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2025-12-19T20:27:58.054353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:58.054387] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:58.054418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:58.054477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:58.113630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:58.114344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:58.114452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:58.114487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:58.242822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:58.242976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:58.243018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:58.243048] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:58.246716] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: UP (p=97.14%)
[2025-12-19T20:27:58.246993] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2025-12-19T20:27:58.247116] [INFO ] [sig       ] NMRK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:58.411533] [INFO ] [LOCAL     ] Saved forecast: NMRK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NMRK.txt
[2025-12-19T20:27:58.411712] [INFO ] [sig       ] [2246/3561] Completed NMRK in 0.4s | 2.90 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-19T20:27:58.411753] [INFO ] [sig       ] [2247/3561] Forecasting NN...
[2025-12-19T20:27:58.411783] [INFO ] [sig       ] Generating forecast for: NN
[2025-12-19T20:27:58.411813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2025-12-19T20:27:58.423488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2025-12-19T20:27:58.423887] [INFO ] [FORECASTER] Starting predict_future for NN
[2025-12-19T20:27:58.424750] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2025-12-19T20:27:58.424806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:58.424840] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:58.424870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:58.424930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:58.482899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:58.483757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:58.483840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:58.483872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:58.607243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:58.607396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:58.607434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:58.607463] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:58.610782] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: DOWN (p=5.95%)
[2025-12-19T20:27:58.611047] [INFO ] [FORECASTER] Completed predict_future for NN
[2025-12-19T20:27:58.611165] [INFO ] [sig       ] NN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:58.754633] [INFO ] [LOCAL     ] Saved forecast: NN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NN.txt
[2025-12-19T20:27:58.754772] [INFO ] [sig       ] [2247/3561] Completed NN in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-19T20:27:58.754813] [INFO ] [sig       ] [2248/3561] Forecasting NNDM...
[2025-12-19T20:27:58.754842] [INFO ] [sig       ] Generating forecast for: NNDM
[2025-12-19T20:27:58.754872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2025-12-19T20:27:58.766206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2025-12-19T20:27:58.766610] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2025-12-19T20:27:58.767657] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2025-12-19T20:27:58.767721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:58.767755] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:58.767782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:58.767839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:58.828047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:58.828831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:58.828915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:58.828949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:58.954478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:58.954649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:58.954691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:58.954739] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:58.958864] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: UP (p=51.61%)
[2025-12-19T20:27:58.959156] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2025-12-19T20:27:58.959284] [INFO ] [sig       ] NNDM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:59.106464] [INFO ] [LOCAL     ] Saved forecast: NNDM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NNDM.txt
[2025-12-19T20:27:59.106620] [INFO ] [sig       ] [2248/3561] Completed NNDM in 0.4s | 2.90 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-19T20:27:59.106664] [INFO ] [sig       ] [2249/3561] Forecasting NNE...
[2025-12-19T20:27:59.106694] [INFO ] [sig       ] Generating forecast for: NNE
[2025-12-19T20:27:59.106727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2025-12-19T20:27:59.119144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2025-12-19T20:27:59.119502] [INFO ] [FORECASTER] Starting predict_future for NNE
[2025-12-19T20:27:59.120298] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2025-12-19T20:27:59.120352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:59.120386] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:59.120415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:59.120473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:59.182100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:59.182903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:59.182984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:59.183017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:59.312278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:59.312463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:59.312505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:59.312536] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:59.316008] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: DOWN (p=16.36%)
[2025-12-19T20:27:59.316282] [INFO ] [FORECASTER] Completed predict_future for NNE
[2025-12-19T20:27:59.316415] [INFO ] [sig       ] NNE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:27:59.463405] [INFO ] [LOCAL     ] Saved forecast: NNE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NNE.txt
[2025-12-19T20:27:59.463603] [INFO ] [sig       ] [2249/3561] Completed NNE in 0.4s | 2.90 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-19T20:27:59.463665] [INFO ] [sig       ] [2250/3561] Forecasting NNI...
[2025-12-19T20:27:59.463698] [INFO ] [sig       ] Generating forecast for: NNI
[2025-12-19T20:27:59.463729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-12-19T20:27:59.476270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2025-12-19T20:27:59.476682] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-12-19T20:27:59.477505] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-12-19T20:27:59.477560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:59.477625] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:59.477659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:59.477719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:59.536349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:59.537209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:59.537293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:59.537345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:59.657124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:59.657282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:59.657322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:59.657352] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:27:59.660878] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: UP (p=97.51%)
[2025-12-19T20:27:59.661202] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-12-19T20:27:59.661335] [INFO ] [sig       ] NNI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:27:59.804404] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NNI.txt
[2025-12-19T20:27:59.804557] [INFO ] [sig       ] [2250/3561] Completed NNI in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-19T20:27:59.804621] [INFO ] [sig       ] [2251/3561] Forecasting NNN...
[2025-12-19T20:27:59.804653] [INFO ] [sig       ] Generating forecast for: NNN
[2025-12-19T20:27:59.804684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-12-19T20:27:59.816121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2025-12-19T20:27:59.816499] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-12-19T20:27:59.817306] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-12-19T20:27:59.817359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:27:59.817392] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:27:59.817421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:27:59.817478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:27:59.874272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:27:59.875118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:27:59.875200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:27:59.875235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:27:59.998942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:27:59.999099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:27:59.999140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:27:59.999170] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:00.002804] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: UP (p=95.51%)
[2025-12-19T20:28:00.003080] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-12-19T20:28:00.003205] [INFO ] [sig       ] NNN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:00.146197] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NNN.txt
[2025-12-19T20:28:00.146348] [INFO ] [sig       ] [2251/3561] Completed NNN in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-19T20:28:00.146390] [INFO ] [sig       ] [2252/3561] Forecasting NNOX...
[2025-12-19T20:28:00.146419] [INFO ] [sig       ] Generating forecast for: NNOX
[2025-12-19T20:28:00.146449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2025-12-19T20:28:00.159244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2025-12-19T20:28:00.159628] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2025-12-19T20:28:00.160420] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2025-12-19T20:28:00.160473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:00.160507] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:00.160537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:00.160640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:00.218527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:00.219340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:00.219422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:00.219456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:00.345882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:00.346047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:00.346086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:00.346115] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:00.349508] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: UP (p=81.99%)
[2025-12-19T20:28:00.349807] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2025-12-19T20:28:00.349929] [INFO ] [sig       ] NNOX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:00.492032] [INFO ] [LOCAL     ] Saved forecast: NNOX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NNOX.txt
[2025-12-19T20:28:00.492187] [INFO ] [sig       ] [2252/3561] Completed NNOX in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-19T20:28:00.492228] [INFO ] [sig       ] [2253/3561] Forecasting NNY...
[2025-12-19T20:28:00.492258] [INFO ] [sig       ] Generating forecast for: NNY
[2025-12-19T20:28:00.492289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-12-19T20:28:00.505456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2025-12-19T20:28:00.505875] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-12-19T20:28:00.506672] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-12-19T20:28:00.506723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:00.506781] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:00.506810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:00.506867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:00.564393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:00.565250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:00.565336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:00.565371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:00.674843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:00.675006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:00.675045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:00.675083] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:00.678555] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=31.00%)
[2025-12-19T20:28:00.678900] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-12-19T20:28:00.679034] [INFO ] [sig       ] NNY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:00.823629] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NNY.txt
[2025-12-19T20:28:00.823788] [INFO ] [sig       ] [2253/3561] Completed NNY in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-19T20:28:00.823830] [INFO ] [sig       ] [2254/3561] Forecasting NOA...
[2025-12-19T20:28:00.823859] [INFO ] [sig       ] Generating forecast for: NOA
[2025-12-19T20:28:00.823890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-12-19T20:28:00.837289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2025-12-19T20:28:00.837699] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-12-19T20:28:00.838462] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-12-19T20:28:00.838526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:00.838558] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:00.838614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:00.838672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:00.894228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:00.895056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:00.895137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:00.895169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:01.020211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:01.020373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:01.020413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:01.020441] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:01.023784] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: DOWN (p=29.04%)
[2025-12-19T20:28:01.024050] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-12-19T20:28:01.024170] [INFO ] [sig       ] NOA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:01.161213] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NOA.txt
[2025-12-19T20:28:01.161350] [INFO ] [sig       ] [2254/3561] Completed NOA in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-19T20:28:01.161389] [INFO ] [sig       ] [2255/3561] Forecasting NOAH...
[2025-12-19T20:28:01.161419] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-12-19T20:28:01.161449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-12-19T20:28:01.178089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2025-12-19T20:28:01.178426] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-12-19T20:28:01.179228] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-12-19T20:28:01.179280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:01.179312] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:01.179338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:01.179395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:01.235514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:01.236347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:01.236429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:01.236461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:01.356649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:01.356823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:01.356861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:01.356888] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:01.360359] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=38.59%)
[2025-12-19T20:28:01.360687] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-12-19T20:28:01.360825] [INFO ] [sig       ] NOAH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:01.504255] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NOAH.txt
[2025-12-19T20:28:01.504392] [INFO ] [sig       ] [2255/3561] Completed NOAH in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-19T20:28:01.504431] [INFO ] [sig       ] [2256/3561] Forecasting NODK...
[2025-12-19T20:28:01.504461] [INFO ] [sig       ] Generating forecast for: NODK
[2025-12-19T20:28:01.504491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2025-12-19T20:28:01.515254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2025-12-19T20:28:01.515492] [INFO ] [FORECASTER] Starting predict_future for NODK
[2025-12-19T20:28:01.516264] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2025-12-19T20:28:01.516315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:01.516346] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:01.516372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:01.516426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:01.573063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:01.573683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:01.573770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:01.573801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:01.676043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:01.676198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:01.676235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:01.676296] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:01.679775] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: UP (p=57.74%)
[2025-12-19T20:28:01.680044] [INFO ] [FORECASTER] Completed predict_future for NODK
[2025-12-19T20:28:01.680162] [INFO ] [sig       ] NODK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:01.836108] [INFO ] [LOCAL     ] Saved forecast: NODK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NODK.txt
[2025-12-19T20:28:01.836269] [INFO ] [sig       ] [2256/3561] Completed NODK in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-19T20:28:01.836309] [INFO ] [sig       ] [2257/3561] Forecasting NOG...
[2025-12-19T20:28:01.836339] [INFO ] [sig       ] Generating forecast for: NOG
[2025-12-19T20:28:01.836370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-12-19T20:28:01.848822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2025-12-19T20:28:01.849191] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-12-19T20:28:01.850000] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-12-19T20:28:01.850052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:01.850084] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:01.850111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:01.850167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:01.908257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:01.909223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:01.909304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:01.909338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:02.026487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:02.026674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:02.026716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:02.026746] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:02.030227] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: DOWN (p=15.51%)
[2025-12-19T20:28:02.030507] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-12-19T20:28:02.030668] [INFO ] [sig       ] NOG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:02.176433] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NOG.txt
[2025-12-19T20:28:02.176627] [INFO ] [sig       ] [2257/3561] Completed NOG in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-19T20:28:02.176674] [INFO ] [sig       ] [2258/3561] Forecasting NOMD...
[2025-12-19T20:28:02.176710] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-12-19T20:28:02.176739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-12-19T20:28:02.189404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2025-12-19T20:28:02.189829] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-12-19T20:28:02.190678] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-12-19T20:28:02.190743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:02.190777] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:02.190803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:02.190859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:02.252545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:02.253480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:02.253560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:02.253612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:02.374531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:02.374729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:02.374769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:02.374798] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:02.378317] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=10.38%)
[2025-12-19T20:28:02.378674] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-12-19T20:28:02.378838] [INFO ] [sig       ] NOMD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:02.521495] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NOMD.txt
[2025-12-19T20:28:02.521669] [INFO ] [sig       ] [2258/3561] Completed NOMD in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-19T20:28:02.521711] [INFO ] [sig       ] [2259/3561] Forecasting NOTE...
[2025-12-19T20:28:02.521742] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-12-19T20:28:02.521773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-12-19T20:28:02.532846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2025-12-19T20:28:02.533187] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-12-19T20:28:02.533965] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-12-19T20:28:02.534016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:02.534047] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:02.534074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:02.534128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:02.592289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:02.593157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:02.593244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:02.593277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:02.714937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:02.715093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:02.715130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:02.715159] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:02.718911] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: UP (p=74.75%)
[2025-12-19T20:28:02.719395] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-12-19T20:28:02.719524] [INFO ] [sig       ] NOTE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:02.859266] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NOTE.txt
[2025-12-19T20:28:02.859422] [INFO ] [sig       ] [2259/3561] Completed NOTE in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-19T20:28:02.859463] [INFO ] [sig       ] [2260/3561] Forecasting NPCE...
[2025-12-19T20:28:02.859492] [INFO ] [sig       ] Generating forecast for: NPCE
[2025-12-19T20:28:02.859522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2025-12-19T20:28:02.871268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2025-12-19T20:28:02.871678] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2025-12-19T20:28:02.872452] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2025-12-19T20:28:02.872506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:02.872538] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:02.872565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:02.872644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:02.929686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:02.930693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:02.930778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:02.930811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:03.056687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:03.056846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:03.056885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:03.056914] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:03.060466] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: UP (p=69.47%)
[2025-12-19T20:28:03.060763] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2025-12-19T20:28:03.060887] [INFO ] [sig       ] NPCE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:03.199021] [INFO ] [LOCAL     ] Saved forecast: NPCE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NPCE.txt
[2025-12-19T20:28:03.199136] [INFO ] [sig       ] [2260/3561] Completed NPCE in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-19T20:28:03.199174] [INFO ] [sig       ] [2261/3561] Forecasting NPFD...
[2025-12-19T20:28:03.199203] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-12-19T20:28:03.199232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-12-19T20:28:03.210869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2025-12-19T20:28:03.211266] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-12-19T20:28:03.212053] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-12-19T20:28:03.212107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:03.212138] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:03.212165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:03.212221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:03.270113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:03.271155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:03.271242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:03.271274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:03.392239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:03.392410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:03.392449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:03.392478] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:03.395909] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2025-12-19T20:28:03.396182] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-12-19T20:28:03.396305] [INFO ] [sig       ] NPFD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:03.537311] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NPFD.txt
[2025-12-19T20:28:03.537452] [INFO ] [sig       ] [2261/3561] Completed NPFD in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-19T20:28:03.537491] [INFO ] [sig       ] [2262/3561] Forecasting NPK...
[2025-12-19T20:28:03.537522] [INFO ] [sig       ] Generating forecast for: NPK
[2025-12-19T20:28:03.537554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-12-19T20:28:03.548536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2025-12-19T20:28:03.548912] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-12-19T20:28:03.549745] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-12-19T20:28:03.549808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:03.549845] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:03.549872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:03.549927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:03.609642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:03.610467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:03.610552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:03.610604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:03.738501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:03.738681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:03.738744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:03.738773] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:03.742740] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=95.69%)
[2025-12-19T20:28:03.743242] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-12-19T20:28:03.743373] [INFO ] [sig       ] NPK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:03.885537] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NPK.txt
[2025-12-19T20:28:03.885692] [INFO ] [sig       ] [2262/3561] Completed NPK in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-19T20:28:03.885732] [INFO ] [sig       ] [2263/3561] Forecasting NPO...
[2025-12-19T20:28:03.885763] [INFO ] [sig       ] Generating forecast for: NPO
[2025-12-19T20:28:03.885793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-12-19T20:28:03.898623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2025-12-19T20:28:03.899114] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-12-19T20:28:03.900074] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-12-19T20:28:03.900125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:03.900158] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:03.900186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:03.900242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:03.962447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:03.963327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:03.963439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:03.963474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:04.082471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:04.082648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:04.082692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:04.082722] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:04.086100] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=92.86%)
[2025-12-19T20:28:04.086381] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-12-19T20:28:04.086512] [INFO ] [sig       ] NPO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:04.228936] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NPO.txt
[2025-12-19T20:28:04.229082] [INFO ] [sig       ] [2263/3561] Completed NPO in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-19T20:28:04.229123] [INFO ] [sig       ] [2264/3561] Forecasting NQP...
[2025-12-19T20:28:04.229153] [INFO ] [sig       ] Generating forecast for: NQP
[2025-12-19T20:28:04.229184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-12-19T20:28:04.240518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2025-12-19T20:28:04.240903] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-12-19T20:28:04.241719] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-12-19T20:28:04.241772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:04.241804] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:04.241831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:04.241886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:04.300663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:04.301432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:04.301514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:04.301547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:04.427191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:04.427350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:04.427389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:04.427418] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:04.431179] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: DOWN (p=33.81%)
[2025-12-19T20:28:04.431455] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-12-19T20:28:04.431602] [INFO ] [sig       ] NQP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:04.581405] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NQP.txt
[2025-12-19T20:28:04.581563] [INFO ] [sig       ] [2264/3561] Completed NQP in 0.4s | 2.90 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-19T20:28:04.581625] [INFO ] [sig       ] [2265/3561] Forecasting NRC...
[2025-12-19T20:28:04.581655] [INFO ] [sig       ] Generating forecast for: NRC
[2025-12-19T20:28:04.581686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2025-12-19T20:28:04.593202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2025-12-19T20:28:04.593594] [INFO ] [FORECASTER] Starting predict_future for NRC
[2025-12-19T20:28:04.594365] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2025-12-19T20:28:04.594416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:04.594460] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:04.594487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:04.594543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:04.653652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:04.654528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:04.654635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:04.654671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:04.775458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:04.775639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:04.775680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:04.775708] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:04.779101] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: DOWN (p=8.42%)
[2025-12-19T20:28:04.779418] [INFO ] [FORECASTER] Completed predict_future for NRC
[2025-12-19T20:28:04.779553] [INFO ] [sig       ] NRC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:04.925606] [INFO ] [LOCAL     ] Saved forecast: NRC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NRC.txt
[2025-12-19T20:28:04.925757] [INFO ] [sig       ] [2265/3561] Completed NRC in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-19T20:28:04.925795] [INFO ] [sig       ] [2266/3561] Forecasting NRDS...
[2025-12-19T20:28:04.925824] [INFO ] [sig       ] Generating forecast for: NRDS
[2025-12-19T20:28:04.925853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2025-12-19T20:28:04.937328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2025-12-19T20:28:04.937706] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2025-12-19T20:28:04.938452] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2025-12-19T20:28:04.938503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:04.938534] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:04.938561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:04.938640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:04.994458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:04.995443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:04.995523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:04.995554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:05.119254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:05.119415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:05.119454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:05.119483] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:05.123004] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: DOWN (p=18.44%)
[2025-12-19T20:28:05.123274] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2025-12-19T20:28:05.123394] [INFO ] [sig       ] NRDS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:05.265928] [INFO ] [LOCAL     ] Saved forecast: NRDS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NRDS.txt
[2025-12-19T20:28:05.266311] [INFO ] [sig       ] [2266/3561] Completed NRDS in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-19T20:28:05.266352] [INFO ] [sig       ] [2267/3561] Forecasting NREF...
[2025-12-19T20:28:05.266382] [INFO ] [sig       ] Generating forecast for: NREF
[2025-12-19T20:28:05.266412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-12-19T20:28:05.279104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2025-12-19T20:28:05.279482] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-12-19T20:28:05.280247] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-12-19T20:28:05.280297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:05.280329] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:05.280356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:05.280411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:05.335705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:05.336470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:05.336565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:05.336621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:05.463011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:05.463168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:05.463206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:05.463234] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:05.466706] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: UP (p=87.24%)
[2025-12-19T20:28:05.467012] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-12-19T20:28:05.467144] [INFO ] [sig       ] NREF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:05.610155] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NREF.txt
[2025-12-19T20:28:05.610297] [INFO ] [sig       ] [2267/3561] Completed NREF in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-19T20:28:05.610343] [INFO ] [sig       ] [2268/3561] Forecasting NRG...
[2025-12-19T20:28:05.610388] [INFO ] [sig       ] Generating forecast for: NRG
[2025-12-19T20:28:05.610422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-12-19T20:28:05.622716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2025-12-19T20:28:05.623075] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-12-19T20:28:05.623887] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-12-19T20:28:05.623939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:05.623972] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:05.623999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:05.624056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:05.679740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:05.680533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:05.680633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:05.680667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:05.814219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:05.814375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:05.814419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:05.814461] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:05.818355] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: DOWN (p=15.37%)
[2025-12-19T20:28:05.818733] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-12-19T20:28:05.818893] [INFO ] [sig       ] NRG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:05.971283] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NRG.txt
[2025-12-19T20:28:05.971431] [INFO ] [sig       ] [2268/3561] Completed NRG in 0.4s | 2.90 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-19T20:28:05.971477] [INFO ] [sig       ] [2269/3561] Forecasting NRIM...
[2025-12-19T20:28:05.971509] [INFO ] [sig       ] Generating forecast for: NRIM
[2025-12-19T20:28:05.971539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2025-12-19T20:28:05.983664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2025-12-19T20:28:05.984234] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2025-12-19T20:28:05.985227] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2025-12-19T20:28:05.985278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:05.985310] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:05.985335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:05.985391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:06.042727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:06.043517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:06.043617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:06.043652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:06.168636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:06.168817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:06.168856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:06.168883] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:06.172230] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: DOWN (p=45.09%)
[2025-12-19T20:28:06.172518] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2025-12-19T20:28:06.172662] [INFO ] [sig       ] NRIM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:06.312667] [INFO ] [LOCAL     ] Saved forecast: NRIM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NRIM.txt
[2025-12-19T20:28:06.312826] [INFO ] [sig       ] [2269/3561] Completed NRIM in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-19T20:28:06.312868] [INFO ] [sig       ] [2270/3561] Forecasting NRIX...
[2025-12-19T20:28:06.312899] [INFO ] [sig       ] Generating forecast for: NRIX
[2025-12-19T20:28:06.312928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2025-12-19T20:28:06.326238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2025-12-19T20:28:06.326644] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2025-12-19T20:28:06.327642] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2025-12-19T20:28:06.327694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:06.327761] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:06.327801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:06.327882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:06.385825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:06.386833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:06.387104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:06.387136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:06.513083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:06.513236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:06.513273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:06.513302] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:06.516662] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: UP (p=95.54%)
[2025-12-19T20:28:06.516938] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2025-12-19T20:28:06.517075] [INFO ] [sig       ] NRIX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:06.654032] [INFO ] [LOCAL     ] Saved forecast: NRIX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NRIX.txt
[2025-12-19T20:28:06.654173] [INFO ] [sig       ] [2270/3561] Completed NRIX in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-19T20:28:06.654213] [INFO ] [sig       ] [2271/3561] Forecasting NRK...
[2025-12-19T20:28:06.654242] [INFO ] [sig       ] Generating forecast for: NRK
[2025-12-19T20:28:06.654272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-12-19T20:28:06.666300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2025-12-19T20:28:06.666721] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-12-19T20:28:06.667550] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-12-19T20:28:06.667628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:06.667666] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:06.667703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:06.667766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:06.727516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:06.728311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:06.728398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:06.728431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:06.843464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:06.843620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:06.843659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:06.843688] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:06.847363] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: UP (p=57.88%)
[2025-12-19T20:28:06.847658] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-12-19T20:28:06.847800] [INFO ] [sig       ] NRK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:06.989168] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NRK.txt
[2025-12-19T20:28:06.989303] [INFO ] [sig       ] [2271/3561] Completed NRK in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-19T20:28:06.989342] [INFO ] [sig       ] [2272/3561] Forecasting NRP...
[2025-12-19T20:28:06.989372] [INFO ] [sig       ] Generating forecast for: NRP
[2025-12-19T20:28:06.989402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-12-19T20:28:07.000551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2025-12-19T20:28:07.000906] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-12-19T20:28:07.001716] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-12-19T20:28:07.001769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:07.001803] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:07.001831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:07.001889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:07.059319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:07.059981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:07.060058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:07.060092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:07.172735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:07.172894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:07.172935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:07.172982] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:07.176496] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: DOWN (p=3.40%)
[2025-12-19T20:28:07.176786] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-12-19T20:28:07.176920] [INFO ] [sig       ] NRP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:07.317548] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NRP.txt
[2025-12-19T20:28:07.317729] [INFO ] [sig       ] [2272/3561] Completed NRP in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-19T20:28:07.317770] [INFO ] [sig       ] [2273/3561] Forecasting NRXP...
[2025-12-19T20:28:07.317803] [INFO ] [sig       ] Generating forecast for: NRXP
[2025-12-19T20:28:07.317834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2025-12-19T20:28:07.329953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2025-12-19T20:28:07.330301] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2025-12-19T20:28:07.331104] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2025-12-19T20:28:07.331157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:07.331191] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:07.331219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:07.331276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:07.388448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:07.389141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:07.389219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:07.389251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:07.510694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:07.510839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:07.510877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:07.511104] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:07.515075] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: UP (p=92.05%)
[2025-12-19T20:28:07.515345] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2025-12-19T20:28:07.515471] [INFO ] [sig       ] NRXP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:07.655888] [INFO ] [LOCAL     ] Saved forecast: NRXP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NRXP.txt
[2025-12-19T20:28:07.656035] [INFO ] [sig       ] [2273/3561] Completed NRXP in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-19T20:28:07.656076] [INFO ] [sig       ] [2274/3561] Forecasting NSC...
[2025-12-19T20:28:07.656105] [INFO ] [sig       ] Generating forecast for: NSC
[2025-12-19T20:28:07.656137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-12-19T20:28:07.667336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2025-12-19T20:28:07.667727] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-12-19T20:28:07.668492] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-12-19T20:28:07.668547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:07.668601] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:07.668632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:07.668713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:07.725525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:07.726264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:07.726359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:07.726393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:07.847709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:07.847871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:07.847915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:07.847948] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:07.851326] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: DOWN (p=38.92%)
[2025-12-19T20:28:07.851610] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-12-19T20:28:07.851731] [INFO ] [sig       ] NSC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:07.994792] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NSC.txt
[2025-12-19T20:28:07.994928] [INFO ] [sig       ] [2274/3561] Completed NSC in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-19T20:28:07.994966] [INFO ] [sig       ] [2275/3561] Forecasting NSP...
[2025-12-19T20:28:07.994996] [INFO ] [sig       ] Generating forecast for: NSP
[2025-12-19T20:28:07.995026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-12-19T20:28:08.006752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2025-12-19T20:28:08.007103] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-12-19T20:28:08.007866] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-12-19T20:28:08.007917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:08.007948] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:08.007974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:08.008030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:08.066401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:08.067108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:08.067187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:08.067220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:08.194336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:08.194487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:08.194530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:08.194561] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:08.197978] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=71.52%)
[2025-12-19T20:28:08.198253] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-12-19T20:28:08.198376] [INFO ] [sig       ] NSP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:08.340337] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NSP.txt
[2025-12-19T20:28:08.340470] [INFO ] [sig       ] [2275/3561] Completed NSP in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-19T20:28:08.340508] [INFO ] [sig       ] [2276/3561] Forecasting NSSC...
[2025-12-19T20:28:08.340538] [INFO ] [sig       ] Generating forecast for: NSSC
[2025-12-19T20:28:08.340584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2025-12-19T20:28:08.352422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2025-12-19T20:28:08.352777] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2025-12-19T20:28:08.353747] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2025-12-19T20:28:08.353798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:08.353829] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:08.353866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:08.354111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:08.415547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:08.416264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:08.416343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:08.416376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:08.543098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:08.543254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:08.543292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:08.543321] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:08.546631] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: DOWN (p=22.74%)
[2025-12-19T20:28:08.546896] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2025-12-19T20:28:08.547015] [INFO ] [sig       ] NSSC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:08.693456] [INFO ] [LOCAL     ] Saved forecast: NSSC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NSSC.txt
[2025-12-19T20:28:08.693619] [INFO ] [sig       ] [2276/3561] Completed NSSC in 0.4s | 2.90 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-19T20:28:08.693663] [INFO ] [sig       ] [2277/3561] Forecasting NTAP...
[2025-12-19T20:28:08.693694] [INFO ] [sig       ] Generating forecast for: NTAP
[2025-12-19T20:28:08.693724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2025-12-19T20:28:08.705371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2025-12-19T20:28:08.705732] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2025-12-19T20:28:08.706531] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2025-12-19T20:28:08.706602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:08.706636] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:08.706664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:08.706720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:08.763651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:08.764393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:08.764472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:08.764504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:08.886361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:08.886516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:08.886553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:08.886601] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:08.890241] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: UP (p=95.63%)
[2025-12-19T20:28:08.890506] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2025-12-19T20:28:08.890642] [INFO ] [sig       ] NTAP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:09.031984] [INFO ] [LOCAL     ] Saved forecast: NTAP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NTAP.txt
[2025-12-19T20:28:09.032117] [INFO ] [sig       ] [2277/3561] Completed NTAP in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-19T20:28:09.032155] [INFO ] [sig       ] [2278/3561] Forecasting NTB...
[2025-12-19T20:28:09.032184] [INFO ] [sig       ] Generating forecast for: NTB
[2025-12-19T20:28:09.032214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-12-19T20:28:09.043479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2025-12-19T20:28:09.043871] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-12-19T20:28:09.044674] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-12-19T20:28:09.044727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:09.044760] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:09.044789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:09.044850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:09.103466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:09.104256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:09.104336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:09.104369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:09.228233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:09.228404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:09.228445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:09.228474] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:09.232384] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: UP (p=95.42%)
[2025-12-19T20:28:09.232686] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-12-19T20:28:09.232818] [INFO ] [sig       ] NTB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:09.374127] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NTB.txt
[2025-12-19T20:28:09.374260] [INFO ] [sig       ] [2278/3561] Completed NTB in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-19T20:28:09.374299] [INFO ] [sig       ] [2279/3561] Forecasting NTES...
[2025-12-19T20:28:09.374328] [INFO ] [sig       ] Generating forecast for: NTES
[2025-12-19T20:28:09.374357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2025-12-19T20:28:09.386539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2025-12-19T20:28:09.386896] [INFO ] [FORECASTER] Starting predict_future for NTES
[2025-12-19T20:28:09.387652] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2025-12-19T20:28:09.387702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:09.387734] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:09.387760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:09.387815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:09.447045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:09.447706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:09.447785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:09.447819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:09.570718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:09.570870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:09.570908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:09.570936] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:09.574756] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: UP (p=82.68%)
[2025-12-19T20:28:09.575020] [INFO ] [FORECASTER] Completed predict_future for NTES
[2025-12-19T20:28:09.575138] [INFO ] [sig       ] NTES: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:09.715835] [INFO ] [LOCAL     ] Saved forecast: NTES	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NTES.txt
[2025-12-19T20:28:09.715971] [INFO ] [sig       ] [2279/3561] Completed NTES in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-19T20:28:09.716011] [INFO ] [sig       ] [2280/3561] Forecasting NTIC...
[2025-12-19T20:28:09.716229] [INFO ] [sig       ] Generating forecast for: NTIC
[2025-12-19T20:28:09.716266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2025-12-19T20:28:09.728615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2025-12-19T20:28:09.728977] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2025-12-19T20:28:09.729741] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2025-12-19T20:28:09.729793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:09.729825] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:09.729852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:09.729913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:09.786198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:09.786824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:09.786925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:09.786958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:09.899582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:09.899758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:09.899803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:09.899833] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:09.903644] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: UP (p=56.04%)
[2025-12-19T20:28:09.903920] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2025-12-19T20:28:09.904043] [INFO ] [sig       ] NTIC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:10.043152] [INFO ] [LOCAL     ] Saved forecast: NTIC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NTIC.txt
[2025-12-19T20:28:10.043306] [INFO ] [sig       ] [2280/3561] Completed NTIC in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-19T20:28:10.043346] [INFO ] [sig       ] [2281/3561] Forecasting NTLA...
[2025-12-19T20:28:10.043377] [INFO ] [sig       ] Generating forecast for: NTLA
[2025-12-19T20:28:10.043409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2025-12-19T20:28:10.055978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2025-12-19T20:28:10.056392] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2025-12-19T20:28:10.057232] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2025-12-19T20:28:10.057287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:10.057320] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:10.057348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:10.057404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:10.117896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:10.118852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:10.118935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:10.118968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:10.243834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:10.243996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:10.244048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:10.244089] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:10.247670] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: DOWN (p=20.89%)
[2025-12-19T20:28:10.247973] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2025-12-19T20:28:10.248104] [INFO ] [sig       ] NTLA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:10.391300] [INFO ] [LOCAL     ] Saved forecast: NTLA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NTLA.txt
[2025-12-19T20:28:10.391451] [INFO ] [sig       ] [2281/3561] Completed NTLA in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-19T20:28:10.391493] [INFO ] [sig       ] [2282/3561] Forecasting NTNX...
[2025-12-19T20:28:10.391522] [INFO ] [sig       ] Generating forecast for: NTNX
[2025-12-19T20:28:10.391552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2025-12-19T20:28:10.403250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2025-12-19T20:28:10.403635] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2025-12-19T20:28:10.404461] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2025-12-19T20:28:10.404513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:10.404546] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:10.404594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:10.404655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:10.465539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:10.466261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:10.466338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:10.466370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:10.590028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:10.590180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:10.590219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:10.590248] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:10.593825] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: UP (p=59.45%)
[2025-12-19T20:28:10.594103] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2025-12-19T20:28:10.594228] [INFO ] [sig       ] NTNX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:10.734413] [INFO ] [LOCAL     ] Saved forecast: NTNX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NTNX.txt
[2025-12-19T20:28:10.734543] [INFO ] [sig       ] [2282/3561] Completed NTNX in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-19T20:28:10.734599] [INFO ] [sig       ] [2283/3561] Forecasting NTRA...
[2025-12-19T20:28:10.734631] [INFO ] [sig       ] Generating forecast for: NTRA
[2025-12-19T20:28:10.734661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2025-12-19T20:28:10.746649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2025-12-19T20:28:10.746988] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2025-12-19T20:28:10.747906] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2025-12-19T20:28:10.747956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:10.747989] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:10.748016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:10.748071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:10.805370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:10.806095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:10.806176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:10.806209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:10.929362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:10.929519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:10.929562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:10.929612] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:10.933630] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: UP (p=83.45%)
[2025-12-19T20:28:10.933929] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2025-12-19T20:28:10.934062] [INFO ] [sig       ] NTRA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:11.077032] [INFO ] [LOCAL     ] Saved forecast: NTRA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NTRA.txt
[2025-12-19T20:28:11.077386] [INFO ] [sig       ] [2283/3561] Completed NTRA in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-19T20:28:11.077426] [INFO ] [sig       ] [2284/3561] Forecasting NTRB...
[2025-12-19T20:28:11.077460] [INFO ] [sig       ] Generating forecast for: NTRB
[2025-12-19T20:28:11.077490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2025-12-19T20:28:11.089281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2025-12-19T20:28:11.089685] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2025-12-19T20:28:11.090465] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2025-12-19T20:28:11.090517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:11.090549] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:11.090596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:11.090656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:11.161500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:11.162511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:11.162609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:11.162645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:11.279155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:11.279308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:11.279348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:11.279377] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:11.283304] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: DOWN (p=43.15%)
[2025-12-19T20:28:11.283590] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2025-12-19T20:28:11.283716] [INFO ] [sig       ] NTRB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:11.424735] [INFO ] [LOCAL     ] Saved forecast: NTRB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NTRB.txt
[2025-12-19T20:28:11.424860] [INFO ] [sig       ] [2284/3561] Completed NTRB in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-19T20:28:11.424898] [INFO ] [sig       ] [2285/3561] Forecasting NTRS...
[2025-12-19T20:28:11.424927] [INFO ] [sig       ] Generating forecast for: NTRS
[2025-12-19T20:28:11.424956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2025-12-19T20:28:11.436915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2025-12-19T20:28:11.437287] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2025-12-19T20:28:11.438053] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2025-12-19T20:28:11.438103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:11.438135] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:11.438162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:11.438218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:11.495955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:11.496700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:11.496779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:11.496813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:11.614924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:11.615066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:11.615105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:11.615134] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:11.618698] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: UP (p=92.12%)
[2025-12-19T20:28:11.618973] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2025-12-19T20:28:11.619097] [INFO ] [sig       ] NTRS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:11.761977] [INFO ] [LOCAL     ] Saved forecast: NTRS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NTRS.txt
[2025-12-19T20:28:11.762130] [INFO ] [sig       ] [2285/3561] Completed NTRS in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-19T20:28:11.762170] [INFO ] [sig       ] [2286/3561] Forecasting NTRSO...
[2025-12-19T20:28:11.762199] [INFO ] [sig       ] Generating forecast for: NTRSO
[2025-12-19T20:28:11.762228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2025-12-19T20:28:11.775053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2025-12-19T20:28:11.775397] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2025-12-19T20:28:11.776203] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2025-12-19T20:28:11.776258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:11.776292] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:11.776321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:11.776378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:11.836649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:11.837666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:11.837752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:11.837785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:11.964114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:11.964301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:11.964356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:11.964390] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:11.968324] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: DOWN (p=46.39%)
[2025-12-19T20:28:11.968607] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2025-12-19T20:28:11.968745] [INFO ] [sig       ] NTRSO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:12.111313] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NTRSO.txt
[2025-12-19T20:28:12.111458] [INFO ] [sig       ] [2286/3561] Completed NTRSO in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-19T20:28:12.111497] [INFO ] [sig       ] [2287/3561] Forecasting NUKK...
[2025-12-19T20:28:12.111527] [INFO ] [sig       ] Generating forecast for: NUKK
[2025-12-19T20:28:12.111557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'.
[2025-12-19T20:28:12.123481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUKK'.
[2025-12-19T20:28:12.123858] [INFO ] [FORECASTER] Starting predict_future for NUKK
[2025-12-19T20:28:12.124624] [DEBUG] [LOCAL     ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt
[2025-12-19T20:28:12.124675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:12.124731] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:12.124759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:12.124826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:12.182416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:12.183262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:12.183344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:12.183377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:12.307508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:12.307685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:12.307726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:12.307756] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:12.311153] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: DOWN (p=5.18%)
[2025-12-19T20:28:12.311430] [INFO ] [FORECASTER] Completed predict_future for NUKK
[2025-12-19T20:28:12.311553] [INFO ] [sig       ] NUKK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:12.450838] [INFO ] [LOCAL     ] Saved forecast: NUKK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NUKK.txt
[2025-12-19T20:28:12.450978] [INFO ] [sig       ] [2287/3561] Completed NUKK in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-19T20:28:12.451017] [INFO ] [sig       ] [2288/3561] Forecasting NUS...
[2025-12-19T20:28:12.451047] [INFO ] [sig       ] Generating forecast for: NUS
[2025-12-19T20:28:12.451076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-12-19T20:28:12.463044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2025-12-19T20:28:12.463405] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-12-19T20:28:12.464175] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-12-19T20:28:12.464225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:12.464257] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:12.464284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:12.464339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:12.519335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:12.520009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:12.520103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:12.520135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:12.643739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:12.643943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:12.643989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:12.644018] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:12.647408] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: DOWN (p=37.04%)
[2025-12-19T20:28:12.647695] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-12-19T20:28:12.647814] [INFO ] [sig       ] NUS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:12.785536] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NUS.txt
[2025-12-19T20:28:12.785705] [INFO ] [sig       ] [2288/3561] Completed NUS in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-19T20:28:12.785746] [INFO ] [sig       ] [2289/3561] Forecasting NUTX...
[2025-12-19T20:28:12.785775] [INFO ] [sig       ] Generating forecast for: NUTX
[2025-12-19T20:28:12.785804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2025-12-19T20:28:12.798278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2025-12-19T20:28:12.798653] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2025-12-19T20:28:12.799441] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2025-12-19T20:28:12.799504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:12.799536] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:12.799562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:12.799646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:12.857749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:12.858480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:12.858559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:12.858608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:12.978663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:12.978842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:12.978880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:12.978908] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:12.982630] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: UP (p=99.27%)
[2025-12-19T20:28:12.982903] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2025-12-19T20:28:12.983215] [INFO ] [sig       ] NUTX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:13.125552] [INFO ] [LOCAL     ] Saved forecast: NUTX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NUTX.txt
[2025-12-19T20:28:13.125701] [INFO ] [sig       ] [2289/3561] Completed NUTX in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-19T20:28:13.125739] [INFO ] [sig       ] [2290/3561] Forecasting NUVB...
[2025-12-19T20:28:13.125768] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-12-19T20:28:13.125799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-12-19T20:28:13.137862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2025-12-19T20:28:13.138266] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-12-19T20:28:13.139098] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-12-19T20:28:13.139151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:13.139183] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:13.139210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:13.139265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:13.197368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:13.198071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:13.198152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:13.198184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:13.328107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:13.328291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:13.328332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:13.328402] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:13.331814] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: UP (p=93.88%)
[2025-12-19T20:28:13.332275] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-12-19T20:28:13.332396] [INFO ] [sig       ] NUVB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:13.471546] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NUVB.txt
[2025-12-19T20:28:13.471716] [INFO ] [sig       ] [2290/3561] Completed NUVB in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-19T20:28:13.471757] [INFO ] [sig       ] [2291/3561] Forecasting NUVL...
[2025-12-19T20:28:13.471786] [INFO ] [sig       ] Generating forecast for: NUVL
[2025-12-19T20:28:13.471816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2025-12-19T20:28:13.483388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2025-12-19T20:28:13.483739] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2025-12-19T20:28:13.484690] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2025-12-19T20:28:13.484741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:13.484772] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:13.484799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:13.484854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:13.541353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:13.542137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:13.542217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:13.542250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:13.664805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:13.664961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:13.664998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:13.665026] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:13.668377] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: UP (p=75.34%)
[2025-12-19T20:28:13.668674] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2025-12-19T20:28:13.668835] [INFO ] [sig       ] NUVL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:13.809812] [INFO ] [LOCAL     ] Saved forecast: NUVL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NUVL.txt
[2025-12-19T20:28:13.809952] [INFO ] [sig       ] [2291/3561] Completed NUVL in 0.3s | 2.90 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-19T20:28:13.809992] [INFO ] [sig       ] [2292/3561] Forecasting NUWE...
[2025-12-19T20:28:13.810021] [INFO ] [sig       ] Generating forecast for: NUWE
[2025-12-19T20:28:13.810052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2025-12-19T20:28:13.821321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2025-12-19T20:28:13.821677] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2025-12-19T20:28:13.822635] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2025-12-19T20:28:13.822685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:13.822716] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:13.822742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:13.822798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:13.881464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:13.882325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:13.882408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:13.882440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:14.001817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:14.001978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:14.002015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:14.002045] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:14.005327] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: DOWN (p=30.41%)
[2025-12-19T20:28:14.005614] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2025-12-19T20:28:14.005733] [INFO ] [sig       ] NUWE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:14.148107] [INFO ] [LOCAL     ] Saved forecast: NUWE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NUWE.txt
[2025-12-19T20:28:14.148269] [INFO ] [sig       ] [2292/3561] Completed NUWE in 0.3s | 2.90 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-19T20:28:14.148310] [INFO ] [sig       ] [2293/3561] Forecasting NVAX...
[2025-12-19T20:28:14.148340] [INFO ] [sig       ] Generating forecast for: NVAX
[2025-12-19T20:28:14.148370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2025-12-19T20:28:14.160478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2025-12-19T20:28:14.160889] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2025-12-19T20:28:14.162005] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2025-12-19T20:28:14.162063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:14.162098] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:14.162126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:14.162184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:14.221604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:14.222444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:14.222528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:14.222560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:14.343029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:14.343386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:14.343430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:14.343461] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:14.346906] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2025-12-19T20:28:14.347201] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2025-12-19T20:28:14.347333] [INFO ] [sig       ] NVAX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:14.496551] [INFO ] [LOCAL     ] Saved forecast: NVAX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NVAX.txt
[2025-12-19T20:28:14.497883] [INFO ] [sig       ] [2293/3561] Completed NVAX in 0.3s | 2.90 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-19T20:28:14.497933] [INFO ] [sig       ] [2294/3561] Forecasting NVD...
[2025-12-19T20:28:14.497963] [INFO ] [sig       ] Generating forecast for: NVD
[2025-12-19T20:28:14.497993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2025-12-19T20:28:14.509995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2025-12-19T20:28:14.510523] [INFO ] [FORECASTER] Starting predict_future for NVD
[2025-12-19T20:28:14.511316] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2025-12-19T20:28:14.511367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:14.511399] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:14.511426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:14.511481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:14.572174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:14.572806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:14.572881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:14.572913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:14.689924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:14.690096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:14.690136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:14.690165] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:14.693911] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: DOWN (p=9.45%)
[2025-12-19T20:28:14.694205] [INFO ] [FORECASTER] Completed predict_future for NVD
[2025-12-19T20:28:14.694330] [INFO ] [sig       ] NVD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:14.842989] [INFO ] [LOCAL     ] Saved forecast: NVD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NVD.txt
[2025-12-19T20:28:14.843138] [INFO ] [sig       ] [2294/3561] Completed NVD in 0.3s | 2.90 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-19T20:28:14.843178] [INFO ] [sig       ] [2295/3561] Forecasting NVDA...
[2025-12-19T20:28:14.843207] [INFO ] [sig       ] Generating forecast for: NVDA
[2025-12-19T20:28:14.843237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2025-12-19T20:28:14.855186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2025-12-19T20:28:14.855563] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2025-12-19T20:28:14.856329] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2025-12-19T20:28:14.856381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:14.856412] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:14.856439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:14.856495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:14.912220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:14.913079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:14.913162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:14.913193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:15.037391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:15.037547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:15.037606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:15.037637] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:15.041021] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: DOWN (p=21.55%)
[2025-12-19T20:28:15.041475] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2025-12-19T20:28:15.041617] [INFO ] [sig       ] NVDA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:15.182901] [INFO ] [LOCAL     ] Saved forecast: NVDA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NVDA.txt
[2025-12-19T20:28:15.183036] [INFO ] [sig       ] [2295/3561] Completed NVDA in 0.3s | 2.90 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-19T20:28:15.183077] [INFO ] [sig       ] [2296/3561] Forecasting NVDD...
[2025-12-19T20:28:15.183107] [INFO ] [sig       ] Generating forecast for: NVDD
[2025-12-19T20:28:15.183138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2025-12-19T20:28:15.195818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2025-12-19T20:28:15.196246] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2025-12-19T20:28:15.197049] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2025-12-19T20:28:15.197100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:15.197130] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:15.197156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:15.197211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:15.258067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:15.259390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:15.259482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:15.259515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:15.383889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:15.384068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:15.384107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:15.384136] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:15.387452] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: UP (p=98.03%)
[2025-12-19T20:28:15.387734] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2025-12-19T20:28:15.387853] [INFO ] [sig       ] NVDD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:15.529875] [INFO ] [LOCAL     ] Saved forecast: NVDD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NVDD.txt
[2025-12-19T20:28:15.530016] [INFO ] [sig       ] [2296/3561] Completed NVDD in 0.3s | 2.90 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-19T20:28:15.530056] [INFO ] [sig       ] [2297/3561] Forecasting NVDL...
[2025-12-19T20:28:15.530274] [INFO ] [sig       ] Generating forecast for: NVDL
[2025-12-19T20:28:15.530304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2025-12-19T20:28:15.541302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2025-12-19T20:28:15.541687] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2025-12-19T20:28:15.542428] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2025-12-19T20:28:15.542479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:15.542510] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:15.542536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:15.542615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:15.598451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:15.599277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:15.599386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:15.599419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:15.721905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:15.722067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:15.722108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:15.722139] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:15.725538] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: DOWN (p=26.84%)
[2025-12-19T20:28:15.725829] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2025-12-19T20:28:15.725951] [INFO ] [sig       ] NVDL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:15.874281] [INFO ] [LOCAL     ] Saved forecast: NVDL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NVDL.txt
[2025-12-19T20:28:15.874439] [INFO ] [sig       ] [2297/3561] Completed NVDL in 0.3s | 2.90 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-19T20:28:15.874477] [INFO ] [sig       ] [2298/3561] Forecasting NVDS...
[2025-12-19T20:28:15.874509] [INFO ] [sig       ] Generating forecast for: NVDS
[2025-12-19T20:28:15.874539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2025-12-19T20:28:15.885702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2025-12-19T20:28:15.886065] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2025-12-19T20:28:15.886878] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2025-12-19T20:28:15.886930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:15.886963] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:15.886989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:15.887046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:15.941921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:15.942796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:15.942878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:15.942910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:16.071680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:16.071851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:16.071892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:16.071921] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:16.075607] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=17.16%)
[2025-12-19T20:28:16.075932] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2025-12-19T20:28:16.076076] [INFO ] [sig       ] NVDS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:16.264754] [INFO ] [LOCAL     ] Saved forecast: NVDS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NVDS.txt
[2025-12-19T20:28:16.264949] [INFO ] [sig       ] [2298/3561] Completed NVDS in 0.4s | 2.90 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-19T20:28:16.265005] [INFO ] [sig       ] [2299/3561] Forecasting NVEC...
[2025-12-19T20:28:16.265042] [INFO ] [sig       ] Generating forecast for: NVEC
[2025-12-19T20:28:16.265080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2025-12-19T20:28:16.279812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2025-12-19T20:28:16.280341] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2025-12-19T20:28:16.281506] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2025-12-19T20:28:16.281601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:16.281659] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:16.281706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:16.281796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:16.371997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:16.373246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:16.373375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:16.373431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:16.545529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:16.545759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:16.545826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:16.545877] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:16.551386] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: UP (p=90.01%)
[2025-12-19T20:28:16.551939] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2025-12-19T20:28:16.552148] [INFO ] [sig       ] NVEC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:16.768157] [INFO ] [LOCAL     ] Saved forecast: NVEC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NVEC.txt
[2025-12-19T20:28:16.768348] [INFO ] [sig       ] [2299/3561] Completed NVEC in 0.5s | 2.90 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-19T20:28:16.768391] [INFO ] [sig       ] [2300/3561] Forecasting NVG...
[2025-12-19T20:28:16.768423] [INFO ] [sig       ] Generating forecast for: NVG
[2025-12-19T20:28:16.768454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-12-19T20:28:16.783202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2025-12-19T20:28:16.783760] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-12-19T20:28:16.784835] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-12-19T20:28:16.784916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:16.784963] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:16.785001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:16.785081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:16.871495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:16.872692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:16.872796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:16.872835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:17.041701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:17.041876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:17.041936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:17.041979] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:17.045935] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: UP (p=61.21%)
[2025-12-19T20:28:17.046265] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-12-19T20:28:17.046405] [INFO ] [sig       ] NVG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:17.198093] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NVG.txt
[2025-12-19T20:28:17.198279] [INFO ] [sig       ] [2300/3561] Completed NVG in 0.4s | 2.90 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-19T20:28:17.198322] [INFO ] [sig       ] [2301/3561] Forecasting NVGS...
[2025-12-19T20:28:17.198354] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-12-19T20:28:17.198385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-12-19T20:28:17.211645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2025-12-19T20:28:17.212089] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-12-19T20:28:17.212998] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-12-19T20:28:17.213052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:17.213086] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:17.213119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:17.213203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:17.274174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:17.275086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:17.275180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:17.275219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:17.413607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:17.413786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:17.413827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:17.413855] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:17.417321] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=3.69%)
[2025-12-19T20:28:17.417620] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-12-19T20:28:17.417753] [INFO ] [sig       ] NVGS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:17.583764] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NVGS.txt
[2025-12-19T20:28:17.583911] [INFO ] [sig       ] [2301/3561] Completed NVGS in 0.4s | 2.90 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-19T20:28:17.583951] [INFO ] [sig       ] [2302/3561] Forecasting NVMI...
[2025-12-19T20:28:17.583983] [INFO ] [sig       ] Generating forecast for: NVMI
[2025-12-19T20:28:17.584016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2025-12-19T20:28:17.596087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2025-12-19T20:28:17.596444] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2025-12-19T20:28:17.597434] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2025-12-19T20:28:17.597485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:17.597517] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:17.597544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:17.597617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:17.658022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:17.659134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:17.659409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:17.659442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:17.783987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:17.784150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:17.784190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:17.784218] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:17.787802] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: DOWN (p=49.93%)
[2025-12-19T20:28:17.788076] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2025-12-19T20:28:17.788386] [INFO ] [sig       ] NVMI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:17.934839] [INFO ] [LOCAL     ] Saved forecast: NVMI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NVMI.txt
[2025-12-19T20:28:17.934998] [INFO ] [sig       ] [2302/3561] Completed NVMI in 0.4s | 2.90 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-19T20:28:17.935037] [INFO ] [sig       ] [2303/3561] Forecasting NVO...
[2025-12-19T20:28:17.935068] [INFO ] [sig       ] Generating forecast for: NVO
[2025-12-19T20:28:17.935098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-12-19T20:28:17.946840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2025-12-19T20:28:17.947191] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-12-19T20:28:17.947953] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-12-19T20:28:17.948005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:17.948037] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:17.948064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:17.948120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:18.003814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:18.004540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:18.004638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:18.004670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:18.132632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:18.132785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:18.132823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:18.132851] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:18.136504] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2025-12-19T20:28:18.136828] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-12-19T20:28:18.136983] [INFO ] [sig       ] NVO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:18.293017] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NVO.txt
[2025-12-19T20:28:18.293181] [INFO ] [sig       ] [2303/3561] Completed NVO in 0.4s | 2.90 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-19T20:28:18.293227] [INFO ] [sig       ] [2304/3561] Forecasting NVRI...
[2025-12-19T20:28:18.293258] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-12-19T20:28:18.293288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-12-19T20:28:18.305217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2025-12-19T20:28:18.305547] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-12-19T20:28:18.306502] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-12-19T20:28:18.306553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:18.306633] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:18.306662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:18.306718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:18.364738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:18.365477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:18.365555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:18.365604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:18.490743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:18.490900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:18.490938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:18.490966] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:18.494287] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: UP (p=67.20%)
[2025-12-19T20:28:18.494555] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-12-19T20:28:18.494696] [INFO ] [sig       ] NVRI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:18.640102] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NVRI.txt
[2025-12-19T20:28:18.640264] [INFO ] [sig       ] [2304/3561] Completed NVRI in 0.3s | 2.90 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-19T20:28:18.640304] [INFO ] [sig       ] [2305/3561] Forecasting NVS...
[2025-12-19T20:28:18.640334] [INFO ] [sig       ] Generating forecast for: NVS
[2025-12-19T20:28:18.640364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-12-19T20:28:18.653396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2025-12-19T20:28:18.653805] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-12-19T20:28:18.654591] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-12-19T20:28:18.654644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:18.654676] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:18.654702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:18.654759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:18.712832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:18.713720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:18.713803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:18.713835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:18.836633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:18.836794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:18.836832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:18.836860] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:18.840187] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: DOWN (p=6.34%)
[2025-12-19T20:28:18.840477] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-12-19T20:28:18.840644] [INFO ] [sig       ] NVS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:18.982055] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NVS.txt
[2025-12-19T20:28:18.982231] [INFO ] [sig       ] [2305/3561] Completed NVS in 0.3s | 2.90 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-19T20:28:18.982285] [INFO ] [sig       ] [2306/3561] Forecasting NVTS...
[2025-12-19T20:28:18.982330] [INFO ] [sig       ] Generating forecast for: NVTS
[2025-12-19T20:28:18.982375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2025-12-19T20:28:18.994091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2025-12-19T20:28:18.994437] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2025-12-19T20:28:18.995218] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2025-12-19T20:28:18.995270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:18.995302] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:18.995329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:18.995386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:19.051115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:19.051930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:19.052030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:19.052075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:19.171702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:19.171884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:19.171925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:19.171953] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:19.175349] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: UP (p=95.48%)
[2025-12-19T20:28:19.175683] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2025-12-19T20:28:19.175832] [INFO ] [sig       ] NVTS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:19.315709] [INFO ] [LOCAL     ] Saved forecast: NVTS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NVTS.txt
[2025-12-19T20:28:19.315838] [INFO ] [sig       ] [2306/3561] Completed NVTS in 0.3s | 2.90 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-19T20:28:19.315876] [INFO ] [sig       ] [2307/3561] Forecasting NWBI...
[2025-12-19T20:28:19.315905] [INFO ] [sig       ] Generating forecast for: NWBI
[2025-12-19T20:28:19.315934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2025-12-19T20:28:19.327635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2025-12-19T20:28:19.327945] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2025-12-19T20:28:19.328738] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2025-12-19T20:28:19.328796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:19.328829] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:19.328856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:19.328911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:19.384421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:19.385021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:19.385096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:19.385128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:19.499030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:19.499155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:19.499230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:19.499284] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:19.502507] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: DOWN (p=12.98%)
[2025-12-19T20:28:19.502793] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2025-12-19T20:28:19.502912] [INFO ] [sig       ] NWBI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:19.639656] [INFO ] [LOCAL     ] Saved forecast: NWBI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NWBI.txt
[2025-12-19T20:28:19.639760] [INFO ] [sig       ] [2307/3561] Completed NWBI in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-19T20:28:19.639797] [INFO ] [sig       ] [2308/3561] Forecasting NWE...
[2025-12-19T20:28:19.639826] [INFO ] [sig       ] Generating forecast for: NWE
[2025-12-19T20:28:19.639856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2025-12-19T20:28:19.652747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2025-12-19T20:28:19.653059] [INFO ] [FORECASTER] Starting predict_future for NWE
[2025-12-19T20:28:19.653819] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2025-12-19T20:28:19.653870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:19.653901] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:19.653928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:19.653984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:19.711385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:19.712011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:19.712094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:19.712124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:19.831990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:19.832145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:19.832182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:19.832211] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:19.835653] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: DOWN (p=35.84%)
[2025-12-19T20:28:19.835916] [INFO ] [FORECASTER] Completed predict_future for NWE
[2025-12-19T20:28:19.836036] [INFO ] [sig       ] NWE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:19.974438] [INFO ] [LOCAL     ] Saved forecast: NWE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NWE.txt
[2025-12-19T20:28:19.974547] [INFO ] [sig       ] [2308/3561] Completed NWE in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-19T20:28:19.974601] [INFO ] [sig       ] [2309/3561] Forecasting NWFL...
[2025-12-19T20:28:19.974632] [INFO ] [sig       ] Generating forecast for: NWFL
[2025-12-19T20:28:19.974662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2025-12-19T20:28:19.986601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2025-12-19T20:28:19.986915] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2025-12-19T20:28:19.987695] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2025-12-19T20:28:19.987745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:19.987776] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:19.987802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:19.987858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:20.044423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:20.045148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:20.045225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:20.045257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:20.147880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:20.148031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:20.148073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:20.148101] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:20.151499] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: DOWN (p=26.84%)
[2025-12-19T20:28:20.151782] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2025-12-19T20:28:20.151901] [INFO ] [sig       ] NWFL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:20.289929] [INFO ] [LOCAL     ] Saved forecast: NWFL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NWFL.txt
[2025-12-19T20:28:20.290058] [INFO ] [sig       ] [2309/3561] Completed NWFL in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-19T20:28:20.290103] [INFO ] [sig       ] [2310/3561] Forecasting NWG...
[2025-12-19T20:28:20.290138] [INFO ] [sig       ] Generating forecast for: NWG
[2025-12-19T20:28:20.290176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-12-19T20:28:20.301867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2025-12-19T20:28:20.302204] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-12-19T20:28:20.302968] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-12-19T20:28:20.303018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:20.303049] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:20.303076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:20.303130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:20.361783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:20.362547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:20.362646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:20.362679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:20.481170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:20.481330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:20.481369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:20.481398] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:20.484741] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: DOWN (p=11.63%)
[2025-12-19T20:28:20.485008] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-12-19T20:28:20.485126] [INFO ] [sig       ] NWG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:20.620339] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NWG.txt
[2025-12-19T20:28:20.620453] [INFO ] [sig       ] [2310/3561] Completed NWG in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-19T20:28:20.620490] [INFO ] [sig       ] [2311/3561] Forecasting NWL...
[2025-12-19T20:28:20.620520] [INFO ] [sig       ] Generating forecast for: NWL
[2025-12-19T20:28:20.620550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2025-12-19T20:28:20.632430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2025-12-19T20:28:20.632789] [INFO ] [FORECASTER] Starting predict_future for NWL
[2025-12-19T20:28:20.633532] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2025-12-19T20:28:20.633602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:20.633648] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:20.633676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:20.633732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:20.689506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:20.690112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:20.690188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:20.690219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:20.813779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:20.813952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:20.813991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:20.814019] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:20.817387] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: UP (p=68.08%)
[2025-12-19T20:28:20.817701] [INFO ] [FORECASTER] Completed predict_future for NWL
[2025-12-19T20:28:20.817829] [INFO ] [sig       ] NWL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:20.955749] [INFO ] [LOCAL     ] Saved forecast: NWL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NWL.txt
[2025-12-19T20:28:20.955881] [INFO ] [sig       ] [2311/3561] Completed NWL in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-19T20:28:20.955919] [INFO ] [sig       ] [2312/3561] Forecasting NWPX...
[2025-12-19T20:28:20.955949] [INFO ] [sig       ] Generating forecast for: NWPX
[2025-12-19T20:28:20.955978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2025-12-19T20:28:20.967207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2025-12-19T20:28:20.967535] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2025-12-19T20:28:20.968306] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2025-12-19T20:28:20.968356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:20.968387] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:20.968413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:20.968467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:21.023362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:21.024216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:21.024299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:21.024330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:21.143884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:21.144042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:21.144079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:21.144107] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:21.147396] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: DOWN (p=24.92%)
[2025-12-19T20:28:21.147677] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2025-12-19T20:28:21.147799] [INFO ] [sig       ] NWPX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:21.287299] [INFO ] [LOCAL     ] Saved forecast: NWPX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NWPX.txt
[2025-12-19T20:28:21.287427] [INFO ] [sig       ] [2312/3561] Completed NWPX in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-19T20:28:21.287465] [INFO ] [sig       ] [2313/3561] Forecasting NWS...
[2025-12-19T20:28:21.287495] [INFO ] [sig       ] Generating forecast for: NWS
[2025-12-19T20:28:21.287525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2025-12-19T20:28:21.299038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2025-12-19T20:28:21.299390] [INFO ] [FORECASTER] Starting predict_future for NWS
[2025-12-19T20:28:21.300152] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2025-12-19T20:28:21.300204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:21.300235] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:21.300261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:21.300316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:21.355773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:21.356349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:21.356425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:21.356457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:21.475743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:21.475892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:21.475932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:21.475960] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:21.479242] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: UP (p=64.77%)
[2025-12-19T20:28:21.479505] [INFO ] [FORECASTER] Completed predict_future for NWS
[2025-12-19T20:28:21.479641] [INFO ] [sig       ] NWS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:21.619012] [INFO ] [LOCAL     ] Saved forecast: NWS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NWS.txt
[2025-12-19T20:28:21.619166] [INFO ] [sig       ] [2313/3561] Completed NWS in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-19T20:28:21.619206] [INFO ] [sig       ] [2314/3561] Forecasting NWSA...
[2025-12-19T20:28:21.619236] [INFO ] [sig       ] Generating forecast for: NWSA
[2025-12-19T20:28:21.619266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2025-12-19T20:28:21.632672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2025-12-19T20:28:21.633102] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2025-12-19T20:28:21.634174] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2025-12-19T20:28:21.634229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:21.634261] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:21.634289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:21.634490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:21.694554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:21.695492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:21.695665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:21.695703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:21.827539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:21.827752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:21.827809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:21.827849] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:21.832703] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: DOWN (p=13.48%)
[2025-12-19T20:28:21.833123] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2025-12-19T20:28:21.833270] [INFO ] [sig       ] NWSA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:21.982881] [INFO ] [LOCAL     ] Saved forecast: NWSA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NWSA.txt
[2025-12-19T20:28:21.983049] [INFO ] [sig       ] [2314/3561] Completed NWSA in 0.4s | 2.90 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-19T20:28:21.983089] [INFO ] [sig       ] [2315/3561] Forecasting NX...
[2025-12-19T20:28:21.983126] [INFO ] [sig       ] Generating forecast for: NX
[2025-12-19T20:28:21.983160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-12-19T20:28:22.000022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2025-12-19T20:28:22.000507] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-12-19T20:28:22.001522] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-12-19T20:28:22.001605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:22.001654] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:22.001694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:22.001778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:22.064539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:22.065475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:22.065562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:22.065617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:22.190601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:22.190769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:22.190807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:22.190835] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:22.194628] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: UP (p=80.81%)
[2025-12-19T20:28:22.194901] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-12-19T20:28:22.195025] [INFO ] [sig       ] NX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:22.339547] [INFO ] [LOCAL     ] Saved forecast: NX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NX.txt
[2025-12-19T20:28:22.339723] [INFO ] [sig       ] [2315/3561] Completed NX in 0.4s | 2.90 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-19T20:28:22.339784] [INFO ] [sig       ] [2316/3561] Forecasting NXC...
[2025-12-19T20:28:22.339815] [INFO ] [sig       ] Generating forecast for: NXC
[2025-12-19T20:28:22.339846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-12-19T20:28:22.350759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXC'.
[2025-12-19T20:28:22.351724] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-12-19T20:28:22.353113] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-12-19T20:28:22.353170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:22.353204] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:22.353232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:22.353294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:22.411949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:22.412843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:22.412928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:22.412961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:22.524695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:22.524854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:22.524893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:22.524922] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:22.528894] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-12-19T20:28:22.529178] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-12-19T20:28:22.529501] [INFO ] [sig       ] NXC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:22.676907] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NXC.txt
[2025-12-19T20:28:22.677039] [INFO ] [sig       ] [2316/3561] Completed NXC in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-19T20:28:22.677077] [INFO ] [sig       ] [2317/3561] Forecasting NXE...
[2025-12-19T20:28:22.677106] [INFO ] [sig       ] Generating forecast for: NXE
[2025-12-19T20:28:22.677137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-12-19T20:28:22.688769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2025-12-19T20:28:22.689087] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-12-19T20:28:22.690062] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-12-19T20:28:22.690124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:22.690163] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:22.690195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:22.690263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:22.746774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:22.747373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:22.747660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:22.747692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:22.866646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:22.866773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:22.866811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:22.866839] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:22.870186] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=62.72%)
[2025-12-19T20:28:22.870448] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-12-19T20:28:22.870566] [INFO ] [sig       ] NXE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:23.019709] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NXE.txt
[2025-12-19T20:28:23.019930] [INFO ] [sig       ] [2317/3561] Completed NXE in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-19T20:28:23.019990] [INFO ] [sig       ] [2318/3561] Forecasting NXG...
[2025-12-19T20:28:23.020030] [INFO ] [sig       ] Generating forecast for: NXG
[2025-12-19T20:28:23.020066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-12-19T20:28:23.034066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2025-12-19T20:28:23.034648] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-12-19T20:28:23.035472] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-12-19T20:28:23.035525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:23.035559] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:23.035611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:23.035672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:23.102187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:23.103336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:23.103447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:23.103507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:23.248441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:23.248614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:23.248666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:23.248737] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:23.252859] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=6.49%)
[2025-12-19T20:28:23.253219] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-12-19T20:28:23.253609] [INFO ] [sig       ] NXG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:23.413439] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NXG.txt
[2025-12-19T20:28:23.413606] [INFO ] [sig       ] [2318/3561] Completed NXG in 0.4s | 2.90 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-19T20:28:23.413650] [INFO ] [sig       ] [2319/3561] Forecasting NXGL...
[2025-12-19T20:28:23.413682] [INFO ] [sig       ] Generating forecast for: NXGL
[2025-12-19T20:28:23.413714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2025-12-19T20:28:23.427128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2025-12-19T20:28:23.427499] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2025-12-19T20:28:23.428337] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2025-12-19T20:28:23.428390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:23.428423] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:23.428451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:23.428507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:23.495461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:23.496310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:23.496599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:23.496651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:23.628850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:23.629012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:23.629063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:23.629099] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:23.633067] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: UP (p=91.86%)
[2025-12-19T20:28:23.633351] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2025-12-19T20:28:23.633501] [INFO ] [sig       ] NXGL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:23.777319] [INFO ] [LOCAL     ] Saved forecast: NXGL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NXGL.txt
[2025-12-19T20:28:23.777460] [INFO ] [sig       ] [2319/3561] Completed NXGL in 0.4s | 2.90 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-19T20:28:23.777500] [INFO ] [sig       ] [2320/3561] Forecasting NXP...
[2025-12-19T20:28:23.777531] [INFO ] [sig       ] Generating forecast for: NXP
[2025-12-19T20:28:23.777562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-12-19T20:28:23.789723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2025-12-19T20:28:23.790053] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-12-19T20:28:23.790829] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-12-19T20:28:23.790881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:23.790914] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:23.790941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:23.790998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:23.846863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:23.847453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:23.847532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:23.847564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:23.966399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:23.966540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:23.966594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:23.966625] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:23.969872] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: UP (p=64.95%)
[2025-12-19T20:28:23.970142] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-12-19T20:28:23.970266] [INFO ] [sig       ] NXP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:24.106992] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NXP.txt
[2025-12-19T20:28:24.107103] [INFO ] [sig       ] [2320/3561] Completed NXP in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-19T20:28:24.107141] [INFO ] [sig       ] [2321/3561] Forecasting NXPI...
[2025-12-19T20:28:24.107170] [INFO ] [sig       ] Generating forecast for: NXPI
[2025-12-19T20:28:24.107199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2025-12-19T20:28:24.120662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2025-12-19T20:28:24.121089] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2025-12-19T20:28:24.121931] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2025-12-19T20:28:24.121982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:24.122044] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:24.122073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:24.122129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:24.180686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:24.181469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:24.181550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:24.181599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:24.307269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:24.307418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:24.307457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:24.307485] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:24.310976] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: DOWN (p=37.23%)
[2025-12-19T20:28:24.311247] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2025-12-19T20:28:24.311366] [INFO ] [sig       ] NXPI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:24.449036] [INFO ] [LOCAL     ] Saved forecast: NXPI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/NXPI.txt
[2025-12-19T20:28:24.449151] [INFO ] [sig       ] [2321/3561] Completed NXPI in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-19T20:28:24.449189] [INFO ] [sig       ] [2322/3561] Forecasting NYXH...
[2025-12-19T20:28:24.449219] [INFO ] [sig       ] Generating forecast for: NYXH
[2025-12-19T20:28:24.449249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2025-12-19T20:28:24.461502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2025-12-19T20:28:24.461846] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2025-12-19T20:28:24.462809] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2025-12-19T20:28:24.462860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:24.462890] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:24.462916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:24.462983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:24.519457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:24.520070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:24.520146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:24.520177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:24.633496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:24.633649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:24.633687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:24.633716] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:24.636957] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: UP (p=55.18%)
[2025-12-19T20:28:24.637218] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2025-12-19T20:28:24.637336] [INFO ] [sig       ] NYXH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:24.775176] [INFO ] [LOCAL     ] Saved forecast: NYXH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NYXH.txt
[2025-12-19T20:28:24.775297] [INFO ] [sig       ] [2322/3561] Completed NYXH in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-19T20:28:24.775335] [INFO ] [sig       ] [2323/3561] Forecasting NZF...
[2025-12-19T20:28:24.775364] [INFO ] [sig       ] Generating forecast for: NZF
[2025-12-19T20:28:24.775395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-12-19T20:28:24.786903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2025-12-19T20:28:24.787238] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-12-19T20:28:24.788009] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-12-19T20:28:24.788059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:24.788092] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:24.788119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:24.788175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:24.842833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:24.843484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:24.843561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:24.843611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:24.967113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:24.967266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:24.967304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:24.967332] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:24.970843] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: UP (p=83.57%)
[2025-12-19T20:28:24.971107] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-12-19T20:28:24.971225] [INFO ] [sig       ] NZF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:25.109260] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/NZF.txt
[2025-12-19T20:28:25.109638] [INFO ] [sig       ] [2323/3561] Completed NZF in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-19T20:28:25.109682] [INFO ] [sig       ] [2324/3561] Forecasting OABI...
[2025-12-19T20:28:25.109714] [INFO ] [sig       ] Generating forecast for: OABI
[2025-12-19T20:28:25.109745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2025-12-19T20:28:25.121678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2025-12-19T20:28:25.122039] [INFO ] [FORECASTER] Starting predict_future for OABI
[2025-12-19T20:28:25.122848] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2025-12-19T20:28:25.122919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:25.122964] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:25.122994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:25.123051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:25.181729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:25.182440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:25.182520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:25.182554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:25.307583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:25.307740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:25.307778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:25.307837] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:25.314598] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: DOWN (p=32.55%)
[2025-12-19T20:28:25.314875] [INFO ] [FORECASTER] Completed predict_future for OABI
[2025-12-19T20:28:25.315011] [INFO ] [sig       ] OABI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:25.451745] [INFO ] [LOCAL     ] Saved forecast: OABI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OABI.txt
[2025-12-19T20:28:25.451888] [INFO ] [sig       ] [2324/3561] Completed OABI in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-19T20:28:25.451926] [INFO ] [sig       ] [2325/3561] Forecasting OBDC...
[2025-12-19T20:28:25.451956] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-12-19T20:28:25.451987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-12-19T20:28:25.463555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2025-12-19T20:28:25.463916] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-12-19T20:28:25.464679] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-12-19T20:28:25.464731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:25.464784] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:25.464813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:25.464869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:25.519630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:25.520430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:25.520511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:25.520543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:25.639423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:25.639596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:25.639636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:25.639664] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:25.642947] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: DOWN (p=19.87%)
[2025-12-19T20:28:25.643213] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-12-19T20:28:25.643334] [INFO ] [sig       ] OBDC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:25.780651] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OBDC.txt
[2025-12-19T20:28:25.780803] [INFO ] [sig       ] [2325/3561] Completed OBDC in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-19T20:28:25.780844] [INFO ] [sig       ] [2326/3561] Forecasting OBIL...
[2025-12-19T20:28:25.780874] [INFO ] [sig       ] Generating forecast for: OBIL
[2025-12-19T20:28:25.780903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2025-12-19T20:28:25.792137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2025-12-19T20:28:25.792458] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2025-12-19T20:28:25.793226] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2025-12-19T20:28:25.793276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:25.793308] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:25.793334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:25.793389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:25.850757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:25.851564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:25.851674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:25.851710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:25.960013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:25.960161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:25.960198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:25.960226] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:25.964058] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=94.89%)
[2025-12-19T20:28:25.964331] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2025-12-19T20:28:25.964660] [INFO ] [sig       ] OBIL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:26.102232] [INFO ] [LOCAL     ] Saved forecast: OBIL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OBIL.txt
[2025-12-19T20:28:26.102363] [INFO ] [sig       ] [2326/3561] Completed OBIL in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-19T20:28:26.102402] [INFO ] [sig       ] [2327/3561] Forecasting OBIO...
[2025-12-19T20:28:26.102432] [INFO ] [sig       ] Generating forecast for: OBIO
[2025-12-19T20:28:26.102463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2025-12-19T20:28:26.114212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2025-12-19T20:28:26.114618] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2025-12-19T20:28:26.115393] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2025-12-19T20:28:26.115653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:26.115688] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:26.115715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:26.115771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:26.176159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:26.177049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:26.177135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:26.177168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:26.295809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:26.295965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:26.296002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:26.296030] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:26.299339] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: DOWN (p=8.66%)
[2025-12-19T20:28:26.299632] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2025-12-19T20:28:26.299754] [INFO ] [sig       ] OBIO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:26.438422] [INFO ] [LOCAL     ] Saved forecast: OBIO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OBIO.txt
[2025-12-19T20:28:26.438599] [INFO ] [sig       ] [2327/3561] Completed OBIO in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-19T20:28:26.438641] [INFO ] [sig       ] [2328/3561] Forecasting OBK...
[2025-12-19T20:28:26.438671] [INFO ] [sig       ] Generating forecast for: OBK
[2025-12-19T20:28:26.438714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-12-19T20:28:26.451013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2025-12-19T20:28:26.451347] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-12-19T20:28:26.452116] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-12-19T20:28:26.452166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:26.452200] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:26.452229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:26.452284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:26.510989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:26.511675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:26.511776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:26.511810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:26.633467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:26.633835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:26.633873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:26.633902] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:26.637883] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: UP (p=91.50%)
[2025-12-19T20:28:26.638164] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-12-19T20:28:26.638290] [INFO ] [sig       ] OBK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:26.777309] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OBK.txt
[2025-12-19T20:28:26.777441] [INFO ] [sig       ] [2328/3561] Completed OBK in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-19T20:28:26.777481] [INFO ] [sig       ] [2329/3561] Forecasting OC...
[2025-12-19T20:28:26.777510] [INFO ] [sig       ] Generating forecast for: OC
[2025-12-19T20:28:26.777539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-12-19T20:28:26.789190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2025-12-19T20:28:26.789595] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-12-19T20:28:26.790371] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-12-19T20:28:26.790423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:26.790456] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:26.790484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:26.790541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:26.847996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:26.848807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:26.848890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:26.848923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:26.973947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:26.974105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:26.974144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:26.974172] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:26.977640] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2025-12-19T20:28:26.977936] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-12-19T20:28:26.978061] [INFO ] [sig       ] OC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:27.117064] [INFO ] [LOCAL     ] Saved forecast: OC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OC.txt
[2025-12-19T20:28:27.117218] [INFO ] [sig       ] [2329/3561] Completed OC in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-19T20:28:27.117257] [INFO ] [sig       ] [2330/3561] Forecasting OCCI...
[2025-12-19T20:28:27.117287] [INFO ] [sig       ] Generating forecast for: OCCI
[2025-12-19T20:28:27.117317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2025-12-19T20:28:27.128660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2025-12-19T20:28:27.129088] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2025-12-19T20:28:27.129905] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2025-12-19T20:28:27.129957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:27.129989] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:27.130016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:27.130073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:27.187222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:27.188103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:27.188187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:27.188219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:27.304896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:27.305060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:27.305098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:27.305126] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:27.308449] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: DOWN (p=21.78%)
[2025-12-19T20:28:27.308762] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2025-12-19T20:28:27.308885] [INFO ] [sig       ] OCCI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:27.446850] [INFO ] [LOCAL     ] Saved forecast: OCCI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OCCI.txt
[2025-12-19T20:28:27.446995] [INFO ] [sig       ] [2330/3561] Completed OCCI in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-19T20:28:27.447037] [INFO ] [sig       ] [2331/3561] Forecasting OCFC...
[2025-12-19T20:28:27.447067] [INFO ] [sig       ] Generating forecast for: OCFC
[2025-12-19T20:28:27.447096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2025-12-19T20:28:27.462691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2025-12-19T20:28:27.463068] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2025-12-19T20:28:27.463855] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2025-12-19T20:28:27.463905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:27.463936] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:27.463963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:27.464019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:27.521113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:27.521833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:27.521978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:27.522016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:27.644135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:27.644306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:27.644346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:27.644374] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:27.648040] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: DOWN (p=7.09%)
[2025-12-19T20:28:27.648307] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2025-12-19T20:28:27.648429] [INFO ] [sig       ] OCFC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:27.786683] [INFO ] [LOCAL     ] Saved forecast: OCFC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OCFC.txt
[2025-12-19T20:28:27.786826] [INFO ] [sig       ] [2331/3561] Completed OCFC in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-19T20:28:27.786865] [INFO ] [sig       ] [2332/3561] Forecasting OCGN...
[2025-12-19T20:28:27.786895] [INFO ] [sig       ] Generating forecast for: OCGN
[2025-12-19T20:28:27.786924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2025-12-19T20:28:27.798784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2025-12-19T20:28:27.799182] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2025-12-19T20:28:27.800008] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2025-12-19T20:28:27.800063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:27.800095] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:27.800125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:27.800182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:27.858387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:27.859152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:27.859239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:27.859289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:27.984383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:27.984542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:27.984598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:27.984630] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:27.988022] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: DOWN (p=41.33%)
[2025-12-19T20:28:27.988295] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2025-12-19T20:28:27.988421] [INFO ] [sig       ] OCGN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:28.125002] [INFO ] [LOCAL     ] Saved forecast: OCGN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OCGN.txt
[2025-12-19T20:28:28.125137] [INFO ] [sig       ] [2332/3561] Completed OCGN in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-19T20:28:28.125177] [INFO ] [sig       ] [2333/3561] Forecasting OCSL...
[2025-12-19T20:28:28.125208] [INFO ] [sig       ] Generating forecast for: OCSL
[2025-12-19T20:28:28.125240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2025-12-19T20:28:28.136499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2025-12-19T20:28:28.136849] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2025-12-19T20:28:28.137610] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2025-12-19T20:28:28.137660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:28.137692] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:28.137719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:28.137774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:28.196463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:28.197290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:28.197374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:28.197408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:28.322666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:28.322825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:28.322865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:28.322894] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:28.326284] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: UP (p=94.36%)
[2025-12-19T20:28:28.326557] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2025-12-19T20:28:28.326700] [INFO ] [sig       ] OCSL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:28.461693] [INFO ] [LOCAL     ] Saved forecast: OCSL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OCSL.txt
[2025-12-19T20:28:28.461819] [INFO ] [sig       ] [2333/3561] Completed OCSL in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-19T20:28:28.461856] [INFO ] [sig       ] [2334/3561] Forecasting OCUL...
[2025-12-19T20:28:28.461884] [INFO ] [sig       ] Generating forecast for: OCUL
[2025-12-19T20:28:28.461915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2025-12-19T20:28:28.473686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2025-12-19T20:28:28.474095] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2025-12-19T20:28:28.474902] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2025-12-19T20:28:28.474952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:28.474984] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:28.475011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:28.475066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:28.529722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:28.530419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:28.530694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:28.530731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:28.654134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:28.654288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:28.654325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:28.654354] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:28.657701] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: UP (p=59.90%)
[2025-12-19T20:28:28.657967] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2025-12-19T20:28:28.658087] [INFO ] [sig       ] OCUL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:28.794548] [INFO ] [LOCAL     ] Saved forecast: OCUL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OCUL.txt
[2025-12-19T20:28:28.794726] [INFO ] [sig       ] [2334/3561] Completed OCUL in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-19T20:28:28.794766] [INFO ] [sig       ] [2335/3561] Forecasting ODC...
[2025-12-19T20:28:28.794795] [INFO ] [sig       ] Generating forecast for: ODC
[2025-12-19T20:28:28.794826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-12-19T20:28:28.806182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2025-12-19T20:28:28.806598] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-12-19T20:28:28.807355] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-12-19T20:28:28.807406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:28.807449] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:28.807477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:28.807532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:28.863335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:28.864207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:28.864289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:28.864322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:28.980180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:28.980337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:28.980375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:28.980404] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:28.983686] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=52.18%)
[2025-12-19T20:28:28.983951] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-12-19T20:28:28.984069] [INFO ] [sig       ] ODC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:29.118745] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ODC.txt
[2025-12-19T20:28:29.118881] [INFO ] [sig       ] [2335/3561] Completed ODC in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-19T20:28:29.118918] [INFO ] [sig       ] [2336/3561] Forecasting ODD...
[2025-12-19T20:28:29.118948] [INFO ] [sig       ] Generating forecast for: ODD
[2025-12-19T20:28:29.118979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2025-12-19T20:28:29.130070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2025-12-19T20:28:29.130483] [INFO ] [FORECASTER] Starting predict_future for ODD
[2025-12-19T20:28:29.131275] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2025-12-19T20:28:29.131327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:29.131360] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:29.131387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:29.131445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:29.186507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:29.187200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:29.187279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:29.187311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:29.305360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:29.305519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:29.305772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:29.305801] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:29.309110] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: UP (p=53.86%)
[2025-12-19T20:28:29.309383] [INFO ] [FORECASTER] Completed predict_future for ODD
[2025-12-19T20:28:29.309709] [INFO ] [sig       ] ODD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:29.446686] [INFO ] [LOCAL     ] Saved forecast: ODD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ODD.txt
[2025-12-19T20:28:29.446840] [INFO ] [sig       ] [2336/3561] Completed ODD in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-19T20:28:29.446879] [INFO ] [sig       ] [2337/3561] Forecasting ODFL...
[2025-12-19T20:28:29.446909] [INFO ] [sig       ] Generating forecast for: ODFL
[2025-12-19T20:28:29.446939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2025-12-19T20:28:29.461781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2025-12-19T20:28:29.462129] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2025-12-19T20:28:29.462893] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2025-12-19T20:28:29.462943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:29.462975] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:29.463002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:29.463062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:29.519121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:29.520009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:29.520087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:29.520119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:29.643970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:29.644121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:29.644159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:29.644187] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:29.647806] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: DOWN (p=3.97%)
[2025-12-19T20:28:29.648081] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2025-12-19T20:28:29.648204] [INFO ] [sig       ] ODFL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:29.785849] [INFO ] [LOCAL     ] Saved forecast: ODFL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ODFL.txt
[2025-12-19T20:28:29.785979] [INFO ] [sig       ] [2337/3561] Completed ODFL in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-19T20:28:29.786017] [INFO ] [sig       ] [2338/3561] Forecasting OEC...
[2025-12-19T20:28:29.786046] [INFO ] [sig       ] Generating forecast for: OEC
[2025-12-19T20:28:29.786076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-12-19T20:28:29.797426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2025-12-19T20:28:29.797784] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-12-19T20:28:29.798542] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-12-19T20:28:29.798612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:29.798669] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:29.798726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:29.798782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:29.853841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:29.854507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:29.854600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:29.854635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:29.975495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:29.975668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:29.975707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:29.975735] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:29.979555] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: UP (p=95.34%)
[2025-12-19T20:28:29.979835] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-12-19T20:28:29.979955] [INFO ] [sig       ] OEC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:30.118525] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OEC.txt
[2025-12-19T20:28:30.118689] [INFO ] [sig       ] [2338/3561] Completed OEC in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-19T20:28:30.118738] [INFO ] [sig       ] [2339/3561] Forecasting OESX...
[2025-12-19T20:28:30.118772] [INFO ] [sig       ] Generating forecast for: OESX
[2025-12-19T20:28:30.118802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2025-12-19T20:28:30.129360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2025-12-19T20:28:30.129937] [INFO ] [FORECASTER] Starting predict_future for OESX
[2025-12-19T20:28:30.130746] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2025-12-19T20:28:30.130799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:30.130830] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:30.130855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:30.130910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:30.186632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:30.187447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:30.187532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:30.187564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:30.311269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:30.311431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:30.311471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:30.311500] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:30.315096] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=96.25%)
[2025-12-19T20:28:30.315432] [INFO ] [FORECASTER] Completed predict_future for OESX
[2025-12-19T20:28:30.315569] [INFO ] [sig       ] OESX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:30.477146] [INFO ] [LOCAL     ] Saved forecast: OESX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OESX.txt
[2025-12-19T20:28:30.477358] [INFO ] [sig       ] [2339/3561] Completed OESX in 0.4s | 2.90 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-19T20:28:30.477418] [INFO ] [sig       ] [2340/3561] Forecasting OFG...
[2025-12-19T20:28:30.477460] [INFO ] [sig       ] Generating forecast for: OFG
[2025-12-19T20:28:30.477712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-12-19T20:28:30.490802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2025-12-19T20:28:30.491206] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-12-19T20:28:30.492060] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-12-19T20:28:30.492114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:30.492148] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:30.492175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:30.492232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:30.555662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:30.556666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:30.556795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:30.556830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:30.687645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:30.687801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:30.687840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:30.687869] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:30.691776] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: UP (p=85.25%)
[2025-12-19T20:28:30.692087] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-12-19T20:28:30.692250] [INFO ] [sig       ] OFG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:30.840320] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OFG.txt
[2025-12-19T20:28:30.840478] [INFO ] [sig       ] [2340/3561] Completed OFG in 0.4s | 2.90 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-19T20:28:30.840518] [INFO ] [sig       ] [2341/3561] Forecasting OFIX...
[2025-12-19T20:28:30.840548] [INFO ] [sig       ] Generating forecast for: OFIX
[2025-12-19T20:28:30.840601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2025-12-19T20:28:30.852797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2025-12-19T20:28:30.853211] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2025-12-19T20:28:30.854030] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2025-12-19T20:28:30.854083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:30.854115] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:30.854143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:30.854199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:30.912222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:30.913067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:30.913153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:30.913186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:31.034133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:31.034289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:31.034326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:31.034426] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:31.037958] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: UP (p=60.93%)
[2025-12-19T20:28:31.038257] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2025-12-19T20:28:31.038386] [INFO ] [sig       ] OFIX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:31.181068] [INFO ] [LOCAL     ] Saved forecast: OFIX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OFIX.txt
[2025-12-19T20:28:31.181223] [INFO ] [sig       ] [2341/3561] Completed OFIX in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-19T20:28:31.181263] [INFO ] [sig       ] [2342/3561] Forecasting OFLX...
[2025-12-19T20:28:31.181293] [INFO ] [sig       ] Generating forecast for: OFLX
[2025-12-19T20:28:31.181325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2025-12-19T20:28:31.194417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2025-12-19T20:28:31.194840] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2025-12-19T20:28:31.195640] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2025-12-19T20:28:31.195694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:31.195726] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:31.195753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:31.195808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:31.253496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:31.254390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:31.254471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:31.254503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:31.370797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:31.370957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:31.370998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:31.371047] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:31.374414] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: UP (p=61.29%)
[2025-12-19T20:28:31.374733] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2025-12-19T20:28:31.374880] [INFO ] [sig       ] OFLX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:31.514719] [INFO ] [LOCAL     ] Saved forecast: OFLX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OFLX.txt
[2025-12-19T20:28:31.514846] [INFO ] [sig       ] [2342/3561] Completed OFLX in 0.3s | 2.90 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-19T20:28:31.514884] [INFO ] [sig       ] [2343/3561] Forecasting OFS...
[2025-12-19T20:28:31.514913] [INFO ] [sig       ] Generating forecast for: OFS
[2025-12-19T20:28:31.514944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2025-12-19T20:28:31.525936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2025-12-19T20:28:31.526280] [INFO ] [FORECASTER] Starting predict_future for OFS
[2025-12-19T20:28:31.527120] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2025-12-19T20:28:31.527175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:31.527208] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:31.527238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:31.527297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:31.583794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:31.584465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:31.584544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:31.584792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:31.706506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:31.706672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:31.706711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:31.706741] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:31.710225] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: DOWN (p=14.89%)
[2025-12-19T20:28:31.710726] [INFO ] [FORECASTER] Completed predict_future for OFS
[2025-12-19T20:28:31.710856] [INFO ] [sig       ] OFS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:31.848267] [INFO ] [LOCAL     ] Saved forecast: OFS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OFS.txt
[2025-12-19T20:28:31.848401] [INFO ] [sig       ] [2343/3561] Completed OFS in 0.3s | 2.90 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-19T20:28:31.848440] [INFO ] [sig       ] [2344/3561] Forecasting OGE...
[2025-12-19T20:28:31.848469] [INFO ] [sig       ] Generating forecast for: OGE
[2025-12-19T20:28:31.848500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-12-19T20:28:31.863230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2025-12-19T20:28:31.863598] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-12-19T20:28:31.864377] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-12-19T20:28:31.864426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:31.864457] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:31.864483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:31.864542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:31.923734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:31.924407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:31.924503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:31.924539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:32.050438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:32.050805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:32.050843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:32.050870] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:32.054144] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: UP (p=61.22%)
[2025-12-19T20:28:32.054408] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-12-19T20:28:32.054525] [INFO ] [sig       ] OGE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:32.198547] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OGE.txt
[2025-12-19T20:28:32.198721] [INFO ] [sig       ] [2344/3561] Completed OGE in 0.4s | 2.90 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-19T20:28:32.198763] [INFO ] [sig       ] [2345/3561] Forecasting OGI...
[2025-12-19T20:28:32.198792] [INFO ] [sig       ] Generating forecast for: OGI
[2025-12-19T20:28:32.198822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2025-12-19T20:28:32.211295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2025-12-19T20:28:32.211652] [INFO ] [FORECASTER] Starting predict_future for OGI
[2025-12-19T20:28:32.212413] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2025-12-19T20:28:32.212465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:32.212497] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:32.212524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:32.212599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:32.269053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:32.269755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:32.269834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:32.269868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:32.396364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:32.396721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:32.396760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:32.396787] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:32.400099] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: DOWN (p=10.47%)
[2025-12-19T20:28:32.400364] [INFO ] [FORECASTER] Completed predict_future for OGI
[2025-12-19T20:28:32.400483] [INFO ] [sig       ] OGI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:32.539604] [INFO ] [LOCAL     ] Saved forecast: OGI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OGI.txt
[2025-12-19T20:28:32.539732] [INFO ] [sig       ] [2345/3561] Completed OGI in 0.3s | 2.90 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-19T20:28:32.539771] [INFO ] [sig       ] [2346/3561] Forecasting OGN...
[2025-12-19T20:28:32.539801] [INFO ] [sig       ] Generating forecast for: OGN
[2025-12-19T20:28:32.539832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-12-19T20:28:32.554912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2025-12-19T20:28:32.555291] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-12-19T20:28:32.556117] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-12-19T20:28:32.556170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:32.556202] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:32.556242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:32.556301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:32.618532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:32.619332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:32.619412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:32.619446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:32.751164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:32.751322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:32.751362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:32.751389] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:32.755044] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: DOWN (p=14.30%)
[2025-12-19T20:28:32.755332] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-12-19T20:28:32.755465] [INFO ] [sig       ] OGN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:32.912010] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OGN.txt
[2025-12-19T20:28:32.912159] [INFO ] [sig       ] [2346/3561] Completed OGN in 0.4s | 2.90 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-19T20:28:32.912200] [INFO ] [sig       ] [2347/3561] Forecasting OHI...
[2025-12-19T20:28:32.912231] [INFO ] [sig       ] Generating forecast for: OHI
[2025-12-19T20:28:32.912262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-12-19T20:28:32.925264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2025-12-19T20:28:32.925649] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-12-19T20:28:32.926430] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-12-19T20:28:32.926482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:32.926515] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:32.926550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:32.926638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:32.990569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:32.991366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:32.991446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:32.991492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:33.114238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:33.114390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:33.114428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:33.114462] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:33.118093] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: UP (p=99.83%)
[2025-12-19T20:28:33.118382] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-12-19T20:28:33.118517] [INFO ] [sig       ] OHI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:33.260070] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OHI.txt
[2025-12-19T20:28:33.260206] [INFO ] [sig       ] [2347/3561] Completed OHI in 0.3s | 2.90 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-19T20:28:33.260245] [INFO ] [sig       ] [2348/3561] Forecasting OI...
[2025-12-19T20:28:33.260276] [INFO ] [sig       ] Generating forecast for: OI
[2025-12-19T20:28:33.260305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-12-19T20:28:33.277262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2025-12-19T20:28:33.277637] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-12-19T20:28:33.278413] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-12-19T20:28:33.278464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:33.278495] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:33.278522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:33.278593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:33.336207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:33.336907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:33.336985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:33.337047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:33.455278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:33.455434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:33.455472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:33.455500] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:33.458983] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: DOWN (p=17.18%)
[2025-12-19T20:28:33.459250] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-12-19T20:28:33.459369] [INFO ] [sig       ] OI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:33.599074] [INFO ] [LOCAL     ] Saved forecast: OI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OI.txt
[2025-12-19T20:28:33.599210] [INFO ] [sig       ] [2348/3561] Completed OI in 0.3s | 2.90 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-19T20:28:33.599248] [INFO ] [sig       ] [2349/3561] Forecasting OIA...
[2025-12-19T20:28:33.599278] [INFO ] [sig       ] Generating forecast for: OIA
[2025-12-19T20:28:33.599307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-12-19T20:28:33.611161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2025-12-19T20:28:33.611517] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-12-19T20:28:33.612289] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-12-19T20:28:33.612341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:33.612373] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:33.612399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:33.612454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:33.669592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:33.670316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:33.670398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:33.670430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:33.790324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:33.790477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:33.790516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:33.790551] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:33.794432] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: DOWN (p=31.18%)
[2025-12-19T20:28:33.794906] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-12-19T20:28:33.795025] [INFO ] [sig       ] OIA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:33.937440] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OIA.txt
[2025-12-19T20:28:33.937597] [INFO ] [sig       ] [2349/3561] Completed OIA in 0.3s | 2.90 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-19T20:28:33.937637] [INFO ] [sig       ] [2350/3561] Forecasting OII...
[2025-12-19T20:28:33.937666] [INFO ] [sig       ] Generating forecast for: OII
[2025-12-19T20:28:33.937697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-12-19T20:28:33.952284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2025-12-19T20:28:33.952691] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-12-19T20:28:33.953644] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-12-19T20:28:33.953698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:33.953731] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:33.953757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:33.953813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:34.009698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:34.010527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:34.010625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:34.010660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:34.137552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:34.137736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:34.137778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:34.137808] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:34.141207] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: DOWN (p=14.40%)
[2025-12-19T20:28:34.141482] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-12-19T20:28:34.141624] [INFO ] [sig       ] OII: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:34.291545] [INFO ] [LOCAL     ] Saved forecast: OII	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OII.txt
[2025-12-19T20:28:34.291711] [INFO ] [sig       ] [2350/3561] Completed OII in 0.4s | 2.90 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-19T20:28:34.291753] [INFO ] [sig       ] [2351/3561] Forecasting OIS...
[2025-12-19T20:28:34.291784] [INFO ] [sig       ] Generating forecast for: OIS
[2025-12-19T20:28:34.291817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-12-19T20:28:34.303271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2025-12-19T20:28:34.303855] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-12-19T20:28:34.304836] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-12-19T20:28:34.304894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:34.304932] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:34.304960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:34.305017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:34.361366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:34.362011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:34.362087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:34.362119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:34.482841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:34.482999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:34.483038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:34.483067] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:34.486519] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: UP (p=66.99%)
[2025-12-19T20:28:34.486834] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-12-19T20:28:34.486965] [INFO ] [sig       ] OIS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:34.631516] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OIS.txt
[2025-12-19T20:28:34.631773] [INFO ] [sig       ] [2351/3561] Completed OIS in 0.3s | 2.90 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-19T20:28:34.631823] [INFO ] [sig       ] [2352/3561] Forecasting OKE...
[2025-12-19T20:28:34.631856] [INFO ] [sig       ] Generating forecast for: OKE
[2025-12-19T20:28:34.631891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-12-19T20:28:34.645533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2025-12-19T20:28:34.645924] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-12-19T20:28:34.646914] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-12-19T20:28:34.646967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:34.646999] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:34.647026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:34.647084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:34.702191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:34.702958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:34.703040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:34.703074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:34.832851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:34.833008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:34.833047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:34.833076] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:34.836429] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: DOWN (p=2.73%)
[2025-12-19T20:28:34.836713] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-12-19T20:28:34.836835] [INFO ] [sig       ] OKE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:34.975112] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OKE.txt
[2025-12-19T20:28:34.975253] [INFO ] [sig       ] [2352/3561] Completed OKE in 0.3s | 2.90 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-19T20:28:34.975292] [INFO ] [sig       ] [2353/3561] Forecasting OKTA...
[2025-12-19T20:28:34.975321] [INFO ] [sig       ] Generating forecast for: OKTA
[2025-12-19T20:28:34.975353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2025-12-19T20:28:34.989989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2025-12-19T20:28:34.990330] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2025-12-19T20:28:34.991091] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2025-12-19T20:28:34.991141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:34.991173] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:34.991200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:34.991255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:35.046516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:35.047275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:35.047377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:35.047411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:35.174164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:35.174319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:35.174358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:35.174385] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:35.178062] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: UP (p=56.94%)
[2025-12-19T20:28:35.178343] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2025-12-19T20:28:35.178464] [INFO ] [sig       ] OKTA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:35.330241] [INFO ] [LOCAL     ] Saved forecast: OKTA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OKTA.txt
[2025-12-19T20:28:35.330399] [INFO ] [sig       ] [2353/3561] Completed OKTA in 0.4s | 2.90 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-19T20:28:35.330442] [INFO ] [sig       ] [2354/3561] Forecasting OKYO...
[2025-12-19T20:28:35.330472] [INFO ] [sig       ] Generating forecast for: OKYO
[2025-12-19T20:28:35.330503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2025-12-19T20:28:35.343958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2025-12-19T20:28:35.344369] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2025-12-19T20:28:35.345180] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2025-12-19T20:28:35.345232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:35.345264] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:35.345292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:35.345347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:35.404467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:35.405336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:35.405418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:35.405450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:35.525086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:35.525242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:35.525281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:35.525311] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:35.529219] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: UP (p=50.52%)
[2025-12-19T20:28:35.529488] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2025-12-19T20:28:35.529815] [INFO ] [sig       ] OKYO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:35.667766] [INFO ] [LOCAL     ] Saved forecast: OKYO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OKYO.txt
[2025-12-19T20:28:35.667908] [INFO ] [sig       ] [2354/3561] Completed OKYO in 0.3s | 2.90 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-19T20:28:35.667947] [INFO ] [sig       ] [2355/3561] Forecasting OLED...
[2025-12-19T20:28:35.667977] [INFO ] [sig       ] Generating forecast for: OLED
[2025-12-19T20:28:35.668007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2025-12-19T20:28:35.682706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2025-12-19T20:28:35.683038] [INFO ] [FORECASTER] Starting predict_future for OLED
[2025-12-19T20:28:35.683819] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2025-12-19T20:28:35.683869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:35.683937] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:35.683965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:35.684021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:35.740711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:35.741417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:35.741497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:35.741528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:35.862019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:35.862192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:35.862231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:35.862258] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:35.865586] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: UP (p=85.99%)
[2025-12-19T20:28:35.865854] [INFO ] [FORECASTER] Completed predict_future for OLED
[2025-12-19T20:28:35.865974] [INFO ] [sig       ] OLED: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:36.002616] [INFO ] [LOCAL     ] Saved forecast: OLED	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OLED.txt
[2025-12-19T20:28:36.002748] [INFO ] [sig       ] [2355/3561] Completed OLED in 0.3s | 2.90 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-19T20:28:36.002786] [INFO ] [sig       ] [2356/3561] Forecasting OLLI...
[2025-12-19T20:28:36.002815] [INFO ] [sig       ] Generating forecast for: OLLI
[2025-12-19T20:28:36.002846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2025-12-19T20:28:36.016737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2025-12-19T20:28:36.017086] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2025-12-19T20:28:36.017872] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2025-12-19T20:28:36.017923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:36.017955] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:36.017982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:36.018037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:36.075175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:36.075812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:36.075891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:36.075922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:36.194613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:36.194769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:36.194808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:36.194837] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:36.198310] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: UP (p=60.41%)
[2025-12-19T20:28:36.198590] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2025-12-19T20:28:36.198729] [INFO ] [sig       ] OLLI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:36.336667] [INFO ] [LOCAL     ] Saved forecast: OLLI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OLLI.txt
[2025-12-19T20:28:36.336804] [INFO ] [sig       ] [2356/3561] Completed OLLI in 0.3s | 2.90 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-19T20:28:36.336842] [INFO ] [sig       ] [2357/3561] Forecasting OLMA...
[2025-12-19T20:28:36.336871] [INFO ] [sig       ] Generating forecast for: OLMA
[2025-12-19T20:28:36.336901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2025-12-19T20:28:36.353504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2025-12-19T20:28:36.353877] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2025-12-19T20:28:36.354658] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2025-12-19T20:28:36.354709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:36.354741] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:36.354767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:36.354822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:36.410268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:36.410923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:36.411004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:36.411035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:36.537342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:36.537484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:36.537521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:36.537550] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:36.540847] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: DOWN (p=22.84%)
[2025-12-19T20:28:36.541110] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2025-12-19T20:28:36.541227] [INFO ] [sig       ] OLMA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:36.734918] [INFO ] [LOCAL     ] Saved forecast: OLMA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OLMA.txt
[2025-12-19T20:28:36.735052] [INFO ] [sig       ] [2357/3561] Completed OLMA in 0.4s | 2.90 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-19T20:28:36.735090] [INFO ] [sig       ] [2358/3561] Forecasting OLN...
[2025-12-19T20:28:36.735118] [INFO ] [sig       ] Generating forecast for: OLN
[2025-12-19T20:28:36.735150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-12-19T20:28:36.750826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2025-12-19T20:28:36.751186] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-12-19T20:28:36.751988] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-12-19T20:28:36.752040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:36.752071] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:36.752097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:36.752154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:36.810109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:36.810767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:36.810848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:36.810880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:36.928476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:36.928638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:36.928694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:36.928753] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:36.932452] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: DOWN (p=29.46%)
[2025-12-19T20:28:36.932746] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-12-19T20:28:36.932870] [INFO ] [sig       ] OLN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:37.073330] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OLN.txt
[2025-12-19T20:28:37.073461] [INFO ] [sig       ] [2358/3561] Completed OLN in 0.3s | 2.90 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-19T20:28:37.073503] [INFO ] [sig       ] [2359/3561] Forecasting OLP...
[2025-12-19T20:28:37.073532] [INFO ] [sig       ] Generating forecast for: OLP
[2025-12-19T20:28:37.073562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-12-19T20:28:37.090415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2025-12-19T20:28:37.090778] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-12-19T20:28:37.091528] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-12-19T20:28:37.091596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:37.091642] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:37.091669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:37.091725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:37.147776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:37.148389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:37.148466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:37.148499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:37.265038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:37.265192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:37.265230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:37.265257] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:37.268964] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: UP (p=50.49%)
[2025-12-19T20:28:37.269231] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-12-19T20:28:37.269350] [INFO ] [sig       ] OLP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:37.405546] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OLP.txt
[2025-12-19T20:28:37.405697] [INFO ] [sig       ] [2359/3561] Completed OLP in 0.3s | 2.90 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-19T20:28:37.405735] [INFO ] [sig       ] [2360/3561] Forecasting OLPX...
[2025-12-19T20:28:37.405765] [INFO ] [sig       ] Generating forecast for: OLPX
[2025-12-19T20:28:37.405793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2025-12-19T20:28:37.420831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2025-12-19T20:28:37.421182] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2025-12-19T20:28:37.421968] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2025-12-19T20:28:37.422019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:37.422051] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:37.422077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:37.422133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:37.476226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:37.476835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:37.476910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:37.476941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:37.596855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:37.597015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:37.597053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:37.597081] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:37.600855] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: UP (p=95.40%)
[2025-12-19T20:28:37.601120] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2025-12-19T20:28:37.601238] [INFO ] [sig       ] OLPX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:37.742261] [INFO ] [LOCAL     ] Saved forecast: OLPX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OLPX.txt
[2025-12-19T20:28:37.742429] [INFO ] [sig       ] [2360/3561] Completed OLPX in 0.3s | 2.90 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-19T20:28:37.742469] [INFO ] [sig       ] [2361/3561] Forecasting OM...
[2025-12-19T20:28:37.742498] [INFO ] [sig       ] Generating forecast for: OM
[2025-12-19T20:28:37.742530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2025-12-19T20:28:37.755833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2025-12-19T20:28:37.756216] [INFO ] [FORECASTER] Starting predict_future for OM
[2025-12-19T20:28:37.757023] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2025-12-19T20:28:37.757073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:37.757105] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:37.757130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:37.757185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:37.812383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:37.813246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:37.813329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:37.813362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:37.936447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:37.936637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:37.936678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:37.936705] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:37.940097] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: DOWN (p=36.32%)
[2025-12-19T20:28:37.940368] [INFO ] [FORECASTER] Completed predict_future for OM
[2025-12-19T20:28:37.940498] [INFO ] [sig       ] OM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:38.080047] [INFO ] [LOCAL     ] Saved forecast: OM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OM.txt
[2025-12-19T20:28:38.080196] [INFO ] [sig       ] [2361/3561] Completed OM in 0.3s | 2.90 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-19T20:28:38.080235] [INFO ] [sig       ] [2362/3561] Forecasting OMAB...
[2025-12-19T20:28:38.080265] [INFO ] [sig       ] Generating forecast for: OMAB
[2025-12-19T20:28:38.080295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2025-12-19T20:28:38.093121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2025-12-19T20:28:38.093497] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2025-12-19T20:28:38.094263] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2025-12-19T20:28:38.094314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:38.094346] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:38.094373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:38.094429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:38.155288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:38.156188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:38.156278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:38.156310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:38.283911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:38.284069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:38.284109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:38.284137] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:38.287630] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: UP (p=80.21%)
[2025-12-19T20:28:38.288086] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2025-12-19T20:28:38.288210] [INFO ] [sig       ] OMAB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:38.426196] [INFO ] [LOCAL     ] Saved forecast: OMAB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OMAB.txt
[2025-12-19T20:28:38.426331] [INFO ] [sig       ] [2362/3561] Completed OMAB in 0.3s | 2.90 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-19T20:28:38.426376] [INFO ] [sig       ] [2363/3561] Forecasting OMC...
[2025-12-19T20:28:38.426407] [INFO ] [sig       ] Generating forecast for: OMC
[2025-12-19T20:28:38.426439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-12-19T20:28:38.438806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2025-12-19T20:28:38.439166] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-12-19T20:28:38.439947] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-12-19T20:28:38.439999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:38.440030] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:38.440056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:38.440111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:38.496232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:38.497218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:38.497302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:38.497334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:38.618586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:38.618763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:38.618811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:38.618841] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:38.622169] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: UP (p=51.04%)
[2025-12-19T20:28:38.622436] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-12-19T20:28:38.622558] [INFO ] [sig       ] OMC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:38.761966] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OMC.txt
[2025-12-19T20:28:38.762113] [INFO ] [sig       ] [2363/3561] Completed OMC in 0.3s | 2.90 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-19T20:28:38.762151] [INFO ] [sig       ] [2364/3561] Forecasting OMCL...
[2025-12-19T20:28:38.762182] [INFO ] [sig       ] Generating forecast for: OMCL
[2025-12-19T20:28:38.762212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2025-12-19T20:28:38.774155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2025-12-19T20:28:38.774492] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2025-12-19T20:28:38.775253] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2025-12-19T20:28:38.775303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:38.775335] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:38.775361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:38.775416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:38.831780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:38.832478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:38.832562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:38.832615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:38.959351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:38.959513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:38.959552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:38.959634] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:38.963816] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: DOWN (p=44.51%)
[2025-12-19T20:28:38.964121] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2025-12-19T20:28:38.964291] [INFO ] [sig       ] OMCL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:39.107737] [INFO ] [LOCAL     ] Saved forecast: OMCL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OMCL.txt
[2025-12-19T20:28:39.108074] [INFO ] [sig       ] [2364/3561] Completed OMCL in 0.3s | 2.90 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-19T20:28:39.108113] [INFO ] [sig       ] [2365/3561] Forecasting OMEX...
[2025-12-19T20:28:39.108141] [INFO ] [sig       ] Generating forecast for: OMEX
[2025-12-19T20:28:39.108171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2025-12-19T20:28:39.120353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2025-12-19T20:28:39.120718] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2025-12-19T20:28:39.121466] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2025-12-19T20:28:39.121515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:39.121546] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:39.121590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:39.121649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:39.178822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:39.179457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:39.179562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:39.179613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:39.302534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:39.302914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:39.302956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:39.302984] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:39.306640] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: DOWN (p=30.71%)
[2025-12-19T20:28:39.306906] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2025-12-19T20:28:39.307027] [INFO ] [sig       ] OMEX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:39.446244] [INFO ] [LOCAL     ] Saved forecast: OMEX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OMEX.txt
[2025-12-19T20:28:39.446379] [INFO ] [sig       ] [2365/3561] Completed OMEX in 0.3s | 2.90 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-19T20:28:39.446417] [INFO ] [sig       ] [2366/3561] Forecasting OMF...
[2025-12-19T20:28:39.446447] [INFO ] [sig       ] Generating forecast for: OMF
[2025-12-19T20:28:39.446476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-12-19T20:28:39.461162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2025-12-19T20:28:39.461566] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-12-19T20:28:39.462354] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-12-19T20:28:39.462405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:39.462438] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:39.462464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:39.462520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:39.520596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:39.521412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:39.521497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:39.521536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:39.647282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:39.647444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:39.647483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:39.647529] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:39.651169] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=13.03%)
[2025-12-19T20:28:39.651458] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-12-19T20:28:39.651606] [INFO ] [sig       ] OMF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:39.796663] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OMF.txt
[2025-12-19T20:28:39.796819] [INFO ] [sig       ] [2366/3561] Completed OMF in 0.4s | 2.90 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-19T20:28:39.796859] [INFO ] [sig       ] [2367/3561] Forecasting OMI...
[2025-12-19T20:28:39.796891] [INFO ] [sig       ] Generating forecast for: OMI
[2025-12-19T20:28:39.796921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-12-19T20:28:39.811293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMI'.
[2025-12-19T20:28:39.811707] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-12-19T20:28:39.812464] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-12-19T20:28:39.812515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:39.812546] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:39.812592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:39.812651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:39.870404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:39.871223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:39.871304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:39.871337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:39.994969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:39.995135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:39.995175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:39.995204] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:39.998606] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: UP (p=93.25%)
[2025-12-19T20:28:39.998915] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-12-19T20:28:39.999044] [INFO ] [sig       ] OMI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:40.138555] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OMI.txt
[2025-12-19T20:28:40.138755] [INFO ] [sig       ] [2367/3561] Completed OMI in 0.3s | 2.90 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-19T20:28:40.138795] [INFO ] [sig       ] [2368/3561] Forecasting ON...
[2025-12-19T20:28:40.138824] [INFO ] [sig       ] Generating forecast for: ON
[2025-12-19T20:28:40.138856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2025-12-19T20:28:40.151999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2025-12-19T20:28:40.152387] [INFO ] [FORECASTER] Starting predict_future for ON
[2025-12-19T20:28:40.153175] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2025-12-19T20:28:40.153226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:40.153259] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:40.153286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:40.153341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:40.209205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:40.210068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:40.210170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:40.210203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:40.335170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:40.335324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:40.335363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:40.335392] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:40.338724] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-12-19T20:28:40.338998] [INFO ] [FORECASTER] Completed predict_future for ON
[2025-12-19T20:28:40.339122] [INFO ] [sig       ] ON: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:40.481403] [INFO ] [LOCAL     ] Saved forecast: ON	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ON.txt
[2025-12-19T20:28:40.481621] [INFO ] [sig       ] [2368/3561] Completed ON in 0.3s | 2.90 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-19T20:28:40.481664] [INFO ] [sig       ] [2369/3561] Forecasting ONB...
[2025-12-19T20:28:40.481696] [INFO ] [sig       ] Generating forecast for: ONB
[2025-12-19T20:28:40.481731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2025-12-19T20:28:40.493231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2025-12-19T20:28:40.493640] [INFO ] [FORECASTER] Starting predict_future for ONB
[2025-12-19T20:28:40.494388] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2025-12-19T20:28:40.494439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:40.494470] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:40.494496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:40.494552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:40.552235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:40.553085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:40.553167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:40.553199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:40.678866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:40.679035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:40.679074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:40.679102] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:40.682537] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: DOWN (p=7.83%)
[2025-12-19T20:28:40.682822] [INFO ] [FORECASTER] Completed predict_future for ONB
[2025-12-19T20:28:40.682941] [INFO ] [sig       ] ONB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:40.821780] [INFO ] [LOCAL     ] Saved forecast: ONB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ONB.txt
[2025-12-19T20:28:40.821891] [INFO ] [sig       ] [2369/3561] Completed ONB in 0.3s | 2.90 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-19T20:28:40.821928] [INFO ] [sig       ] [2370/3561] Forecasting ONCO...
[2025-12-19T20:28:40.821956] [INFO ] [sig       ] Generating forecast for: ONCO
[2025-12-19T20:28:40.821985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2025-12-19T20:28:40.833037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2025-12-19T20:28:40.833378] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2025-12-19T20:28:40.834307] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2025-12-19T20:28:40.834358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:40.834389] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:40.834437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:40.834500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:40.890768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:40.891350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:40.891432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:40.891465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:41.009677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:41.009826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:41.010045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:41.010073] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:41.013501] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: UP (p=98.22%)
[2025-12-19T20:28:41.013799] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2025-12-19T20:28:41.013921] [INFO ] [sig       ] ONCO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:41.153605] [INFO ] [LOCAL     ] Saved forecast: ONCO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ONCO.txt
[2025-12-19T20:28:41.153718] [INFO ] [sig       ] [2370/3561] Completed ONCO in 0.3s | 2.90 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-19T20:28:41.153755] [INFO ] [sig       ] [2371/3561] Forecasting ONDS...
[2025-12-19T20:28:41.153783] [INFO ] [sig       ] Generating forecast for: ONDS
[2025-12-19T20:28:41.153812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2025-12-19T20:28:41.169487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2025-12-19T20:28:41.170030] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2025-12-19T20:28:41.170853] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2025-12-19T20:28:41.170904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:41.171128] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:41.171154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:41.171208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:41.227260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:41.228070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:41.228146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:41.228177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:41.346303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:41.346430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:41.346466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:41.346494] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:41.349755] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: DOWN (p=18.35%)
[2025-12-19T20:28:41.350018] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2025-12-19T20:28:41.350135] [INFO ] [sig       ] ONDS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:41.486849] [INFO ] [LOCAL     ] Saved forecast: ONDS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ONDS.txt
[2025-12-19T20:28:41.486961] [INFO ] [sig       ] [2371/3561] Completed ONDS in 0.3s | 2.90 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-19T20:28:41.486997] [INFO ] [sig       ] [2372/3561] Forecasting ONEQ...
[2025-12-19T20:28:41.487027] [INFO ] [sig       ] Generating forecast for: ONEQ
[2025-12-19T20:28:41.487056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2025-12-19T20:28:41.500908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2025-12-19T20:28:41.501218] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2025-12-19T20:28:41.502138] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2025-12-19T20:28:41.502196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:41.502261] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:41.502297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:41.502365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:41.559533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:41.560250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:41.560336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:41.560375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:41.684651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:41.684986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:41.685024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:41.685051] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:41.688756] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: UP (p=70.39%)
[2025-12-19T20:28:41.689038] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2025-12-19T20:28:41.689161] [INFO ] [sig       ] ONEQ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:41.826984] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ONEQ.txt
[2025-12-19T20:28:41.827103] [INFO ] [sig       ] [2372/3561] Completed ONEQ in 0.3s | 2.90 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-19T20:28:41.827141] [INFO ] [sig       ] [2373/3561] Forecasting ONL...
[2025-12-19T20:28:41.827169] [INFO ] [sig       ] Generating forecast for: ONL
[2025-12-19T20:28:41.827199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-12-19T20:28:41.839740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2025-12-19T20:28:41.840064] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-12-19T20:28:41.840837] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-12-19T20:28:41.840889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:41.840919] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:41.840946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:41.841006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:41.896958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:41.897550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:41.897639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:41.897672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:42.020061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:42.020211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:42.020250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:42.020278] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:42.023555] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=30.66%)
[2025-12-19T20:28:42.023839] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-12-19T20:28:42.023958] [INFO ] [sig       ] ONL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:42.161316] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ONL.txt
[2025-12-19T20:28:42.161428] [INFO ] [sig       ] [2373/3561] Completed ONL in 0.3s | 2.90 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-19T20:28:42.161465] [INFO ] [sig       ] [2374/3561] Forecasting ONON...
[2025-12-19T20:28:42.161493] [INFO ] [sig       ] Generating forecast for: ONON
[2025-12-19T20:28:42.161531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-12-19T20:28:42.173615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2025-12-19T20:28:42.173930] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-12-19T20:28:42.174685] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-12-19T20:28:42.174735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:42.174767] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:42.174794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:42.174849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:42.230919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:42.231515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:42.231608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:42.231641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:42.354232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:42.354368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:42.354406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:42.354434] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:42.357708] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: DOWN (p=14.29%)
[2025-12-19T20:28:42.357968] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-12-19T20:28:42.358087] [INFO ] [sig       ] ONON: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:42.497081] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ONON.txt
[2025-12-19T20:28:42.497195] [INFO ] [sig       ] [2374/3561] Completed ONON in 0.3s | 2.90 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-19T20:28:42.497233] [INFO ] [sig       ] [2375/3561] Forecasting ONTF...
[2025-12-19T20:28:42.497261] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-12-19T20:28:42.497291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-12-19T20:28:42.510199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2025-12-19T20:28:42.510529] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-12-19T20:28:42.511291] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-12-19T20:28:42.511341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:42.511372] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:42.511398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:42.511454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:42.568259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:42.568863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:42.568941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:42.568972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:42.699519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:42.699691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:42.699740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:42.699817] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:42.703736] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: DOWN (p=43.00%)
[2025-12-19T20:28:42.704040] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-12-19T20:28:42.704174] [INFO ] [sig       ] ONTF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:42.857702] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ONTF.txt
[2025-12-19T20:28:42.857879] [INFO ] [sig       ] [2375/3561] Completed ONTF in 0.4s | 2.90 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-19T20:28:42.857942] [INFO ] [sig       ] [2376/3561] Forecasting ONTO...
[2025-12-19T20:28:42.857986] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-12-19T20:28:42.858020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-12-19T20:28:42.870725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2025-12-19T20:28:42.871077] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-12-19T20:28:42.871924] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-12-19T20:28:42.871978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:42.872011] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:42.872038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:42.872094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:42.936078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:42.937056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:42.937144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:42.937178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:43.068219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:43.068363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:43.068400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:43.068429] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:43.072192] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: UP (p=61.77%)
[2025-12-19T20:28:43.072473] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-12-19T20:28:43.072657] [INFO ] [sig       ] ONTO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:43.226584] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ONTO.txt
[2025-12-19T20:28:43.226751] [INFO ] [sig       ] [2376/3561] Completed ONTO in 0.4s | 2.90 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-19T20:28:43.226810] [INFO ] [sig       ] [2377/3561] Forecasting OOMA...
[2025-12-19T20:28:43.226848] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-12-19T20:28:43.226884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-12-19T20:28:43.239866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2025-12-19T20:28:43.240211] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-12-19T20:28:43.241123] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-12-19T20:28:43.241177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:43.241209] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:43.241236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:43.241292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:43.307787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:43.308712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:43.308811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:43.308861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:43.445189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:43.445360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:43.445411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:43.445470] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:43.449154] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=0.31%)
[2025-12-19T20:28:43.449467] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-12-19T20:28:43.449613] [INFO ] [sig       ] OOMA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:43.602078] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OOMA.txt
[2025-12-19T20:28:43.602230] [INFO ] [sig       ] [2377/3561] Completed OOMA in 0.4s | 2.90 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-19T20:28:43.602271] [INFO ] [sig       ] [2378/3561] Forecasting OPAD...
[2025-12-19T20:28:43.602302] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-12-19T20:28:43.602340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-12-19T20:28:43.615304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAD'.
[2025-12-19T20:28:43.615711] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-12-19T20:28:43.616466] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-12-19T20:28:43.616517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:43.616549] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:43.616593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:43.616652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:43.675831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:43.676654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:43.676743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:43.676778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:43.800038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:43.800184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:43.800222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:43.800250] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:43.803723] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: UP (p=70.32%)
[2025-12-19T20:28:43.803988] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-12-19T20:28:43.804110] [INFO ] [sig       ] OPAD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:43.941734] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OPAD.txt
[2025-12-19T20:28:43.941867] [INFO ] [sig       ] [2378/3561] Completed OPAD in 0.3s | 2.90 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-19T20:28:43.941906] [INFO ] [sig       ] [2379/3561] Forecasting OPAL...
[2025-12-19T20:28:43.941935] [INFO ] [sig       ] Generating forecast for: OPAL
[2025-12-19T20:28:43.941973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2025-12-19T20:28:43.953105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2025-12-19T20:28:43.953441] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2025-12-19T20:28:43.954225] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2025-12-19T20:28:43.954275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:43.954306] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:43.954333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:43.954389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:44.010491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:44.011168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:44.011247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:44.011281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:44.131946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:44.132090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:44.132128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:44.132156] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:44.135444] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: DOWN (p=49.80%)
[2025-12-19T20:28:44.135749] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2025-12-19T20:28:44.135889] [INFO ] [sig       ] OPAL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:44.273584] [INFO ] [LOCAL     ] Saved forecast: OPAL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OPAL.txt
[2025-12-19T20:28:44.273717] [INFO ] [sig       ] [2379/3561] Completed OPAL in 0.3s | 2.90 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-19T20:28:44.273756] [INFO ] [sig       ] [2380/3561] Forecasting OPBK...
[2025-12-19T20:28:44.273786] [INFO ] [sig       ] Generating forecast for: OPBK
[2025-12-19T20:28:44.273976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2025-12-19T20:28:44.286312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2025-12-19T20:28:44.286676] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2025-12-19T20:28:44.287654] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2025-12-19T20:28:44.287707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:44.287747] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:44.287955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:44.288012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:44.345113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:44.345806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:44.345885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:44.345918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:44.475832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:44.475985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:44.476026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:44.476055] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:44.479734] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: DOWN (p=10.04%)
[2025-12-19T20:28:44.480052] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2025-12-19T20:28:44.480178] [INFO ] [sig       ] OPBK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:44.621982] [INFO ] [LOCAL     ] Saved forecast: OPBK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OPBK.txt
[2025-12-19T20:28:44.622138] [INFO ] [sig       ] [2380/3561] Completed OPBK in 0.3s | 2.90 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-19T20:28:44.622178] [INFO ] [sig       ] [2381/3561] Forecasting OPCH...
[2025-12-19T20:28:44.622208] [INFO ] [sig       ] Generating forecast for: OPCH
[2025-12-19T20:28:44.622247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2025-12-19T20:28:44.634983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2025-12-19T20:28:44.635331] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2025-12-19T20:28:44.636341] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2025-12-19T20:28:44.636392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:44.636423] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:44.636449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:44.636516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:44.693500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:44.694312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:44.694398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:44.694432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:44.814807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:44.814954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:44.814991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:44.815019] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:44.818311] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: DOWN (p=42.48%)
[2025-12-19T20:28:44.818592] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2025-12-19T20:28:44.818732] [INFO ] [sig       ] OPCH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:44.954281] [INFO ] [LOCAL     ] Saved forecast: OPCH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OPCH.txt
[2025-12-19T20:28:44.954412] [INFO ] [sig       ] [2381/3561] Completed OPCH in 0.3s | 2.90 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-19T20:28:44.954451] [INFO ] [sig       ] [2382/3561] Forecasting OPEN...
[2025-12-19T20:28:44.954479] [INFO ] [sig       ] Generating forecast for: OPEN
[2025-12-19T20:28:44.954508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2025-12-19T20:28:44.965664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2025-12-19T20:28:44.966015] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2025-12-19T20:28:44.966784] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2025-12-19T20:28:44.966835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:44.966866] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:44.966894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:44.966950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:45.022012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:45.022680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:45.022784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:45.022816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:45.142631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:45.142781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:45.142818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:45.142845] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:45.146122] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: UP (p=61.34%)
[2025-12-19T20:28:45.146388] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2025-12-19T20:28:45.146506] [INFO ] [sig       ] OPEN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:45.282341] [INFO ] [LOCAL     ] Saved forecast: OPEN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OPEN.txt
[2025-12-19T20:28:45.282467] [INFO ] [sig       ] [2382/3561] Completed OPEN in 0.3s | 2.90 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-19T20:28:45.282505] [INFO ] [sig       ] [2383/3561] Forecasting OPFI...
[2025-12-19T20:28:45.282534] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-12-19T20:28:45.282564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-12-19T20:28:45.294218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2025-12-19T20:28:45.294583] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-12-19T20:28:45.295336] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-12-19T20:28:45.295398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:45.295430] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:45.295457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:45.295512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:45.350864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:45.351488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:45.351564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:45.351614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:45.472997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:45.473148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:45.473186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:45.473214] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:45.476502] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: DOWN (p=16.35%)
[2025-12-19T20:28:45.476789] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-12-19T20:28:45.476910] [INFO ] [sig       ] OPFI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:45.612331] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OPFI.txt
[2025-12-19T20:28:45.612456] [INFO ] [sig       ] [2383/3561] Completed OPFI in 0.3s | 2.90 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-19T20:28:45.612494] [INFO ] [sig       ] [2384/3561] Forecasting OPK...
[2025-12-19T20:28:45.612523] [INFO ] [sig       ] Generating forecast for: OPK
[2025-12-19T20:28:45.612553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2025-12-19T20:28:45.624658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2025-12-19T20:28:45.625010] [INFO ] [FORECASTER] Starting predict_future for OPK
[2025-12-19T20:28:45.625788] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2025-12-19T20:28:45.625840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:45.625872] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:45.625898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:45.625954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:45.681897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:45.682600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:45.682682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:45.682716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:45.802157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:45.802304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:45.802342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:45.802370] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:45.805661] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: UP (p=82.71%)
[2025-12-19T20:28:45.805929] [INFO ] [FORECASTER] Completed predict_future for OPK
[2025-12-19T20:28:45.806047] [INFO ] [sig       ] OPK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:45.942886] [INFO ] [LOCAL     ] Saved forecast: OPK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OPK.txt
[2025-12-19T20:28:45.943011] [INFO ] [sig       ] [2384/3561] Completed OPK in 0.3s | 2.90 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-19T20:28:45.943048] [INFO ] [sig       ] [2385/3561] Forecasting OPP...
[2025-12-19T20:28:45.943077] [INFO ] [sig       ] Generating forecast for: OPP
[2025-12-19T20:28:45.943107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-12-19T20:28:45.953957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2025-12-19T20:28:45.954269] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-12-19T20:28:45.955038] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-12-19T20:28:45.955088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:45.955119] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:45.955146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:45.955201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:46.012804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:46.013390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:46.013467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:46.013498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:46.136247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:46.136396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:46.136442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:46.136471] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:46.140061] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=63.59%)
[2025-12-19T20:28:46.140335] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-12-19T20:28:46.140463] [INFO ] [sig       ] OPP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:46.279984] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OPP.txt
[2025-12-19T20:28:46.280128] [INFO ] [sig       ] [2385/3561] Completed OPP in 0.3s | 2.90 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-19T20:28:46.280167] [INFO ] [sig       ] [2386/3561] Forecasting OPRA...
[2025-12-19T20:28:46.280197] [INFO ] [sig       ] Generating forecast for: OPRA
[2025-12-19T20:28:46.280226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2025-12-19T20:28:46.295846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2025-12-19T20:28:46.296384] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2025-12-19T20:28:46.297158] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2025-12-19T20:28:46.297209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:46.297240] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:46.297267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:46.297322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:46.356410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:46.357223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:46.357305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:46.357338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:46.478185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:46.478319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:46.478357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:46.478384] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:46.481660] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: DOWN (p=18.60%)
[2025-12-19T20:28:46.481922] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2025-12-19T20:28:46.482040] [INFO ] [sig       ] OPRA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:46.620615] [INFO ] [LOCAL     ] Saved forecast: OPRA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OPRA.txt
[2025-12-19T20:28:46.620746] [INFO ] [sig       ] [2386/3561] Completed OPRA in 0.3s | 2.90 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-19T20:28:46.620785] [INFO ] [sig       ] [2387/3561] Forecasting OPRX...
[2025-12-19T20:28:46.620815] [INFO ] [sig       ] Generating forecast for: OPRX
[2025-12-19T20:28:46.620844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'.
[2025-12-19T20:28:46.632874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRX'.
[2025-12-19T20:28:46.633203] [INFO ] [FORECASTER] Starting predict_future for OPRX
[2025-12-19T20:28:46.633997] [DEBUG] [LOCAL     ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt
[2025-12-19T20:28:46.634048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:46.634079] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:46.634105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:46.634160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:46.689231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:46.689841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:46.689918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:46.689949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:46.814491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:46.814670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:46.814714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:46.814744] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:46.818155] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: UP (p=76.72%)
[2025-12-19T20:28:46.818435] [INFO ] [FORECASTER] Completed predict_future for OPRX
[2025-12-19T20:28:46.818553] [INFO ] [sig       ] OPRX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:46.955504] [INFO ] [LOCAL     ] Saved forecast: OPRX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OPRX.txt
[2025-12-19T20:28:46.955631] [INFO ] [sig       ] [2387/3561] Completed OPRX in 0.3s | 2.90 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-19T20:28:46.955671] [INFO ] [sig       ] [2388/3561] Forecasting OPTX...
[2025-12-19T20:28:46.955700] [INFO ] [sig       ] Generating forecast for: OPTX
[2025-12-19T20:28:46.955730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2025-12-19T20:28:46.968118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2025-12-19T20:28:46.968450] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2025-12-19T20:28:46.969250] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2025-12-19T20:28:46.969300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:46.969332] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:46.969358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:46.969414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:47.026888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:47.027483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:47.027558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:47.027607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:47.149215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:47.149358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:47.149397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:47.149426] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:47.153017] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: UP (p=70.01%)
[2025-12-19T20:28:47.153302] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2025-12-19T20:28:47.153422] [INFO ] [sig       ] OPTX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:47.295717] [INFO ] [LOCAL     ] Saved forecast: OPTX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OPTX.txt
[2025-12-19T20:28:47.295878] [INFO ] [sig       ] [2388/3561] Completed OPTX in 0.3s | 2.90 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-19T20:28:47.295918] [INFO ] [sig       ] [2389/3561] Forecasting OPXS...
[2025-12-19T20:28:47.295948] [INFO ] [sig       ] Generating forecast for: OPXS
[2025-12-19T20:28:47.295980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2025-12-19T20:28:47.310912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2025-12-19T20:28:47.311472] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2025-12-19T20:28:47.312447] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2025-12-19T20:28:47.312497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:47.312564] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:47.312611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:47.312668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:47.369995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:47.370859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:47.370942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:47.370974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:47.498972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:47.499158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:47.499198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:47.499227] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:47.502701] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: UP (p=82.65%)
[2025-12-19T20:28:47.503167] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2025-12-19T20:28:47.503299] [INFO ] [sig       ] OPXS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:47.647743] [INFO ] [LOCAL     ] Saved forecast: OPXS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OPXS.txt
[2025-12-19T20:28:47.647898] [INFO ] [sig       ] [2389/3561] Completed OPXS in 0.4s | 2.90 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-19T20:28:47.647936] [INFO ] [sig       ] [2390/3561] Forecasting ORA...
[2025-12-19T20:28:47.647967] [INFO ] [sig       ] Generating forecast for: ORA
[2025-12-19T20:28:47.648007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-12-19T20:28:47.660278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2025-12-19T20:28:47.660652] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-12-19T20:28:47.661609] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-12-19T20:28:47.661659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:47.661690] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:47.661717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:47.661772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:47.721824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:47.722867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:47.722950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:47.722983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:47.849628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:47.849796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:47.849836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:47.849864] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:47.853146] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: DOWN (p=39.10%)
[2025-12-19T20:28:47.853408] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-12-19T20:28:47.853526] [INFO ] [sig       ] ORA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:47.994449] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ORA.txt
[2025-12-19T20:28:47.994599] [INFO ] [sig       ] [2390/3561] Completed ORA in 0.3s | 2.90 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-19T20:28:47.994641] [INFO ] [sig       ] [2391/3561] Forecasting ORC...
[2025-12-19T20:28:47.994671] [INFO ] [sig       ] Generating forecast for: ORC
[2025-12-19T20:28:47.994701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-12-19T20:28:48.007219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2025-12-19T20:28:48.007550] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-12-19T20:28:48.008313] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-12-19T20:28:48.008363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:48.008395] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:48.008422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:48.008478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:48.064689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:48.065300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:48.065375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:48.065407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:48.188865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:48.189055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:48.189102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:48.189132] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:48.192685] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=54.50%)
[2025-12-19T20:28:48.192957] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-12-19T20:28:48.193089] [INFO ] [sig       ] ORC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:48.333746] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ORC.txt
[2025-12-19T20:28:48.333877] [INFO ] [sig       ] [2391/3561] Completed ORC in 0.3s | 2.90 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-19T20:28:48.333916] [INFO ] [sig       ] [2392/3561] Forecasting ORGO...
[2025-12-19T20:28:48.333944] [INFO ] [sig       ] Generating forecast for: ORGO
[2025-12-19T20:28:48.333974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2025-12-19T20:28:48.345368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2025-12-19T20:28:48.345729] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2025-12-19T20:28:48.346707] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2025-12-19T20:28:48.346762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:48.346793] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:48.346818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:48.346874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:48.403193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:48.403826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:48.403902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:48.403934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:48.523706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:48.523855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:48.523894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:48.523952] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:48.527269] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-12-19T20:28:48.527536] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2025-12-19T20:28:48.527677] [INFO ] [sig       ] ORGO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:48.667060] [INFO ] [LOCAL     ] Saved forecast: ORGO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ORGO.txt
[2025-12-19T20:28:48.667186] [INFO ] [sig       ] [2392/3561] Completed ORGO in 0.3s | 2.90 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-19T20:28:48.667223] [INFO ] [sig       ] [2393/3561] Forecasting ORIC...
[2025-12-19T20:28:48.667253] [INFO ] [sig       ] Generating forecast for: ORIC
[2025-12-19T20:28:48.667283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2025-12-19T20:28:48.679484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2025-12-19T20:28:48.679833] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2025-12-19T20:28:48.680600] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2025-12-19T20:28:48.680651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:48.680682] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:48.680709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:48.680765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:48.738832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:48.739462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:48.739537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:48.739568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:48.862928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:48.863104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:48.863144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:48.863172] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:48.867088] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: DOWN (p=4.56%)
[2025-12-19T20:28:48.867371] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2025-12-19T20:28:48.867492] [INFO ] [sig       ] ORIC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:49.004894] [INFO ] [LOCAL     ] Saved forecast: ORIC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ORIC.txt
[2025-12-19T20:28:49.005017] [INFO ] [sig       ] [2393/3561] Completed ORIC in 0.3s | 2.90 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-19T20:28:49.005056] [INFO ] [sig       ] [2394/3561] Forecasting ORKA...
[2025-12-19T20:28:49.005085] [INFO ] [sig       ] Generating forecast for: ORKA
[2025-12-19T20:28:49.005114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2025-12-19T20:28:49.018443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2025-12-19T20:28:49.018826] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2025-12-19T20:28:49.019600] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2025-12-19T20:28:49.019653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:49.019697] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:49.019725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:49.019782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:49.078645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:49.079315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:49.079391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:49.079423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:49.202013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:49.202146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:49.202184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:49.202212] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:49.205483] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: DOWN (p=16.28%)
[2025-12-19T20:28:49.205773] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2025-12-19T20:28:49.205893] [INFO ] [sig       ] ORKA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:49.344408] [INFO ] [LOCAL     ] Saved forecast: ORKA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ORKA.txt
[2025-12-19T20:28:49.344536] [INFO ] [sig       ] [2394/3561] Completed ORKA in 0.3s | 2.90 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-19T20:28:49.344590] [INFO ] [sig       ] [2395/3561] Forecasting ORLY...
[2025-12-19T20:28:49.344623] [INFO ] [sig       ] Generating forecast for: ORLY
[2025-12-19T20:28:49.344654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2025-12-19T20:28:49.359013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2025-12-19T20:28:49.359365] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2025-12-19T20:28:49.360139] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2025-12-19T20:28:49.360189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:49.360220] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:49.360246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:49.360302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:49.418736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:49.419505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:49.419600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:49.419635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:49.555910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:49.556081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:49.556121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:49.556150] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:49.559819] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: DOWN (p=34.16%)
[2025-12-19T20:28:49.560213] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2025-12-19T20:28:49.560352] [INFO ] [sig       ] ORLY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:49.698202] [INFO ] [LOCAL     ] Saved forecast: ORLY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ORLY.txt
[2025-12-19T20:28:49.698330] [INFO ] [sig       ] [2395/3561] Completed ORLY in 0.4s | 2.90 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-19T20:28:49.698369] [INFO ] [sig       ] [2396/3561] Forecasting ORMP...
[2025-12-19T20:28:49.698399] [INFO ] [sig       ] Generating forecast for: ORMP
[2025-12-19T20:28:49.698428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2025-12-19T20:28:49.710744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2025-12-19T20:28:49.711285] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2025-12-19T20:28:49.712290] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2025-12-19T20:28:49.712342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:49.712373] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:49.712400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:49.712456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:49.770118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:49.770803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:49.770881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:49.770915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:49.889175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:49.889321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:49.889359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:49.889386] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:49.892671] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: DOWN (p=15.39%)
[2025-12-19T20:28:49.892942] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2025-12-19T20:28:49.893245] [INFO ] [sig       ] ORMP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:50.035973] [INFO ] [LOCAL     ] Saved forecast: ORMP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ORMP.txt
[2025-12-19T20:28:50.036117] [INFO ] [sig       ] [2396/3561] Completed ORMP in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-19T20:28:50.036156] [INFO ] [sig       ] [2397/3561] Forecasting ORN...
[2025-12-19T20:28:50.036186] [INFO ] [sig       ] Generating forecast for: ORN
[2025-12-19T20:28:50.036216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-12-19T20:28:50.049695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2025-12-19T20:28:50.050051] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-12-19T20:28:50.050822] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-12-19T20:28:50.050874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:50.050905] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:50.050932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:50.050987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:50.108078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:50.108731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:50.108811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:50.108842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:50.230306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:50.230450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:50.230488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:50.230516] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:50.234338] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=84.20%)
[2025-12-19T20:28:50.234627] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-12-19T20:28:50.234745] [INFO ] [sig       ] ORN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:50.375665] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ORN.txt
[2025-12-19T20:28:50.375811] [INFO ] [sig       ] [2397/3561] Completed ORN in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-19T20:28:50.375856] [INFO ] [sig       ] [2398/3561] Forecasting ORRF...
[2025-12-19T20:28:50.375886] [INFO ] [sig       ] Generating forecast for: ORRF
[2025-12-19T20:28:50.375916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2025-12-19T20:28:50.387728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2025-12-19T20:28:50.388067] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2025-12-19T20:28:50.388856] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2025-12-19T20:28:50.388906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:50.388938] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:50.388963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:50.389017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:50.446619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:50.447260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:50.447338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:50.447369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:50.573177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:50.573331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:50.573369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:50.573397] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:50.576889] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: DOWN (p=34.09%)
[2025-12-19T20:28:50.577157] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2025-12-19T20:28:50.577275] [INFO ] [sig       ] ORRF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:50.716897] [INFO ] [LOCAL     ] Saved forecast: ORRF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ORRF.txt
[2025-12-19T20:28:50.717026] [INFO ] [sig       ] [2398/3561] Completed ORRF in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-19T20:28:50.717063] [INFO ] [sig       ] [2399/3561] Forecasting OS...
[2025-12-19T20:28:50.717093] [INFO ] [sig       ] Generating forecast for: OS
[2025-12-19T20:28:50.717124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2025-12-19T20:28:50.728191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2025-12-19T20:28:50.728527] [INFO ] [FORECASTER] Starting predict_future for OS
[2025-12-19T20:28:50.729309] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2025-12-19T20:28:50.729359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:50.729390] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:50.729417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:50.729472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:50.785861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:50.786460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:50.786559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:50.786610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:50.908797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:50.908964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:50.909007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:50.909036] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:50.912505] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: DOWN (p=25.92%)
[2025-12-19T20:28:50.912799] [INFO ] [FORECASTER] Completed predict_future for OS
[2025-12-19T20:28:50.912943] [INFO ] [sig       ] OS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:51.052056] [INFO ] [LOCAL     ] Saved forecast: OS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OS.txt
[2025-12-19T20:28:51.052197] [INFO ] [sig       ] [2399/3561] Completed OS in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-19T20:28:51.052236] [INFO ] [sig       ] [2400/3561] Forecasting OSBC...
[2025-12-19T20:28:51.052267] [INFO ] [sig       ] Generating forecast for: OSBC
[2025-12-19T20:28:51.052302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2025-12-19T20:28:51.064494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2025-12-19T20:28:51.064873] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2025-12-19T20:28:51.065669] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2025-12-19T20:28:51.065722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:51.065755] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:51.065782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:51.065838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:51.121612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:51.122373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:51.122454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:51.122486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:51.241460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:51.241632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:51.241671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:51.241700] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:51.245007] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: UP (p=96.79%)
[2025-12-19T20:28:51.245296] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2025-12-19T20:28:51.245420] [INFO ] [sig       ] OSBC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:51.386679] [INFO ] [LOCAL     ] Saved forecast: OSBC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OSBC.txt
[2025-12-19T20:28:51.386849] [INFO ] [sig       ] [2400/3561] Completed OSBC in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-19T20:28:51.386889] [INFO ] [sig       ] [2401/3561] Forecasting OSIS...
[2025-12-19T20:28:51.386919] [INFO ] [sig       ] Generating forecast for: OSIS
[2025-12-19T20:28:51.386953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2025-12-19T20:28:51.399257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2025-12-19T20:28:51.399623] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2025-12-19T20:28:51.400380] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2025-12-19T20:28:51.400431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:51.400466] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:51.400492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:51.400547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:51.461215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:51.462024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:51.462115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:51.462153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:51.584553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:51.584734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:51.584791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:51.584822] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:51.588231] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=1.18%)
[2025-12-19T20:28:51.588517] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2025-12-19T20:28:51.588662] [INFO ] [sig       ] OSIS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:51.729261] [INFO ] [LOCAL     ] Saved forecast: OSIS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OSIS.txt
[2025-12-19T20:28:51.729420] [INFO ] [sig       ] [2401/3561] Completed OSIS in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-19T20:28:51.729461] [INFO ] [sig       ] [2402/3561] Forecasting OSPN...
[2025-12-19T20:28:51.729489] [INFO ] [sig       ] Generating forecast for: OSPN
[2025-12-19T20:28:51.729518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2025-12-19T20:28:51.742565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2025-12-19T20:28:51.742943] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2025-12-19T20:28:51.743739] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2025-12-19T20:28:51.743791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:51.743825] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:51.743857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:51.743914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:51.803034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:51.803918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:51.804004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:51.804037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:51.925179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:51.925331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:51.925375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:51.925404] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:51.928771] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: DOWN (p=22.76%)
[2025-12-19T20:28:51.929038] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2025-12-19T20:28:51.929156] [INFO ] [sig       ] OSPN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:52.065200] [INFO ] [LOCAL     ] Saved forecast: OSPN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OSPN.txt
[2025-12-19T20:28:52.065355] [INFO ] [sig       ] [2402/3561] Completed OSPN in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-19T20:28:52.065395] [INFO ] [sig       ] [2403/3561] Forecasting OSS...
[2025-12-19T20:28:52.065426] [INFO ] [sig       ] Generating forecast for: OSS
[2025-12-19T20:28:52.065457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2025-12-19T20:28:52.077102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2025-12-19T20:28:52.077431] [INFO ] [FORECASTER] Starting predict_future for OSS
[2025-12-19T20:28:52.078196] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2025-12-19T20:28:52.078246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:52.078278] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:52.078305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:52.078361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:52.133546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:52.134245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:52.134336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:52.134368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:52.246884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:52.247041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:52.247080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:52.247108] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:52.250446] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: DOWN (p=44.07%)
[2025-12-19T20:28:52.250728] [INFO ] [FORECASTER] Completed predict_future for OSS
[2025-12-19T20:28:52.250850] [INFO ] [sig       ] OSS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:52.386623] [INFO ] [LOCAL     ] Saved forecast: OSS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OSS.txt
[2025-12-19T20:28:52.386783] [INFO ] [sig       ] [2403/3561] Completed OSS in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-19T20:28:52.386822] [INFO ] [sig       ] [2404/3561] Forecasting OTEX...
[2025-12-19T20:28:52.386852] [INFO ] [sig       ] Generating forecast for: OTEX
[2025-12-19T20:28:52.386882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2025-12-19T20:28:52.398087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2025-12-19T20:28:52.398438] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2025-12-19T20:28:52.399216] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2025-12-19T20:28:52.399267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:52.399297] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:52.399323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:52.399378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:52.455733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:52.456797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:52.456883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:52.456914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:52.579849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:52.580005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:52.580044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:52.580071] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:52.583359] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: UP (p=67.11%)
[2025-12-19T20:28:52.583639] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2025-12-19T20:28:52.583759] [INFO ] [sig       ] OTEX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:52.719327] [INFO ] [LOCAL     ] Saved forecast: OTEX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OTEX.txt
[2025-12-19T20:28:52.719460] [INFO ] [sig       ] [2404/3561] Completed OTEX in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-19T20:28:52.719498] [INFO ] [sig       ] [2405/3561] Forecasting OTIS...
[2025-12-19T20:28:52.719529] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-12-19T20:28:52.719559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-12-19T20:28:52.730606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2025-12-19T20:28:52.730919] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-12-19T20:28:52.731667] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-12-19T20:28:52.731718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:52.731762] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:52.731789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:52.731845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:52.787010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:52.787851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:52.787933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:52.787965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:52.904600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:52.904753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:52.904791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:52.904820] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:52.908072] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: DOWN (p=15.33%)
[2025-12-19T20:28:52.908335] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-12-19T20:28:52.908453] [INFO ] [sig       ] OTIS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:53.049252] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OTIS.txt
[2025-12-19T20:28:53.049386] [INFO ] [sig       ] [2405/3561] Completed OTIS in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-19T20:28:53.049425] [INFO ] [sig       ] [2406/3561] Forecasting OTLY...
[2025-12-19T20:28:53.049456] [INFO ] [sig       ] Generating forecast for: OTLY
[2025-12-19T20:28:53.049487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2025-12-19T20:28:53.062968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2025-12-19T20:28:53.063569] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2025-12-19T20:28:53.064384] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2025-12-19T20:28:53.064466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:53.064527] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:53.064555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:53.064631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:53.123376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:53.124314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:53.124403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:53.124435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:53.245702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:53.245860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:53.245899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:53.245927] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:53.249338] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: DOWN (p=2.87%)
[2025-12-19T20:28:53.249628] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2025-12-19T20:28:53.249751] [INFO ] [sig       ] OTLY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:53.389478] [INFO ] [LOCAL     ] Saved forecast: OTLY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OTLY.txt
[2025-12-19T20:28:53.389650] [INFO ] [sig       ] [2406/3561] Completed OTLY in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-19T20:28:53.389694] [INFO ] [sig       ] [2407/3561] Forecasting OVID...
[2025-12-19T20:28:53.389727] [INFO ] [sig       ] Generating forecast for: OVID
[2025-12-19T20:28:53.389759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2025-12-19T20:28:53.401396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2025-12-19T20:28:53.401782] [INFO ] [FORECASTER] Starting predict_future for OVID
[2025-12-19T20:28:53.402562] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2025-12-19T20:28:53.402636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:53.402670] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:53.402698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:53.402756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:53.460298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:53.460952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:53.461030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:53.461065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:53.578762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:53.578919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:53.578959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:53.578988] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:53.582334] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: UP (p=84.96%)
[2025-12-19T20:28:53.582622] [INFO ] [FORECASTER] Completed predict_future for OVID
[2025-12-19T20:28:53.582746] [INFO ] [sig       ] OVID: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:53.723008] [INFO ] [LOCAL     ] Saved forecast: OVID	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OVID.txt
[2025-12-19T20:28:53.723148] [INFO ] [sig       ] [2407/3561] Completed OVID in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-19T20:28:53.723187] [INFO ] [sig       ] [2408/3561] Forecasting OVLY...
[2025-12-19T20:28:53.723216] [INFO ] [sig       ] Generating forecast for: OVLY
[2025-12-19T20:28:53.723246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2025-12-19T20:28:53.733826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2025-12-19T20:28:53.734326] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2025-12-19T20:28:53.735264] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2025-12-19T20:28:53.735319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:53.735351] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:53.735377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:53.735432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:53.791859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:53.792469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:53.792544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:53.792593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:53.885813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:53.885960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:53.885996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:53.886025] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:53.889907] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: DOWN (p=23.28%)
[2025-12-19T20:28:53.890255] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2025-12-19T20:28:53.890394] [INFO ] [sig       ] OVLY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:54.031125] [INFO ] [LOCAL     ] Saved forecast: OVLY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OVLY.txt
[2025-12-19T20:28:54.031257] [INFO ] [sig       ] [2408/3561] Completed OVLY in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-19T20:28:54.031297] [INFO ] [sig       ] [2409/3561] Forecasting OWL...
[2025-12-19T20:28:54.031334] [INFO ] [sig       ] Generating forecast for: OWL
[2025-12-19T20:28:54.031367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-12-19T20:28:54.042774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2025-12-19T20:28:54.043101] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-12-19T20:28:54.043860] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-12-19T20:28:54.043911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:54.043942] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:54.043969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:54.044024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:54.100614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:54.101375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:54.101459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:54.101492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:54.221916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:54.222070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:54.222108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:54.222166] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:54.225709] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-12-19T20:28:54.226057] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-12-19T20:28:54.226223] [INFO ] [sig       ] OWL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:54.370043] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OWL.txt
[2025-12-19T20:28:54.370178] [INFO ] [sig       ] [2409/3561] Completed OWL in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-19T20:28:54.370219] [INFO ] [sig       ] [2410/3561] Forecasting OXLC...
[2025-12-19T20:28:54.370249] [INFO ] [sig       ] Generating forecast for: OXLC
[2025-12-19T20:28:54.370282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2025-12-19T20:28:54.385203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2025-12-19T20:28:54.385644] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2025-12-19T20:28:54.386443] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2025-12-19T20:28:54.386497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:54.386531] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:54.386559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:54.386639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:54.446127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:54.446914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:54.446998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:54.447032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:54.570267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:54.570418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:54.570468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:54.570504] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:54.573892] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: DOWN (p=14.85%)
[2025-12-19T20:28:54.574165] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2025-12-19T20:28:54.574289] [INFO ] [sig       ] OXLC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:54.720000] [INFO ] [LOCAL     ] Saved forecast: OXLC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OXLC.txt
[2025-12-19T20:28:54.720136] [INFO ] [sig       ] [2410/3561] Completed OXLC in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-19T20:28:54.720176] [INFO ] [sig       ] [2411/3561] Forecasting OXM...
[2025-12-19T20:28:54.720207] [INFO ] [sig       ] Generating forecast for: OXM
[2025-12-19T20:28:54.720238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-12-19T20:28:54.733742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2025-12-19T20:28:54.734124] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-12-19T20:28:54.735091] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-12-19T20:28:54.735142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:54.735175] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:54.735201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:54.735258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:54.794707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:54.795505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:54.795603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:54.795639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:54.917036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:54.917391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:54.917430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:54.917459] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:54.921026] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: UP (p=82.39%)
[2025-12-19T20:28:54.921296] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-12-19T20:28:54.921416] [INFO ] [sig       ] OXM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:55.066280] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OXM.txt
[2025-12-19T20:28:55.066418] [INFO ] [sig       ] [2411/3561] Completed OXM in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-19T20:28:55.066671] [INFO ] [sig       ] [2412/3561] Forecasting OXSQ...
[2025-12-19T20:28:55.066701] [INFO ] [sig       ] Generating forecast for: OXSQ
[2025-12-19T20:28:55.066732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2025-12-19T20:28:55.080918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2025-12-19T20:28:55.081268] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2025-12-19T20:28:55.082097] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2025-12-19T20:28:55.082151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:55.082186] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:55.082213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:55.082270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:55.138145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:55.138975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:55.139059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:55.139094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:55.261100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:55.261257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:55.261295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:55.261341] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:55.264754] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: UP (p=66.06%)
[2025-12-19T20:28:55.265033] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2025-12-19T20:28:55.265160] [INFO ] [sig       ] OXSQ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:55.406999] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OXSQ.txt
[2025-12-19T20:28:55.407134] [INFO ] [sig       ] [2412/3561] Completed OXSQ in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-19T20:28:55.407173] [INFO ] [sig       ] [2413/3561] Forecasting OZEM...
[2025-12-19T20:28:55.407201] [INFO ] [sig       ] Generating forecast for: OZEM
[2025-12-19T20:28:55.407232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2025-12-19T20:28:55.420008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2025-12-19T20:28:55.420353] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2025-12-19T20:28:55.421382] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2025-12-19T20:28:55.421435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:55.421468] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:55.421495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:55.421551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:55.478964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:55.479892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:55.479983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:55.480017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:55.589181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:55.589342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:55.589383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:55.589412] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:55.592854] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: UP (p=82.47%)
[2025-12-19T20:28:55.593134] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2025-12-19T20:28:55.593255] [INFO ] [sig       ] OZEM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:55.737733] [INFO ] [LOCAL     ] Saved forecast: OZEM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OZEM.txt
[2025-12-19T20:28:55.737904] [INFO ] [sig       ] [2413/3561] Completed OZEM in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-19T20:28:55.737948] [INFO ] [sig       ] [2414/3561] Forecasting OZK...
[2025-12-19T20:28:55.737980] [INFO ] [sig       ] Generating forecast for: OZK
[2025-12-19T20:28:55.738011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2025-12-19T20:28:55.750311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2025-12-19T20:28:55.750711] [INFO ] [FORECASTER] Starting predict_future for OZK
[2025-12-19T20:28:55.751502] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2025-12-19T20:28:55.751556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:55.751612] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:55.751642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:55.751700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:55.814334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:55.815401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:55.815487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:55.815540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:55.942737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:55.942893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:55.942933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:55.942964] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:55.946442] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: UP (p=68.34%)
[2025-12-19T20:28:55.946740] [INFO ] [FORECASTER] Completed predict_future for OZK
[2025-12-19T20:28:55.946864] [INFO ] [sig       ] OZK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:56.094869] [INFO ] [LOCAL     ] Saved forecast: OZK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/OZK.txt
[2025-12-19T20:28:56.095000] [INFO ] [sig       ] [2414/3561] Completed OZK in 0.4s | 2.90 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-19T20:28:56.095038] [INFO ] [sig       ] [2415/3561] Forecasting OZKAP...
[2025-12-19T20:28:56.095260] [INFO ] [sig       ] Generating forecast for: OZKAP
[2025-12-19T20:28:56.095291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2025-12-19T20:28:56.108812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2025-12-19T20:28:56.109356] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2025-12-19T20:28:56.110366] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2025-12-19T20:28:56.110419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:56.110453] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:56.110481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:56.110538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:56.172855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:56.173706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:56.173787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:56.173818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:56.296135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:56.296485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:56.296524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:56.296552] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:56.300529] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: DOWN (p=26.80%)
[2025-12-19T20:28:56.300823] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2025-12-19T20:28:56.300949] [INFO ] [sig       ] OZKAP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:56.455228] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/OZKAP.txt
[2025-12-19T20:28:56.455387] [INFO ] [sig       ] [2415/3561] Completed OZKAP in 0.4s | 2.90 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-19T20:28:56.455426] [INFO ] [sig       ] [2416/3561] Forecasting PAA...
[2025-12-19T20:28:56.455466] [INFO ] [sig       ] Generating forecast for: PAA
[2025-12-19T20:28:56.455527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2025-12-19T20:28:56.469335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2025-12-19T20:28:56.469702] [INFO ] [FORECASTER] Starting predict_future for PAA
[2025-12-19T20:28:56.470704] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2025-12-19T20:28:56.470755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:56.470788] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:56.470828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:56.470886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:56.532233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:56.532894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:56.532995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:56.533029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:56.656265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:56.656420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:56.656460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:56.656489] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:56.659929] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: DOWN (p=15.56%)
[2025-12-19T20:28:56.660217] [INFO ] [FORECASTER] Completed predict_future for PAA
[2025-12-19T20:28:56.660344] [INFO ] [sig       ] PAA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:56.808041] [INFO ] [LOCAL     ] Saved forecast: PAA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PAA.txt
[2025-12-19T20:28:56.808198] [INFO ] [sig       ] [2416/3561] Completed PAA in 0.4s | 2.90 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-19T20:28:56.808240] [INFO ] [sig       ] [2417/3561] Forecasting PAAS...
[2025-12-19T20:28:56.808271] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-12-19T20:28:56.808303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-12-19T20:28:56.820446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2025-12-19T20:28:56.820888] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-12-19T20:28:56.821747] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-12-19T20:28:56.821805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:56.821866] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:56.821904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:56.821962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:56.878842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:56.879710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:56.879793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:56.879826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:57.006750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:57.006909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:57.006949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:57.006978] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:57.010418] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: UP (p=82.30%)
[2025-12-19T20:28:57.010710] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-12-19T20:28:57.010834] [INFO ] [sig       ] PAAS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:57.150673] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PAAS.txt
[2025-12-19T20:28:57.150849] [INFO ] [sig       ] [2417/3561] Completed PAAS in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-19T20:28:57.150898] [INFO ] [sig       ] [2418/3561] Forecasting PAC...
[2025-12-19T20:28:57.150935] [INFO ] [sig       ] Generating forecast for: PAC
[2025-12-19T20:28:57.150970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-12-19T20:28:57.162562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2025-12-19T20:28:57.162972] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-12-19T20:28:57.163766] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-12-19T20:28:57.163818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:57.163850] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:57.163877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:57.163935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:57.226825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:57.227681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:57.227764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:57.227798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:57.347365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:57.347506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:57.347545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:57.347590] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:57.350905] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: UP (p=60.18%)
[2025-12-19T20:28:57.351176] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-12-19T20:28:57.351298] [INFO ] [sig       ] PAC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:57.488317] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PAC.txt
[2025-12-19T20:28:57.488438] [INFO ] [sig       ] [2418/3561] Completed PAC in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-19T20:28:57.488476] [INFO ] [sig       ] [2419/3561] Forecasting PACB...
[2025-12-19T20:28:57.488506] [INFO ] [sig       ] Generating forecast for: PACB
[2025-12-19T20:28:57.488535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2025-12-19T20:28:57.500336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2025-12-19T20:28:57.500695] [INFO ] [FORECASTER] Starting predict_future for PACB
[2025-12-19T20:28:57.501459] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2025-12-19T20:28:57.501512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:57.501545] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:57.501590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:57.501651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:57.560925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:57.561799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:57.561877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:57.561910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:57.681314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:57.681460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:57.681497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:57.681526] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:57.685006] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: UP (p=60.19%)
[2025-12-19T20:28:57.685470] [INFO ] [FORECASTER] Completed predict_future for PACB
[2025-12-19T20:28:57.685606] [INFO ] [sig       ] PACB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:57.826647] [INFO ] [LOCAL     ] Saved forecast: PACB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PACB.txt
[2025-12-19T20:28:57.826792] [INFO ] [sig       ] [2419/3561] Completed PACB in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-19T20:28:57.826831] [INFO ] [sig       ] [2420/3561] Forecasting PACK...
[2025-12-19T20:28:57.826860] [INFO ] [sig       ] Generating forecast for: PACK
[2025-12-19T20:28:57.826898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-12-19T20:28:57.839490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2025-12-19T20:28:57.839830] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-12-19T20:28:57.840593] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-12-19T20:28:57.840647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:57.840678] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:57.840705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:57.840760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:57.900264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:57.900922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:57.900997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:57.901033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:58.024804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:58.024962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:58.025000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:58.025029] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:58.028458] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: UP (p=73.08%)
[2025-12-19T20:28:58.028770] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-12-19T20:28:58.028894] [INFO ] [sig       ] PACK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:28:58.164841] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PACK.txt
[2025-12-19T20:28:58.164971] [INFO ] [sig       ] [2420/3561] Completed PACK in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-19T20:28:58.165009] [INFO ] [sig       ] [2421/3561] Forecasting PAGP...
[2025-12-19T20:28:58.165038] [INFO ] [sig       ] Generating forecast for: PAGP
[2025-12-19T20:28:58.165068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2025-12-19T20:28:58.178643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2025-12-19T20:28:58.179013] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2025-12-19T20:28:58.179945] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2025-12-19T20:28:58.179995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:58.180026] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:58.180053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:58.180114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:58.236896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:58.237590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:58.237667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:58.237698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:58.358292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:58.358443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:58.358480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:58.358508] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:58.361828] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: DOWN (p=19.85%)
[2025-12-19T20:28:58.362094] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2025-12-19T20:28:58.362211] [INFO ] [sig       ] PAGP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:58.500716] [INFO ] [LOCAL     ] Saved forecast: PAGP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PAGP.txt
[2025-12-19T20:28:58.500858] [INFO ] [sig       ] [2421/3561] Completed PAGP in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-19T20:28:58.500896] [INFO ] [sig       ] [2422/3561] Forecasting PAGS...
[2025-12-19T20:28:58.500927] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-12-19T20:28:58.500956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-12-19T20:28:58.513683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2025-12-19T20:28:58.514026] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-12-19T20:28:58.514789] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-12-19T20:28:58.514840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:58.514872] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:58.514898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:58.514959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:58.570354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:58.571024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:58.571102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:58.571134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:58.693681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:58.693836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:58.693875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:58.693905] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:58.697217] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: DOWN (p=17.77%)
[2025-12-19T20:28:58.697483] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-12-19T20:28:58.697619] [INFO ] [sig       ] PAGS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:58.833762] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PAGS.txt
[2025-12-19T20:28:58.833900] [INFO ] [sig       ] [2422/3561] Completed PAGS in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-19T20:28:58.833939] [INFO ] [sig       ] [2423/3561] Forecasting PAHC...
[2025-12-19T20:28:58.833969] [INFO ] [sig       ] Generating forecast for: PAHC
[2025-12-19T20:28:58.833998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2025-12-19T20:28:58.845400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2025-12-19T20:28:58.845765] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2025-12-19T20:28:58.846507] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2025-12-19T20:28:58.846557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:58.846633] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:58.846662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:58.846718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:58.901611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:58.902315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:58.902393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:58.902424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:59.020992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:59.021146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:59.021185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:59.021212] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:59.024676] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: DOWN (p=34.48%)
[2025-12-19T20:28:59.024947] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2025-12-19T20:28:59.025073] [INFO ] [sig       ] PAHC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:59.164153] [INFO ] [LOCAL     ] Saved forecast: PAHC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PAHC.txt
[2025-12-19T20:28:59.164288] [INFO ] [sig       ] [2423/3561] Completed PAHC in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-19T20:28:59.164327] [INFO ] [sig       ] [2424/3561] Forecasting PAL...
[2025-12-19T20:28:59.164356] [INFO ] [sig       ] Generating forecast for: PAL
[2025-12-19T20:28:59.164388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2025-12-19T20:28:59.176043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2025-12-19T20:28:59.176593] [INFO ] [FORECASTER] Starting predict_future for PAL
[2025-12-19T20:28:59.177342] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2025-12-19T20:28:59.177392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:59.177424] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:59.177451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:59.177506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:59.233478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:59.234211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:59.234289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:59.234321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:59.355299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:59.355479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:59.355518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:59.355547] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:59.359277] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: DOWN (p=6.11%)
[2025-12-19T20:28:59.359540] [INFO ] [FORECASTER] Completed predict_future for PAL
[2025-12-19T20:28:59.359688] [INFO ] [sig       ] PAL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:59.497979] [INFO ] [LOCAL     ] Saved forecast: PAL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PAL.txt
[2025-12-19T20:28:59.498111] [INFO ] [sig       ] [2424/3561] Completed PAL in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-19T20:28:59.498149] [INFO ] [sig       ] [2425/3561] Forecasting PAM...
[2025-12-19T20:28:59.498178] [INFO ] [sig       ] Generating forecast for: PAM
[2025-12-19T20:28:59.498208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-12-19T20:28:59.509944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2025-12-19T20:28:59.510294] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-12-19T20:28:59.511067] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-12-19T20:28:59.511117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:59.511149] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:59.511175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:59.511230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:59.567841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:59.568819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:59.568927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:59.568963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:28:59.686736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:28:59.686887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:28:59.686928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:28:59.686956] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:28:59.690295] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: DOWN (p=9.24%)
[2025-12-19T20:28:59.690564] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-12-19T20:28:59.690701] [INFO ] [sig       ] PAM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:28:59.826347] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PAM.txt
[2025-12-19T20:28:59.826479] [INFO ] [sig       ] [2425/3561] Completed PAM in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-19T20:28:59.826517] [INFO ] [sig       ] [2426/3561] Forecasting PANL...
[2025-12-19T20:28:59.826546] [INFO ] [sig       ] Generating forecast for: PANL
[2025-12-19T20:28:59.826594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2025-12-19T20:28:59.837398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2025-12-19T20:28:59.837752] [INFO ] [FORECASTER] Starting predict_future for PANL
[2025-12-19T20:28:59.838496] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2025-12-19T20:28:59.838546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:28:59.838596] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:28:59.838625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:28:59.838701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:28:59.893318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:28:59.894020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:28:59.894105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:28:59.894137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:00.014251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:00.014448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:00.014489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:00.014553] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:00.018029] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: DOWN (p=6.47%)
[2025-12-19T20:29:00.018299] [INFO ] [FORECASTER] Completed predict_future for PANL
[2025-12-19T20:29:00.018421] [INFO ] [sig       ] PANL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:00.153883] [INFO ] [LOCAL     ] Saved forecast: PANL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PANL.txt
[2025-12-19T20:29:00.154026] [INFO ] [sig       ] [2426/3561] Completed PANL in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-19T20:29:00.154070] [INFO ] [sig       ] [2427/3561] Forecasting PASG...
[2025-12-19T20:29:00.154099] [INFO ] [sig       ] Generating forecast for: PASG
[2025-12-19T20:29:00.154130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2025-12-19T20:29:00.166879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2025-12-19T20:29:00.167227] [INFO ] [FORECASTER] Starting predict_future for PASG
[2025-12-19T20:29:00.167994] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2025-12-19T20:29:00.168045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:00.168077] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:00.168103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:00.168158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:00.222865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:00.223524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:00.223618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:00.223652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:00.343948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:00.344076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:00.344124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:00.344163] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:00.348276] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: DOWN (p=0.61%)
[2025-12-19T20:29:00.348552] [INFO ] [FORECASTER] Completed predict_future for PASG
[2025-12-19T20:29:00.348729] [INFO ] [sig       ] PASG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:00.512651] [INFO ] [LOCAL     ] Saved forecast: PASG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PASG.txt
[2025-12-19T20:29:00.512820] [INFO ] [sig       ] [2427/3561] Completed PASG in 0.4s | 2.90 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-19T20:29:00.512863] [INFO ] [sig       ] [2428/3561] Forecasting PATH...
[2025-12-19T20:29:00.512894] [INFO ] [sig       ] Generating forecast for: PATH
[2025-12-19T20:29:00.512924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-12-19T20:29:00.526660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2025-12-19T20:29:00.527052] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-12-19T20:29:00.527895] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-12-19T20:29:00.527949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:00.527981] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:00.528008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:00.528069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:00.584472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:00.585341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:00.585425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:00.585457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:00.711450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:00.711633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:00.711673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:00.711702] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:00.715347] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=36.85%)
[2025-12-19T20:29:00.715651] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-12-19T20:29:00.715781] [INFO ] [sig       ] PATH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:00.863348] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PATH.txt
[2025-12-19T20:29:00.863505] [INFO ] [sig       ] [2428/3561] Completed PATH in 0.4s | 2.90 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-19T20:29:00.863544] [INFO ] [sig       ] [2429/3561] Forecasting PATK...
[2025-12-19T20:29:00.863593] [INFO ] [sig       ] Generating forecast for: PATK
[2025-12-19T20:29:00.863627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2025-12-19T20:29:00.875252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2025-12-19T20:29:00.875657] [INFO ] [FORECASTER] Starting predict_future for PATK
[2025-12-19T20:29:00.876421] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2025-12-19T20:29:00.876488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:00.876521] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:00.876548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:00.876624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:00.933593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:00.934411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:00.934499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:00.934532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:01.054835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:01.054994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:01.055032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:01.055063] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:01.058503] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=22.05%)
[2025-12-19T20:29:01.058842] [INFO ] [FORECASTER] Completed predict_future for PATK
[2025-12-19T20:29:01.058967] [INFO ] [sig       ] PATK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:01.201122] [INFO ] [LOCAL     ] Saved forecast: PATK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PATK.txt
[2025-12-19T20:29:01.201268] [INFO ] [sig       ] [2429/3561] Completed PATK in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-19T20:29:01.201308] [INFO ] [sig       ] [2430/3561] Forecasting PAX...
[2025-12-19T20:29:01.201338] [INFO ] [sig       ] Generating forecast for: PAX
[2025-12-19T20:29:01.201368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2025-12-19T20:29:01.212913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2025-12-19T20:29:01.213311] [INFO ] [FORECASTER] Starting predict_future for PAX
[2025-12-19T20:29:01.214098] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2025-12-19T20:29:01.214149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:01.214181] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:01.214208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:01.214263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:01.270473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:01.271322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:01.271401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:01.271433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:01.395178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:01.395594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:01.395639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:01.395667] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:01.399415] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: UP (p=77.35%)
[2025-12-19T20:29:01.399795] [INFO ] [FORECASTER] Completed predict_future for PAX
[2025-12-19T20:29:01.399951] [INFO ] [sig       ] PAX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:01.546144] [INFO ] [LOCAL     ] Saved forecast: PAX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PAX.txt
[2025-12-19T20:29:01.546305] [INFO ] [sig       ] [2430/3561] Completed PAX in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-19T20:29:01.546346] [INFO ] [sig       ] [2431/3561] Forecasting PAXS...
[2025-12-19T20:29:01.546376] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-12-19T20:29:01.546406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-12-19T20:29:01.558453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2025-12-19T20:29:01.558897] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-12-19T20:29:01.559689] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-12-19T20:29:01.559740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:01.559772] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:01.559799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:01.559856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:01.619347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:01.620212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:01.620296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:01.620328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:01.742287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:01.742437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:01.742475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:01.742503] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:01.745818] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: UP (p=83.77%)
[2025-12-19T20:29:01.746088] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-12-19T20:29:01.746207] [INFO ] [sig       ] PAXS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:01.885911] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PAXS.txt
[2025-12-19T20:29:01.886070] [INFO ] [sig       ] [2431/3561] Completed PAXS in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-19T20:29:01.886111] [INFO ] [sig       ] [2432/3561] Forecasting PAY...
[2025-12-19T20:29:01.886142] [INFO ] [sig       ] Generating forecast for: PAY
[2025-12-19T20:29:01.886172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-12-19T20:29:01.898914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2025-12-19T20:29:01.899292] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-12-19T20:29:01.900072] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-12-19T20:29:01.900123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:01.900155] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:01.900182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:01.900237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:01.958986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:01.960068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:01.960152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:01.960185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:02.078933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:02.079097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:02.079138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:02.079166] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:02.083127] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: UP (p=62.06%)
[2025-12-19T20:29:02.083618] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-12-19T20:29:02.083749] [INFO ] [sig       ] PAY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:02.227872] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PAY.txt
[2025-12-19T20:29:02.228019] [INFO ] [sig       ] [2432/3561] Completed PAY in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-19T20:29:02.228064] [INFO ] [sig       ] [2433/3561] Forecasting PAYC...
[2025-12-19T20:29:02.228095] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-12-19T20:29:02.228125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-12-19T20:29:02.241266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2025-12-19T20:29:02.241710] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-12-19T20:29:02.242513] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-12-19T20:29:02.242566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:02.242618] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:02.242648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:02.242706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:02.303255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:02.304117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:02.304238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:02.304272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:02.427481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:02.427696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:02.427739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:02.427769] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:02.431351] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-12-19T20:29:02.431688] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-12-19T20:29:02.431836] [INFO ] [sig       ] PAYC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:02.580115] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PAYC.txt
[2025-12-19T20:29:02.580268] [INFO ] [sig       ] [2433/3561] Completed PAYC in 0.4s | 2.90 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-19T20:29:02.580306] [INFO ] [sig       ] [2434/3561] Forecasting PAYO...
[2025-12-19T20:29:02.580337] [INFO ] [sig       ] Generating forecast for: PAYO
[2025-12-19T20:29:02.580367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2025-12-19T20:29:02.592691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2025-12-19T20:29:02.593082] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2025-12-19T20:29:02.593882] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2025-12-19T20:29:02.593935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:02.593969] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:02.593997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:02.594056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:02.651462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:02.652296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:02.652387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:02.652427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:02.782494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:02.782674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:02.782714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:02.782743] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:02.786090] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-12-19T20:29:02.786416] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2025-12-19T20:29:02.786544] [INFO ] [sig       ] PAYO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:02.929697] [INFO ] [LOCAL     ] Saved forecast: PAYO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PAYO.txt
[2025-12-19T20:29:02.929851] [INFO ] [sig       ] [2434/3561] Completed PAYO in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-19T20:29:02.929890] [INFO ] [sig       ] [2435/3561] Forecasting PAYS...
[2025-12-19T20:29:02.929921] [INFO ] [sig       ] Generating forecast for: PAYS
[2025-12-19T20:29:02.929951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2025-12-19T20:29:02.941346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2025-12-19T20:29:02.941764] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2025-12-19T20:29:02.942559] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2025-12-19T20:29:02.942637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:02.942671] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:02.942700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:02.942758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:03.003375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:03.004258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:03.004351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:03.004386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:03.126411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:03.126591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:03.126633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:03.126662] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:03.130018] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: DOWN (p=1.09%)
[2025-12-19T20:29:03.130299] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2025-12-19T20:29:03.130423] [INFO ] [sig       ] PAYS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:03.271688] [INFO ] [LOCAL     ] Saved forecast: PAYS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PAYS.txt
[2025-12-19T20:29:03.271851] [INFO ] [sig       ] [2435/3561] Completed PAYS in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-19T20:29:03.271891] [INFO ] [sig       ] [2436/3561] Forecasting PAYX...
[2025-12-19T20:29:03.271922] [INFO ] [sig       ] Generating forecast for: PAYX
[2025-12-19T20:29:03.271952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2025-12-19T20:29:03.288137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2025-12-19T20:29:03.288650] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2025-12-19T20:29:03.289819] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2025-12-19T20:29:03.289886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:03.289932] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:03.289973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:03.290054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:03.371111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:03.372205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:03.372317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:03.372363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:03.542296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:03.542494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:03.542593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:03.542642] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:03.547475] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: UP (p=91.77%)
[2025-12-19T20:29:03.547914] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2025-12-19T20:29:03.548090] [INFO ] [sig       ] PAYX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:03.766737] [INFO ] [LOCAL     ] Saved forecast: PAYX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PAYX.txt
[2025-12-19T20:29:03.769129] [INFO ] [sig       ] [2436/3561] Completed PAYX in 0.5s | 2.90 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-19T20:29:03.769211] [INFO ] [sig       ] [2437/3561] Forecasting PB...
[2025-12-19T20:29:03.769258] [INFO ] [sig       ] Generating forecast for: PB
[2025-12-19T20:29:03.769300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-12-19T20:29:03.798317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2025-12-19T20:29:03.798907] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-12-19T20:29:03.800069] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-12-19T20:29:03.800143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:03.800191] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:03.800228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:03.800314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:03.892509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:03.893742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:03.893860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:03.893916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:04.064435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:04.064627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:04.064670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:04.064700] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:04.068668] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: DOWN (p=18.16%)
[2025-12-19T20:29:04.069104] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-12-19T20:29:04.069293] [INFO ] [sig       ] PB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:04.277488] [INFO ] [LOCAL     ] Saved forecast: PB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PB.txt
[2025-12-19T20:29:04.277734] [INFO ] [sig       ] [2437/3561] Completed PB in 0.5s | 2.90 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-19T20:29:04.277795] [INFO ] [sig       ] [2438/3561] Forecasting PBA...
[2025-12-19T20:29:04.277844] [INFO ] [sig       ] Generating forecast for: PBA
[2025-12-19T20:29:04.277893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-12-19T20:29:04.293604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2025-12-19T20:29:04.294094] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-12-19T20:29:04.295230] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-12-19T20:29:04.295299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:04.295346] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:04.295389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:04.295477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:04.377744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:04.382305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:04.382489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:04.382529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:04.516067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:04.516237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:04.516276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:04.516314] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:04.520326] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: DOWN (p=42.41%)
[2025-12-19T20:29:04.520758] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-12-19T20:29:04.520960] [INFO ] [sig       ] PBA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:04.667313] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PBA.txt
[2025-12-19T20:29:04.667466] [INFO ] [sig       ] [2438/3561] Completed PBA in 0.4s | 2.90 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-19T20:29:04.667506] [INFO ] [sig       ] [2439/3561] Forecasting PBF...
[2025-12-19T20:29:04.667536] [INFO ] [sig       ] Generating forecast for: PBF
[2025-12-19T20:29:04.667566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-12-19T20:29:04.679709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2025-12-19T20:29:04.680120] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-12-19T20:29:04.681011] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-12-19T20:29:04.681066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:04.681103] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:04.681137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:04.681207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:04.738927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:04.739799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:04.739886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:04.739920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:04.865983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:04.866135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:04.866174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:04.866204] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:04.869689] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=23.50%)
[2025-12-19T20:29:04.869961] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-12-19T20:29:04.870089] [INFO ] [sig       ] PBF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:05.007798] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PBF.txt
[2025-12-19T20:29:05.007926] [INFO ] [sig       ] [2439/3561] Completed PBF in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-19T20:29:05.007964] [INFO ] [sig       ] [2440/3561] Forecasting PBFS...
[2025-12-19T20:29:05.007995] [INFO ] [sig       ] Generating forecast for: PBFS
[2025-12-19T20:29:05.008025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2025-12-19T20:29:05.019026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2025-12-19T20:29:05.019375] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2025-12-19T20:29:05.020199] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2025-12-19T20:29:05.020252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:05.020325] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:05.020356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:05.020413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:05.077692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:05.078528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:05.078630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:05.078666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:05.181716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:05.181880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:05.181921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:05.181949] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:05.185485] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2025-12-19T20:29:05.185797] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2025-12-19T20:29:05.185928] [INFO ] [sig       ] PBFS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:05.325948] [INFO ] [LOCAL     ] Saved forecast: PBFS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PBFS.txt
[2025-12-19T20:29:05.326092] [INFO ] [sig       ] [2440/3561] Completed PBFS in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-19T20:29:05.326133] [INFO ] [sig       ] [2441/3561] Forecasting PBH...
[2025-12-19T20:29:05.326168] [INFO ] [sig       ] Generating forecast for: PBH
[2025-12-19T20:29:05.326198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-12-19T20:29:05.337935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2025-12-19T20:29:05.338342] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-12-19T20:29:05.339166] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-12-19T20:29:05.339218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:05.339252] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:05.339280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:05.339335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:05.394556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:05.395238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:05.395318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:05.395350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:05.516893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:05.517058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:05.517104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:05.517134] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:05.520618] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=39.12%)
[2025-12-19T20:29:05.520890] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-12-19T20:29:05.521013] [INFO ] [sig       ] PBH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:05.659736] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PBH.txt
[2025-12-19T20:29:05.659888] [INFO ] [sig       ] [2441/3561] Completed PBH in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-19T20:29:05.659928] [INFO ] [sig       ] [2442/3561] Forecasting PBI...
[2025-12-19T20:29:05.659958] [INFO ] [sig       ] Generating forecast for: PBI
[2025-12-19T20:29:05.659987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-12-19T20:29:05.672768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2025-12-19T20:29:05.673179] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-12-19T20:29:05.673960] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-12-19T20:29:05.674011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:05.674043] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:05.674070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:05.674126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:05.730685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:05.731661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:05.731755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:05.731788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:05.861915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:05.862068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:05.862106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:05.862135] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:05.865469] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2025-12-19T20:29:05.865752] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-12-19T20:29:05.865872] [INFO ] [sig       ] PBI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:06.004682] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PBI.txt
[2025-12-19T20:29:06.004830] [INFO ] [sig       ] [2442/3561] Completed PBI in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-19T20:29:06.004870] [INFO ] [sig       ] [2443/3561] Forecasting PBM...
[2025-12-19T20:29:06.004899] [INFO ] [sig       ] Generating forecast for: PBM
[2025-12-19T20:29:06.004929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBM' from 'https://tdm.silogroup.org/data/derivative_storage/PBM.csv'.
[2025-12-19T20:29:06.017192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBM'.
[2025-12-19T20:29:06.017765] [INFO ] [FORECASTER] Starting predict_future for PBM
[2025-12-19T20:29:06.018514] [DEBUG] [LOCAL     ] No optimal features file found for PBM: ./output/feature-sets/PBM.txt
[2025-12-19T20:29:06.018565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:06.018618] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:06.018645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:06.018718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:06.075057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:06.076031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:06.076113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:06.076145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:06.196494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:06.196669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:06.196708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:06.196770] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:06.200422] [DEBUG] [FORECASTER] PBM: Forecast T+1@11:T+2@11: DOWN (p=9.78%)
[2025-12-19T20:29:06.200722] [INFO ] [FORECASTER] Completed predict_future for PBM
[2025-12-19T20:29:06.200849] [INFO ] [sig       ] PBM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:06.343455] [INFO ] [LOCAL     ] Saved forecast: PBM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PBM.txt
[2025-12-19T20:29:06.343629] [INFO ] [sig       ] [2443/3561] Completed PBM in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-19T20:29:06.343671] [INFO ] [sig       ] [2444/3561] Forecasting PBYI...
[2025-12-19T20:29:06.343710] [INFO ] [sig       ] Generating forecast for: PBYI
[2025-12-19T20:29:06.343741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2025-12-19T20:29:06.355636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2025-12-19T20:29:06.356056] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2025-12-19T20:29:06.356882] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2025-12-19T20:29:06.356935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:06.356967] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:06.356993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:06.357048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:06.428800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:06.429712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:06.429801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:06.429833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:06.551701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:06.551834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:06.551873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:06.551902] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:06.555364] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: DOWN (p=3.90%)
[2025-12-19T20:29:06.555653] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2025-12-19T20:29:06.555776] [INFO ] [sig       ] PBYI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:06.690664] [INFO ] [LOCAL     ] Saved forecast: PBYI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PBYI.txt
[2025-12-19T20:29:06.690805] [INFO ] [sig       ] [2444/3561] Completed PBYI in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-19T20:29:06.690844] [INFO ] [sig       ] [2445/3561] Forecasting PCB...
[2025-12-19T20:29:06.690873] [INFO ] [sig       ] Generating forecast for: PCB
[2025-12-19T20:29:06.690902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2025-12-19T20:29:06.701468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2025-12-19T20:29:06.701832] [INFO ] [FORECASTER] Starting predict_future for PCB
[2025-12-19T20:29:06.702610] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2025-12-19T20:29:06.702661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:06.702692] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:06.702719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:06.702773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:06.757246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:06.757991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:06.758071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:06.758102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:06.873424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:06.873595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:06.873634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:06.873663] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:06.876969] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: UP (p=92.64%)
[2025-12-19T20:29:06.877241] [INFO ] [FORECASTER] Completed predict_future for PCB
[2025-12-19T20:29:06.877360] [INFO ] [sig       ] PCB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:07.024876] [INFO ] [LOCAL     ] Saved forecast: PCB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PCB.txt
[2025-12-19T20:29:07.025019] [INFO ] [sig       ] [2445/3561] Completed PCB in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-19T20:29:07.025059] [INFO ] [sig       ] [2446/3561] Forecasting PCF...
[2025-12-19T20:29:07.025090] [INFO ] [sig       ] Generating forecast for: PCF
[2025-12-19T20:29:07.025132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-12-19T20:29:07.036497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2025-12-19T20:29:07.036871] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-12-19T20:29:07.037655] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-12-19T20:29:07.037706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:07.037737] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:07.037764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:07.037819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:07.093077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:07.093753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:07.093833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:07.093866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:07.210946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:07.211098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:07.211135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:07.211163] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:07.214444] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=68.82%)
[2025-12-19T20:29:07.214732] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-12-19T20:29:07.214854] [INFO ] [sig       ] PCF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:07.349948] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PCF.txt
[2025-12-19T20:29:07.350083] [INFO ] [sig       ] [2446/3561] Completed PCF in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-19T20:29:07.350121] [INFO ] [sig       ] [2447/3561] Forecasting PCG...
[2025-12-19T20:29:07.350150] [INFO ] [sig       ] Generating forecast for: PCG
[2025-12-19T20:29:07.350178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-12-19T20:29:07.361603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2025-12-19T20:29:07.361983] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-12-19T20:29:07.362813] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-12-19T20:29:07.362867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:07.362899] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:07.362927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:07.362985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:07.419847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:07.420556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:07.420653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:07.420687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:07.544658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:07.544806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:07.544844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:07.544890] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:07.548179] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: UP (p=96.44%)
[2025-12-19T20:29:07.548444] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-12-19T20:29:07.548563] [INFO ] [sig       ] PCG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:07.690435] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PCG.txt
[2025-12-19T20:29:07.690590] [INFO ] [sig       ] [2447/3561] Completed PCG in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-19T20:29:07.690633] [INFO ] [sig       ] [2448/3561] Forecasting PCH...
[2025-12-19T20:29:07.690662] [INFO ] [sig       ] Generating forecast for: PCH
[2025-12-19T20:29:07.690692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'.
[2025-12-19T20:29:07.702161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCH'.
[2025-12-19T20:29:07.702533] [INFO ] [FORECASTER] Starting predict_future for PCH
[2025-12-19T20:29:07.703400] [DEBUG] [LOCAL     ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt
[2025-12-19T20:29:07.703452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:07.703486] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:07.703514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:07.703595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:07.760400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:07.761351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:07.761451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:07.761484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:07.880758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:07.880910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:07.880949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:07.880977] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:07.884435] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: DOWN (p=49.12%)
[2025-12-19T20:29:07.884880] [INFO ] [FORECASTER] Completed predict_future for PCH
[2025-12-19T20:29:07.885001] [INFO ] [sig       ] PCH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:08.029231] [INFO ] [LOCAL     ] Saved forecast: PCH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PCH.txt
[2025-12-19T20:29:08.029364] [INFO ] [sig       ] [2448/3561] Completed PCH in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-19T20:29:08.029402] [INFO ] [sig       ] [2449/3561] Forecasting PCM...
[2025-12-19T20:29:08.029430] [INFO ] [sig       ] Generating forecast for: PCM
[2025-12-19T20:29:08.029461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-12-19T20:29:08.040547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2025-12-19T20:29:08.040918] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-12-19T20:29:08.041693] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-12-19T20:29:08.041744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:08.041775] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:08.041802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:08.041858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:08.096891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:08.097668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:08.097747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:08.097780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:08.220690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:08.220857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:08.220897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:08.220925] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:08.224404] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: DOWN (p=13.33%)
[2025-12-19T20:29:08.224715] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-12-19T20:29:08.224839] [INFO ] [sig       ] PCM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:08.362096] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PCM.txt
[2025-12-19T20:29:08.362218] [INFO ] [sig       ] [2449/3561] Completed PCM in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-19T20:29:08.362258] [INFO ] [sig       ] [2450/3561] Forecasting PCN...
[2025-12-19T20:29:08.362289] [INFO ] [sig       ] Generating forecast for: PCN
[2025-12-19T20:29:08.362319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-12-19T20:29:08.373805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2025-12-19T20:29:08.374110] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-12-19T20:29:08.374873] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-12-19T20:29:08.374924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:08.374955] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:08.374983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:08.375039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:08.430900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:08.431503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:08.431622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:08.431658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:08.553882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:08.554077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:08.554124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:08.554154] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:08.557660] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: DOWN (p=10.55%)
[2025-12-19T20:29:08.557940] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-12-19T20:29:08.558072] [INFO ] [sig       ] PCN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:08.737957] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PCN.txt
[2025-12-19T20:29:08.738152] [INFO ] [sig       ] [2450/3561] Completed PCN in 0.4s | 2.90 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-19T20:29:08.738210] [INFO ] [sig       ] [2451/3561] Forecasting PCQ...
[2025-12-19T20:29:08.738253] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-12-19T20:29:08.738294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-12-19T20:29:08.753092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2025-12-19T20:29:08.753512] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-12-19T20:29:08.754530] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-12-19T20:29:08.754615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:08.754664] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:08.754703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:08.754801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:08.836678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:08.837682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:08.837781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:08.837825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:09.003285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:09.003459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:09.003515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:09.003562] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:09.008140] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: UP (p=63.10%)
[2025-12-19T20:29:09.008488] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-12-19T20:29:09.008666] [INFO ] [sig       ] PCQ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:09.219166] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PCQ.txt
[2025-12-19T20:29:09.219355] [INFO ] [sig       ] [2451/3561] Completed PCQ in 0.5s | 2.90 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-19T20:29:09.219409] [INFO ] [sig       ] [2452/3561] Forecasting PCRX...
[2025-12-19T20:29:09.219449] [INFO ] [sig       ] Generating forecast for: PCRX
[2025-12-19T20:29:09.219492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2025-12-19T20:29:09.234032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2025-12-19T20:29:09.234403] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2025-12-19T20:29:09.235378] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2025-12-19T20:29:09.235441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:09.235486] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:09.235525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:09.235624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:09.316884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:09.317919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:09.318022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:09.318068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:09.488122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:09.488299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:09.488357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:09.488404] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:09.493649] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: DOWN (p=30.23%)
[2025-12-19T20:29:09.494005] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2025-12-19T20:29:09.494170] [INFO ] [sig       ] PCRX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:09.665092] [INFO ] [LOCAL     ] Saved forecast: PCRX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PCRX.txt
[2025-12-19T20:29:09.665231] [INFO ] [sig       ] [2452/3561] Completed PCRX in 0.4s | 2.90 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-19T20:29:09.665270] [INFO ] [sig       ] [2453/3561] Forecasting PCTY...
[2025-12-19T20:29:09.665299] [INFO ] [sig       ] Generating forecast for: PCTY
[2025-12-19T20:29:09.665329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2025-12-19T20:29:09.677327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2025-12-19T20:29:09.677646] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2025-12-19T20:29:09.678389] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2025-12-19T20:29:09.678452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:09.678485] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:09.678512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:09.678568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:09.735873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:09.736658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:09.736736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:09.736767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:09.856123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:09.856249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:09.856285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:09.856313] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:09.859734] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: UP (p=90.48%)
[2025-12-19T20:29:09.860022] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2025-12-19T20:29:09.860141] [INFO ] [sig       ] PCTY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:09.999691] [INFO ] [LOCAL     ] Saved forecast: PCTY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PCTY.txt
[2025-12-19T20:29:09.999835] [INFO ] [sig       ] [2453/3561] Completed PCTY in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-19T20:29:09.999874] [INFO ] [sig       ] [2454/3561] Forecasting PCVX...
[2025-12-19T20:29:09.999904] [INFO ] [sig       ] Generating forecast for: PCVX
[2025-12-19T20:29:09.999934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2025-12-19T20:29:10.012459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2025-12-19T20:29:10.012910] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2025-12-19T20:29:10.013720] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2025-12-19T20:29:10.013771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:10.013802] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:10.013828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:10.013883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:10.069422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:10.070232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:10.070314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:10.070346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:10.197397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:10.197554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:10.197612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:10.197641] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:10.201097] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: UP (p=87.68%)
[2025-12-19T20:29:10.201418] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2025-12-19T20:29:10.201546] [INFO ] [sig       ] PCVX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:10.344178] [INFO ] [LOCAL     ] Saved forecast: PCVX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PCVX.txt
[2025-12-19T20:29:10.344334] [INFO ] [sig       ] [2454/3561] Completed PCVX in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-19T20:29:10.344374] [INFO ] [sig       ] [2455/3561] Forecasting PCYO...
[2025-12-19T20:29:10.344405] [INFO ] [sig       ] Generating forecast for: PCYO
[2025-12-19T20:29:10.344436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2025-12-19T20:29:10.356952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2025-12-19T20:29:10.357351] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2025-12-19T20:29:10.358192] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2025-12-19T20:29:10.358245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:10.358277] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:10.358305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:10.358366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:10.415219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:10.415990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:10.416069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:10.416102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:10.544675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:10.544832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:10.544872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:10.544900] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:10.548918] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: DOWN (p=37.88%)
[2025-12-19T20:29:10.549236] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2025-12-19T20:29:10.549367] [INFO ] [sig       ] PCYO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:10.694103] [INFO ] [LOCAL     ] Saved forecast: PCYO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PCYO.txt
[2025-12-19T20:29:10.694248] [INFO ] [sig       ] [2455/3561] Completed PCYO in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-19T20:29:10.694287] [INFO ] [sig       ] [2456/3561] Forecasting PD...
[2025-12-19T20:29:10.694317] [INFO ] [sig       ] Generating forecast for: PD
[2025-12-19T20:29:10.694347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-12-19T20:29:10.708492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2025-12-19T20:29:10.709109] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-12-19T20:29:10.709937] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-12-19T20:29:10.709988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:10.710019] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:10.710045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:10.710100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:10.767498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:10.768349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:10.768432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:10.768466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:10.892675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:10.892830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:10.892871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:10.892901] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:10.896783] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=97.95%)
[2025-12-19T20:29:10.897063] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-12-19T20:29:10.897188] [INFO ] [sig       ] PD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:11.041023] [INFO ] [LOCAL     ] Saved forecast: PD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PD.txt
[2025-12-19T20:29:11.041169] [INFO ] [sig       ] [2456/3561] Completed PD in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-19T20:29:11.041211] [INFO ] [sig       ] [2457/3561] Forecasting PDBC...
[2025-12-19T20:29:11.041240] [INFO ] [sig       ] Generating forecast for: PDBC
[2025-12-19T20:29:11.041270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2025-12-19T20:29:11.053306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2025-12-19T20:29:11.053701] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2025-12-19T20:29:11.054470] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2025-12-19T20:29:11.054521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:11.054599] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:11.054630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:11.054686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:11.119380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:11.120373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:11.120480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:11.120734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:11.253130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:11.253291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:11.253331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:11.253359] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:11.257396] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: DOWN (p=41.75%)
[2025-12-19T20:29:11.257760] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2025-12-19T20:29:11.257896] [INFO ] [sig       ] PDBC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:11.423215] [INFO ] [LOCAL     ] Saved forecast: PDBC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PDBC.txt
[2025-12-19T20:29:11.423391] [INFO ] [sig       ] [2457/3561] Completed PDBC in 0.4s | 2.90 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-19T20:29:11.423440] [INFO ] [sig       ] [2458/3561] Forecasting PDD...
[2025-12-19T20:29:11.423472] [INFO ] [sig       ] Generating forecast for: PDD
[2025-12-19T20:29:11.423503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2025-12-19T20:29:11.436051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2025-12-19T20:29:11.436468] [INFO ] [FORECASTER] Starting predict_future for PDD
[2025-12-19T20:29:11.437345] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2025-12-19T20:29:11.437398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:11.437430] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:11.437457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:11.437514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:11.505414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:11.506277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:11.506393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:11.506450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:11.641786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:11.641956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:11.641999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:11.642030] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:11.646373] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: DOWN (p=28.28%)
[2025-12-19T20:29:11.646733] [INFO ] [FORECASTER] Completed predict_future for PDD
[2025-12-19T20:29:11.646915] [INFO ] [sig       ] PDD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:11.792391] [INFO ] [LOCAL     ] Saved forecast: PDD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PDD.txt
[2025-12-19T20:29:11.792758] [INFO ] [sig       ] [2458/3561] Completed PDD in 0.4s | 2.90 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-19T20:29:11.792800] [INFO ] [sig       ] [2459/3561] Forecasting PDEX...
[2025-12-19T20:29:11.792830] [INFO ] [sig       ] Generating forecast for: PDEX
[2025-12-19T20:29:11.792860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2025-12-19T20:29:11.805199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2025-12-19T20:29:11.805655] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2025-12-19T20:29:11.806461] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2025-12-19T20:29:11.806514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:11.806547] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:11.806594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:11.806654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:11.864422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:11.865282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:11.865363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:11.865395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:11.992424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:11.992607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:11.992649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:11.992677] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:11.996024] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=53.04%)
[2025-12-19T20:29:11.996312] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2025-12-19T20:29:11.996440] [INFO ] [sig       ] PDEX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:12.139260] [INFO ] [LOCAL     ] Saved forecast: PDEX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PDEX.txt
[2025-12-19T20:29:12.139420] [INFO ] [sig       ] [2459/3561] Completed PDEX in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-19T20:29:12.139460] [INFO ] [sig       ] [2460/3561] Forecasting PDFS...
[2025-12-19T20:29:12.139701] [INFO ] [sig       ] Generating forecast for: PDFS
[2025-12-19T20:29:12.139733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2025-12-19T20:29:12.151546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2025-12-19T20:29:12.151939] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2025-12-19T20:29:12.152963] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2025-12-19T20:29:12.153014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:12.153045] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:12.153070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:12.153125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:12.208789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:12.209631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:12.209713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:12.209745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:12.333864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:12.334040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:12.334080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:12.334144] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:12.337898] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: DOWN (p=34.40%)
[2025-12-19T20:29:12.338174] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2025-12-19T20:29:12.338298] [INFO ] [sig       ] PDFS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:12.477194] [INFO ] [LOCAL     ] Saved forecast: PDFS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PDFS.txt
[2025-12-19T20:29:12.477366] [INFO ] [sig       ] [2460/3561] Completed PDFS in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-19T20:29:12.477414] [INFO ] [sig       ] [2461/3561] Forecasting PDI...
[2025-12-19T20:29:12.477449] [INFO ] [sig       ] Generating forecast for: PDI
[2025-12-19T20:29:12.477480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-12-19T20:29:12.489561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2025-12-19T20:29:12.489978] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-12-19T20:29:12.490949] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-12-19T20:29:12.491001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:12.491032] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:12.491058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:12.491112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:12.547428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:12.548292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:12.548374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:12.548406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:12.665125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:12.665289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:12.665328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:12.665357] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:12.668841] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: DOWN (p=23.35%)
[2025-12-19T20:29:12.669135] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-12-19T20:29:12.669261] [INFO ] [sig       ] PDI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:12.814594] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PDI.txt
[2025-12-19T20:29:12.814759] [INFO ] [sig       ] [2461/3561] Completed PDI in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-19T20:29:12.814980] [INFO ] [sig       ] [2462/3561] Forecasting PDLB...
[2025-12-19T20:29:12.815013] [INFO ] [sig       ] Generating forecast for: PDLB
[2025-12-19T20:29:12.815043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2025-12-19T20:29:12.827632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2025-12-19T20:29:12.827997] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2025-12-19T20:29:12.829061] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2025-12-19T20:29:12.829114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:12.829146] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:12.829173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:12.829229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:12.886414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:12.887294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:12.887378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:12.887410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:13.007405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:13.007564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:13.007651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:13.007681] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:13.010993] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: UP (p=81.46%)
[2025-12-19T20:29:13.011265] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2025-12-19T20:29:13.011387] [INFO ] [sig       ] PDLB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:13.150984] [INFO ] [LOCAL     ] Saved forecast: PDLB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PDLB.txt
[2025-12-19T20:29:13.151126] [INFO ] [sig       ] [2462/3561] Completed PDLB in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-19T20:29:13.151167] [INFO ] [sig       ] [2463/3561] Forecasting PDM...
[2025-12-19T20:29:13.151198] [INFO ] [sig       ] Generating forecast for: PDM
[2025-12-19T20:29:13.151231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-12-19T20:29:13.162210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2025-12-19T20:29:13.162602] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-12-19T20:29:13.163360] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-12-19T20:29:13.163413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:13.163446] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:13.163474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:13.163531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:13.222511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:13.223279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:13.223359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:13.223392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:13.342782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:13.342949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:13.342987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:13.343015] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:13.346274] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: UP (p=99.74%)
[2025-12-19T20:29:13.346537] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-12-19T20:29:13.346674] [INFO ] [sig       ] PDM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:13.489223] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PDM.txt
[2025-12-19T20:29:13.489397] [INFO ] [sig       ] [2463/3561] Completed PDM in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-19T20:29:13.489450] [INFO ] [sig       ] [2464/3561] Forecasting PDO...
[2025-12-19T20:29:13.489495] [INFO ] [sig       ] Generating forecast for: PDO
[2025-12-19T20:29:13.489528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-12-19T20:29:13.501706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2025-12-19T20:29:13.502058] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-12-19T20:29:13.502886] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-12-19T20:29:13.502939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:13.502986] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:13.503016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:13.503075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:13.562563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:13.563199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:13.563275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:13.563307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:13.676926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:13.677077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:13.677115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:13.677143] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:13.680513] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: DOWN (p=12.85%)
[2025-12-19T20:29:13.680805] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-12-19T20:29:13.680925] [INFO ] [sig       ] PDO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:13.818044] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PDO.txt
[2025-12-19T20:29:13.818191] [INFO ] [sig       ] [2464/3561] Completed PDO in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-19T20:29:13.818230] [INFO ] [sig       ] [2465/3561] Forecasting PDP...
[2025-12-19T20:29:13.818260] [INFO ] [sig       ] Generating forecast for: PDP
[2025-12-19T20:29:13.818289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2025-12-19T20:29:13.830957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2025-12-19T20:29:13.831317] [INFO ] [FORECASTER] Starting predict_future for PDP
[2025-12-19T20:29:13.832095] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2025-12-19T20:29:13.832145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:13.832175] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:13.832201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:13.832255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:13.887436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:13.888114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:13.888189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:13.888221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:14.000438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:14.000610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:14.000651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:14.000680] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:14.003977] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: UP (p=95.53%)
[2025-12-19T20:29:14.004245] [INFO ] [FORECASTER] Completed predict_future for PDP
[2025-12-19T20:29:14.004364] [INFO ] [sig       ] PDP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:14.141607] [INFO ] [LOCAL     ] Saved forecast: PDP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PDP.txt
[2025-12-19T20:29:14.141761] [INFO ] [sig       ] [2465/3561] Completed PDP in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-19T20:29:14.141807] [INFO ] [sig       ] [2466/3561] Forecasting PDS...
[2025-12-19T20:29:14.141838] [INFO ] [sig       ] Generating forecast for: PDS
[2025-12-19T20:29:14.141868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-12-19T20:29:14.154275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2025-12-19T20:29:14.154701] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-12-19T20:29:14.155523] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-12-19T20:29:14.155595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:14.155630] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:14.155657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:14.155729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:14.221725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:14.222613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:14.222699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:14.222733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:14.346200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:14.346361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:14.346402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:14.346430] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:14.349991] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: DOWN (p=36.54%)
[2025-12-19T20:29:14.350299] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-12-19T20:29:14.350436] [INFO ] [sig       ] PDS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:14.495286] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PDS.txt
[2025-12-19T20:29:14.495440] [INFO ] [sig       ] [2466/3561] Completed PDS in 0.4s | 2.90 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-19T20:29:14.495480] [INFO ] [sig       ] [2467/3561] Forecasting PDX...
[2025-12-19T20:29:14.495510] [INFO ] [sig       ] Generating forecast for: PDX
[2025-12-19T20:29:14.495540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-12-19T20:29:14.507935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2025-12-19T20:29:14.508319] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-12-19T20:29:14.509151] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-12-19T20:29:14.509205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:14.509238] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:14.509266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:14.509333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:14.569874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:14.570743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:14.570853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:14.570887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:14.695138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:14.695285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:14.695323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:14.695351] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:14.698801] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: UP (p=86.37%)
[2025-12-19T20:29:14.699064] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-12-19T20:29:14.699182] [INFO ] [sig       ] PDX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:14.839254] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PDX.txt
[2025-12-19T20:29:14.839389] [INFO ] [sig       ] [2467/3561] Completed PDX in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-19T20:29:14.839428] [INFO ] [sig       ] [2468/3561] Forecasting PDYN...
[2025-12-19T20:29:14.839465] [INFO ] [sig       ] Generating forecast for: PDYN
[2025-12-19T20:29:14.839498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2025-12-19T20:29:14.850758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2025-12-19T20:29:14.851081] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2025-12-19T20:29:14.851884] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2025-12-19T20:29:14.851941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:14.851974] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:14.852007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:14.852064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:14.912790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:14.913655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:14.913736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:14.913768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:15.035197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:15.035337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:15.035377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:15.035409] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:15.038660] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: DOWN (p=38.45%)
[2025-12-19T20:29:15.038950] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2025-12-19T20:29:15.039070] [INFO ] [sig       ] PDYN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:15.177495] [INFO ] [LOCAL     ] Saved forecast: PDYN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PDYN.txt
[2025-12-19T20:29:15.177642] [INFO ] [sig       ] [2468/3561] Completed PDYN in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-19T20:29:15.177682] [INFO ] [sig       ] [2469/3561] Forecasting PEB...
[2025-12-19T20:29:15.177711] [INFO ] [sig       ] Generating forecast for: PEB
[2025-12-19T20:29:15.177741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-12-19T20:29:15.189642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2025-12-19T20:29:15.189989] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-12-19T20:29:15.190790] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-12-19T20:29:15.190842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:15.190875] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:15.190902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:15.190963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:15.249781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:15.250662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:15.250746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:15.250779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:15.371901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:15.372058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:15.372100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:15.372129] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:15.375502] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: UP (p=86.93%)
[2025-12-19T20:29:15.375819] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-12-19T20:29:15.375948] [INFO ] [sig       ] PEB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:15.514130] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PEB.txt
[2025-12-19T20:29:15.514261] [INFO ] [sig       ] [2469/3561] Completed PEB in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-19T20:29:15.514299] [INFO ] [sig       ] [2470/3561] Forecasting PEBK...
[2025-12-19T20:29:15.514328] [INFO ] [sig       ] Generating forecast for: PEBK
[2025-12-19T20:29:15.514359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2025-12-19T20:29:15.524008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2025-12-19T20:29:15.524249] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2025-12-19T20:29:15.525006] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2025-12-19T20:29:15.525056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:15.525088] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:15.525114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:15.525169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:15.580886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:15.581711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:15.581793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:15.581825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:15.673349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:15.673492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:15.673529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:15.673557] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:15.676793] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: UP (p=78.01%)
[2025-12-19T20:29:15.677054] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2025-12-19T20:29:15.677169] [INFO ] [sig       ] PEBK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:15.816960] [INFO ] [LOCAL     ] Saved forecast: PEBK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PEBK.txt
[2025-12-19T20:29:15.817105] [INFO ] [sig       ] [2470/3561] Completed PEBK in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-19T20:29:15.817144] [INFO ] [sig       ] [2471/3561] Forecasting PEBO...
[2025-12-19T20:29:15.817174] [INFO ] [sig       ] Generating forecast for: PEBO
[2025-12-19T20:29:15.817203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2025-12-19T20:29:15.829061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2025-12-19T20:29:15.829393] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2025-12-19T20:29:15.830177] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2025-12-19T20:29:15.830229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:15.830262] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:15.830289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:15.830347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:15.888588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:15.889445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:15.889526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:15.889559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:16.011307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:16.011459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:16.011496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:16.011540] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:16.014841] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: UP (p=94.53%)
[2025-12-19T20:29:16.015103] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2025-12-19T20:29:16.015220] [INFO ] [sig       ] PEBO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:16.154035] [INFO ] [LOCAL     ] Saved forecast: PEBO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PEBO.txt
[2025-12-19T20:29:16.154153] [INFO ] [sig       ] [2471/3561] Completed PEBO in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-19T20:29:16.154191] [INFO ] [sig       ] [2472/3561] Forecasting PECO...
[2025-12-19T20:29:16.154220] [INFO ] [sig       ] Generating forecast for: PECO
[2025-12-19T20:29:16.154250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2025-12-19T20:29:16.165852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2025-12-19T20:29:16.166178] [INFO ] [FORECASTER] Starting predict_future for PECO
[2025-12-19T20:29:16.166940] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2025-12-19T20:29:16.166992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:16.167023] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:16.167050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:16.167105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:16.225057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:16.225729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:16.225810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:16.225844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:16.344375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:16.344530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:16.344584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:16.344616] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:16.347875] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: UP (p=53.83%)
[2025-12-19T20:29:16.348141] [INFO ] [FORECASTER] Completed predict_future for PECO
[2025-12-19T20:29:16.348260] [INFO ] [sig       ] PECO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:16.496306] [INFO ] [LOCAL     ] Saved forecast: PECO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PECO.txt
[2025-12-19T20:29:16.496439] [INFO ] [sig       ] [2472/3561] Completed PECO in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-19T20:29:16.496478] [INFO ] [sig       ] [2473/3561] Forecasting PEG...
[2025-12-19T20:29:16.496508] [INFO ] [sig       ] Generating forecast for: PEG
[2025-12-19T20:29:16.496539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-12-19T20:29:16.507626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2025-12-19T20:29:16.507997] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-12-19T20:29:16.508788] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-12-19T20:29:16.508845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:16.508877] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:16.508903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:16.508958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:16.565401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:16.566053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:16.566131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:16.566180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:16.695595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:16.695741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:16.695779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:16.695807] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:16.699097] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: UP (p=69.55%)
[2025-12-19T20:29:16.699364] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-12-19T20:29:16.699487] [INFO ] [sig       ] PEG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:16.839273] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PEG.txt
[2025-12-19T20:29:16.839400] [INFO ] [sig       ] [2473/3561] Completed PEG in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-19T20:29:16.839438] [INFO ] [sig       ] [2474/3561] Forecasting PEGA...
[2025-12-19T20:29:16.839470] [INFO ] [sig       ] Generating forecast for: PEGA
[2025-12-19T20:29:16.839501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2025-12-19T20:29:16.851451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2025-12-19T20:29:16.852021] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2025-12-19T20:29:16.852869] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2025-12-19T20:29:16.852923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:16.852982] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:16.853011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:16.853078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:16.911940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:16.912828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:16.912909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:16.912942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:17.038161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:17.038310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:17.038349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:17.038376] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:17.042289] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: UP (p=79.59%)
[2025-12-19T20:29:17.042558] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2025-12-19T20:29:17.042694] [INFO ] [sig       ] PEGA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:17.186198] [INFO ] [LOCAL     ] Saved forecast: PEGA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PEGA.txt
[2025-12-19T20:29:17.186325] [INFO ] [sig       ] [2474/3561] Completed PEGA in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-19T20:29:17.186364] [INFO ] [sig       ] [2475/3561] Forecasting PEN...
[2025-12-19T20:29:17.186394] [INFO ] [sig       ] Generating forecast for: PEN
[2025-12-19T20:29:17.186424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-12-19T20:29:17.199161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2025-12-19T20:29:17.199485] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-12-19T20:29:17.200265] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-12-19T20:29:17.200316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:17.200349] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:17.200388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:17.200446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:17.258632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:17.259389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:17.259472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:17.259504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:17.383327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:17.383477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:17.383516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:17.383545] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:17.387186] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2025-12-19T20:29:17.387448] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-12-19T20:29:17.387565] [INFO ] [sig       ] PEN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:17.532802] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PEN.txt
[2025-12-19T20:29:17.532958] [INFO ] [sig       ] [2475/3561] Completed PEN in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-19T20:29:17.532997] [INFO ] [sig       ] [2476/3561] Forecasting PENN...
[2025-12-19T20:29:17.533028] [INFO ] [sig       ] Generating forecast for: PENN
[2025-12-19T20:29:17.533058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2025-12-19T20:29:17.545221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2025-12-19T20:29:17.545535] [INFO ] [FORECASTER] Starting predict_future for PENN
[2025-12-19T20:29:17.546518] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2025-12-19T20:29:17.546569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:17.546620] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:17.546647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:17.546702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:17.605045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:17.605764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:17.605842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:17.605876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:17.728293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:17.728462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:17.728501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:17.728528] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:17.731928] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: UP (p=84.79%)
[2025-12-19T20:29:17.732193] [INFO ] [FORECASTER] Completed predict_future for PENN
[2025-12-19T20:29:17.732311] [INFO ] [sig       ] PENN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:17.872380] [INFO ] [LOCAL     ] Saved forecast: PENN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PENN.txt
[2025-12-19T20:29:17.872516] [INFO ] [sig       ] [2476/3561] Completed PENN in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-19T20:29:17.872555] [INFO ] [sig       ] [2477/3561] Forecasting PEO...
[2025-12-19T20:29:17.872604] [INFO ] [sig       ] Generating forecast for: PEO
[2025-12-19T20:29:17.872637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-12-19T20:29:17.883800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2025-12-19T20:29:17.884118] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-12-19T20:29:17.884912] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-12-19T20:29:17.884962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:17.884993] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:17.885019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:17.885074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:17.942319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:17.943041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:17.943120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:17.943154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:18.062847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:18.063009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:18.063046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:18.063103] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:18.066426] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: DOWN (p=1.50%)
[2025-12-19T20:29:18.066714] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-12-19T20:29:18.067030] [INFO ] [sig       ] PEO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:18.206695] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PEO.txt
[2025-12-19T20:29:18.206828] [INFO ] [sig       ] [2477/3561] Completed PEO in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-19T20:29:18.206867] [INFO ] [sig       ] [2478/3561] Forecasting PEP...
[2025-12-19T20:29:18.206896] [INFO ] [sig       ] Generating forecast for: PEP
[2025-12-19T20:29:18.206926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2025-12-19T20:29:18.218994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2025-12-19T20:29:18.219333] [INFO ] [FORECASTER] Starting predict_future for PEP
[2025-12-19T20:29:18.220103] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2025-12-19T20:29:18.220154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:18.220186] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:18.220212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:18.220267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:18.277932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:18.278623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:18.278715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:18.278753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:18.402524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:18.402691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:18.402729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:18.402758] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:18.406035] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: UP (p=63.07%)
[2025-12-19T20:29:18.406297] [INFO ] [FORECASTER] Completed predict_future for PEP
[2025-12-19T20:29:18.406415] [INFO ] [sig       ] PEP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:18.548233] [INFO ] [LOCAL     ] Saved forecast: PEP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PEP.txt
[2025-12-19T20:29:18.548390] [INFO ] [sig       ] [2478/3561] Completed PEP in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-19T20:29:18.548429] [INFO ] [sig       ] [2479/3561] Forecasting PEPG...
[2025-12-19T20:29:18.548461] [INFO ] [sig       ] Generating forecast for: PEPG
[2025-12-19T20:29:18.548499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2025-12-19T20:29:18.559762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2025-12-19T20:29:18.560108] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2025-12-19T20:29:18.560953] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2025-12-19T20:29:18.561005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:18.561038] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:18.561065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:18.561122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:18.618619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:18.619387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:18.619484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:18.619524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:18.736841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:18.736998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:18.737036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:18.737065] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:18.740503] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: UP (p=67.30%)
[2025-12-19T20:29:18.740796] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2025-12-19T20:29:18.740919] [INFO ] [sig       ] PEPG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:18.878087] [INFO ] [LOCAL     ] Saved forecast: PEPG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PEPG.txt
[2025-12-19T20:29:18.878216] [INFO ] [sig       ] [2479/3561] Completed PEPG in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-19T20:29:18.878256] [INFO ] [sig       ] [2480/3561] Forecasting PERF...
[2025-12-19T20:29:18.878286] [INFO ] [sig       ] Generating forecast for: PERF
[2025-12-19T20:29:18.878317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-12-19T20:29:18.889092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2025-12-19T20:29:18.889436] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-12-19T20:29:18.890342] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-12-19T20:29:18.890394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:18.890427] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:18.890459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:18.890516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:18.948254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:18.949011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:18.949091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:18.949124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:19.063459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:19.063637] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-19T20:29:19.063678] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:19.063706] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:19.066955] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=93.92%)
[2025-12-19T20:29:19.067217] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-12-19T20:29:19.067335] [INFO ] [sig       ] PERF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:19.205553] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PERF.txt
[2025-12-19T20:29:19.205712] [INFO ] [sig       ] [2480/3561] Completed PERF in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-19T20:29:19.205751] [INFO ] [sig       ] [2481/3561] Forecasting PERI...
[2025-12-19T20:29:19.205781] [INFO ] [sig       ] Generating forecast for: PERI
[2025-12-19T20:29:19.205811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2025-12-19T20:29:19.217360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2025-12-19T20:29:19.217709] [INFO ] [FORECASTER] Starting predict_future for PERI
[2025-12-19T20:29:19.218450] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2025-12-19T20:29:19.218502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:19.218533] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:19.218560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:19.218635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:19.275491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:19.276121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:19.276197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:19.276228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:19.397366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:19.397529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:19.397569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:19.397619] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:19.401063] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: DOWN (p=9.65%)
[2025-12-19T20:29:19.401334] [INFO ] [FORECASTER] Completed predict_future for PERI
[2025-12-19T20:29:19.401465] [INFO ] [sig       ] PERI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:19.540707] [INFO ] [LOCAL     ] Saved forecast: PERI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PERI.txt
[2025-12-19T20:29:19.540845] [INFO ] [sig       ] [2481/3561] Completed PERI in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-19T20:29:19.540882] [INFO ] [sig       ] [2482/3561] Forecasting PESI...
[2025-12-19T20:29:19.540913] [INFO ] [sig       ] Generating forecast for: PESI
[2025-12-19T20:29:19.540942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2025-12-19T20:29:19.552471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2025-12-19T20:29:19.552906] [INFO ] [FORECASTER] Starting predict_future for PESI
[2025-12-19T20:29:19.553732] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2025-12-19T20:29:19.553786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:19.553820] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:19.553849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:19.553907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:19.612140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:19.613022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:19.613106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:19.613142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:19.738731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:19.738890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:19.738929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:19.738958] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:19.742341] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: UP (p=72.40%)
[2025-12-19T20:29:19.742631] [INFO ] [FORECASTER] Completed predict_future for PESI
[2025-12-19T20:29:19.742751] [INFO ] [sig       ] PESI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:19.882125] [INFO ] [LOCAL     ] Saved forecast: PESI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PESI.txt
[2025-12-19T20:29:19.882257] [INFO ] [sig       ] [2482/3561] Completed PESI in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-19T20:29:19.882296] [INFO ] [sig       ] [2483/3561] Forecasting PETS...
[2025-12-19T20:29:19.882326] [INFO ] [sig       ] Generating forecast for: PETS
[2025-12-19T20:29:19.882356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2025-12-19T20:29:19.893276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2025-12-19T20:29:19.893629] [INFO ] [FORECASTER] Starting predict_future for PETS
[2025-12-19T20:29:19.894377] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2025-12-19T20:29:19.894428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:19.894460] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:19.894486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:19.894541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:19.951767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:19.952478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:19.952562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:19.952615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:20.072866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:20.073017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:20.073054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:20.073090] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:20.076387] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: UP (p=67.76%)
[2025-12-19T20:29:20.076675] [INFO ] [FORECASTER] Completed predict_future for PETS
[2025-12-19T20:29:20.076794] [INFO ] [sig       ] PETS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:20.214723] [INFO ] [LOCAL     ] Saved forecast: PETS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PETS.txt
[2025-12-19T20:29:20.214848] [INFO ] [sig       ] [2483/3561] Completed PETS in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-19T20:29:20.214886] [INFO ] [sig       ] [2484/3561] Forecasting PEY...
[2025-12-19T20:29:20.214915] [INFO ] [sig       ] Generating forecast for: PEY
[2025-12-19T20:29:20.214945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2025-12-19T20:29:20.226152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2025-12-19T20:29:20.226483] [INFO ] [FORECASTER] Starting predict_future for PEY
[2025-12-19T20:29:20.227284] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2025-12-19T20:29:20.227336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:20.227368] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:20.227397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:20.227453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:20.283169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:20.283819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:20.283931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:20.283965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:20.398096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:20.398245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:20.398283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:20.398311] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:20.401594] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: DOWN (p=37.12%)
[2025-12-19T20:29:20.401856] [INFO ] [FORECASTER] Completed predict_future for PEY
[2025-12-19T20:29:20.401997] [INFO ] [sig       ] PEY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:20.540412] [INFO ] [LOCAL     ] Saved forecast: PEY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PEY.txt
[2025-12-19T20:29:20.540540] [INFO ] [sig       ] [2484/3561] Completed PEY in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-19T20:29:20.540595] [INFO ] [sig       ] [2485/3561] Forecasting PFBC...
[2025-12-19T20:29:20.540627] [INFO ] [sig       ] Generating forecast for: PFBC
[2025-12-19T20:29:20.540657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2025-12-19T20:29:20.551561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2025-12-19T20:29:20.551905] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2025-12-19T20:29:20.552673] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2025-12-19T20:29:20.552724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:20.552755] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:20.552780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:20.552835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:20.608635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:20.609508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:20.609615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:20.609651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:20.723668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:20.723818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:20.723856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:20.723885] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:20.727207] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: DOWN (p=16.46%)
[2025-12-19T20:29:20.727473] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2025-12-19T20:29:20.727609] [INFO ] [sig       ] PFBC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:20.866260] [INFO ] [LOCAL     ] Saved forecast: PFBC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PFBC.txt
[2025-12-19T20:29:20.866407] [INFO ] [sig       ] [2485/3561] Completed PFBC in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-19T20:29:20.866445] [INFO ] [sig       ] [2486/3561] Forecasting PFD...
[2025-12-19T20:29:20.866475] [INFO ] [sig       ] Generating forecast for: PFD
[2025-12-19T20:29:20.866505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-12-19T20:29:20.877348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2025-12-19T20:29:20.877706] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-12-19T20:29:20.878449] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-12-19T20:29:20.878499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:20.878530] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:20.878557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:20.878633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:20.934621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:20.935308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:20.935388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:20.935420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:21.044850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:21.045002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:21.045040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:21.045069] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:21.048382] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: UP (p=85.69%)
[2025-12-19T20:29:21.048731] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-12-19T20:29:21.048855] [INFO ] [sig       ] PFD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:21.188067] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PFD.txt
[2025-12-19T20:29:21.188199] [INFO ] [sig       ] [2486/3561] Completed PFD in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-19T20:29:21.188236] [INFO ] [sig       ] [2487/3561] Forecasting PFF...
[2025-12-19T20:29:21.188265] [INFO ] [sig       ] Generating forecast for: PFF
[2025-12-19T20:29:21.188296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2025-12-19T20:29:21.199004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2025-12-19T20:29:21.199334] [INFO ] [FORECASTER] Starting predict_future for PFF
[2025-12-19T20:29:21.200124] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2025-12-19T20:29:21.200175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:21.200206] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:21.200233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:21.200288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:21.255511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:21.256273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:21.256354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:21.256386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:21.378585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:21.378752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:21.378792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:21.378821] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:21.382221] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: UP (p=56.56%)
[2025-12-19T20:29:21.382498] [INFO ] [FORECASTER] Completed predict_future for PFF
[2025-12-19T20:29:21.382642] [INFO ] [sig       ] PFF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:21.524940] [INFO ] [LOCAL     ] Saved forecast: PFF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PFF.txt
[2025-12-19T20:29:21.525125] [INFO ] [sig       ] [2487/3561] Completed PFF in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-19T20:29:21.525167] [INFO ] [sig       ] [2488/3561] Forecasting PFG...
[2025-12-19T20:29:21.525198] [INFO ] [sig       ] Generating forecast for: PFG
[2025-12-19T20:29:21.525227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2025-12-19T20:29:21.535853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2025-12-19T20:29:21.536202] [INFO ] [FORECASTER] Starting predict_future for PFG
[2025-12-19T20:29:21.536964] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2025-12-19T20:29:21.537027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:21.537060] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:21.537088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:21.537144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:21.592709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:21.593433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:21.593543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:21.593595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:21.711462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:21.711648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:21.711689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:21.711717] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:21.715278] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: UP (p=87.59%)
[2025-12-19T20:29:21.715547] [INFO ] [FORECASTER] Completed predict_future for PFG
[2025-12-19T20:29:21.715700] [INFO ] [sig       ] PFG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:21.913689] [INFO ] [LOCAL     ] Saved forecast: PFG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PFG.txt
[2025-12-19T20:29:21.913823] [INFO ] [sig       ] [2488/3561] Completed PFG in 0.4s | 2.90 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-19T20:29:21.913870] [INFO ] [sig       ] [2489/3561] Forecasting PFGC...
[2025-12-19T20:29:21.913900] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-12-19T20:29:21.913940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-12-19T20:29:21.924854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2025-12-19T20:29:21.925193] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-12-19T20:29:21.926020] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-12-19T20:29:21.926072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:21.926105] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:21.926131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:21.926188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:21.983772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:21.984727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:21.984820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:21.984853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:22.107042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:22.107191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:22.107229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:22.107258] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:22.110550] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=79.04%)
[2025-12-19T20:29:22.110831] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-12-19T20:29:22.110951] [INFO ] [sig       ] PFGC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:22.248387] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PFGC.txt
[2025-12-19T20:29:22.248518] [INFO ] [sig       ] [2489/3561] Completed PFGC in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-19T20:29:22.248560] [INFO ] [sig       ] [2490/3561] Forecasting PFH...
[2025-12-19T20:29:22.248609] [INFO ] [sig       ] Generating forecast for: PFH
[2025-12-19T20:29:22.248640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-12-19T20:29:22.259458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2025-12-19T20:29:22.259809] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-12-19T20:29:22.260584] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-12-19T20:29:22.260636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:22.260668] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:22.260695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:22.260751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:22.316061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:22.316706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:22.316781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:22.316814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:22.433558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:22.433725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:22.433766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:22.433794] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:22.437082] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: UP (p=54.01%)
[2025-12-19T20:29:22.437344] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-12-19T20:29:22.437460] [INFO ] [sig       ] PFH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:22.575026] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PFH.txt
[2025-12-19T20:29:22.575152] [INFO ] [sig       ] [2490/3561] Completed PFH in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-19T20:29:22.575190] [INFO ] [sig       ] [2491/3561] Forecasting PFIS...
[2025-12-19T20:29:22.575220] [INFO ] [sig       ] Generating forecast for: PFIS
[2025-12-19T20:29:22.575249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2025-12-19T20:29:22.586011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2025-12-19T20:29:22.586333] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2025-12-19T20:29:22.587093] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2025-12-19T20:29:22.587144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:22.587201] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:22.587229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:22.587285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:22.642909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:22.643653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:22.643731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:22.643764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:22.757585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:22.757737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:22.757776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:22.757804] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:22.761202] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: DOWN (p=36.07%)
[2025-12-19T20:29:22.761468] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2025-12-19T20:29:22.761612] [INFO ] [sig       ] PFIS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:22.901940] [INFO ] [LOCAL     ] Saved forecast: PFIS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PFIS.txt
[2025-12-19T20:29:22.902091] [INFO ] [sig       ] [2491/3561] Completed PFIS in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-19T20:29:22.902136] [INFO ] [sig       ] [2492/3561] Forecasting PFL...
[2025-12-19T20:29:22.902168] [INFO ] [sig       ] Generating forecast for: PFL
[2025-12-19T20:29:22.902198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-12-19T20:29:22.913020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2025-12-19T20:29:22.913343] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-12-19T20:29:22.914115] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-12-19T20:29:22.914165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:22.914196] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:22.914223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:22.914277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:22.971269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:22.971942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:22.972019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:22.972050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:23.088266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:23.088413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:23.088453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:23.088480] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:23.091788] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: UP (p=74.41%)
[2025-12-19T20:29:23.092056] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-12-19T20:29:23.092172] [INFO ] [sig       ] PFL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:23.231324] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PFL.txt
[2025-12-19T20:29:23.231451] [INFO ] [sig       ] [2492/3561] Completed PFL in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-19T20:29:23.231489] [INFO ] [sig       ] [2493/3561] Forecasting PFM...
[2025-12-19T20:29:23.231519] [INFO ] [sig       ] Generating forecast for: PFM
[2025-12-19T20:29:23.231549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2025-12-19T20:29:23.242161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2025-12-19T20:29:23.242486] [INFO ] [FORECASTER] Starting predict_future for PFM
[2025-12-19T20:29:23.243260] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2025-12-19T20:29:23.243310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:23.243343] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:23.243369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:23.243425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:23.299808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:23.300461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:23.300538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:23.300598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:23.422054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:23.422195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:23.422233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:23.422260] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:23.425516] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: UP (p=53.94%)
[2025-12-19T20:29:23.425799] [INFO ] [FORECASTER] Completed predict_future for PFM
[2025-12-19T20:29:23.425934] [INFO ] [sig       ] PFM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:23.566351] [INFO ] [LOCAL     ] Saved forecast: PFM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PFM.txt
[2025-12-19T20:29:23.566502] [INFO ] [sig       ] [2493/3561] Completed PFM in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-19T20:29:23.566544] [INFO ] [sig       ] [2494/3561] Forecasting PFN...
[2025-12-19T20:29:23.566592] [INFO ] [sig       ] Generating forecast for: PFN
[2025-12-19T20:29:23.566627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-12-19T20:29:23.577438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2025-12-19T20:29:23.577780] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-12-19T20:29:23.578528] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-12-19T20:29:23.578600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:23.578635] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:23.578662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:23.578745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:23.634011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:23.634916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:23.635000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:23.635033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:23.755369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:23.755526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:23.755590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:23.755655] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:23.759376] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=94.53%)
[2025-12-19T20:29:23.759685] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-12-19T20:29:23.759824] [INFO ] [sig       ] PFN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:23.899526] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PFN.txt
[2025-12-19T20:29:23.899677] [INFO ] [sig       ] [2494/3561] Completed PFN in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-19T20:29:23.899719] [INFO ] [sig       ] [2495/3561] Forecasting PFO...
[2025-12-19T20:29:23.899749] [INFO ] [sig       ] Generating forecast for: PFO
[2025-12-19T20:29:23.899956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-12-19T20:29:23.910979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2025-12-19T20:29:23.911341] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-12-19T20:29:23.912149] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-12-19T20:29:23.912201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:23.912233] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:23.912260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:23.912317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:23.968807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:23.969541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:23.969649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:23.969691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:24.084781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:24.084931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:24.084970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:24.085016] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:24.088442] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: UP (p=90.91%)
[2025-12-19T20:29:24.088756] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-12-19T20:29:24.088882] [INFO ] [sig       ] PFO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:24.230335] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PFO.txt
[2025-12-19T20:29:24.230499] [INFO ] [sig       ] [2495/3561] Completed PFO in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-19T20:29:24.230542] [INFO ] [sig       ] [2496/3561] Forecasting PFS...
[2025-12-19T20:29:24.230592] [INFO ] [sig       ] Generating forecast for: PFS
[2025-12-19T20:29:24.230626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-12-19T20:29:24.242116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2025-12-19T20:29:24.242487] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-12-19T20:29:24.243307] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-12-19T20:29:24.243359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:24.243390] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:24.243417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:24.243474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:24.299525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:24.300236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:24.300313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:24.300344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:24.420086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:24.420240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:24.420284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:24.420314] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:24.423856] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: DOWN (p=17.82%)
[2025-12-19T20:29:24.424153] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-12-19T20:29:24.424315] [INFO ] [sig       ] PFS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:24.563779] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PFS.txt
[2025-12-19T20:29:24.563903] [INFO ] [sig       ] [2496/3561] Completed PFS in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-19T20:29:24.563943] [INFO ] [sig       ] [2497/3561] Forecasting PFSI...
[2025-12-19T20:29:24.563974] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-12-19T20:29:24.564005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-12-19T20:29:24.575641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2025-12-19T20:29:24.575974] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-12-19T20:29:24.576782] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-12-19T20:29:24.576834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:24.576867] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:24.576896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:24.576953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:24.634539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:24.635171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:24.635265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:24.635297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:24.756876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:24.757034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:24.757073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:24.757101] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:24.761922] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: DOWN (p=20.98%)
[2025-12-19T20:29:24.762332] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-12-19T20:29:24.762481] [INFO ] [sig       ] PFSI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:24.901741] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PFSI.txt
[2025-12-19T20:29:24.901912] [INFO ] [sig       ] [2497/3561] Completed PFSI in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-19T20:29:24.901954] [INFO ] [sig       ] [2498/3561] Forecasting PGC...
[2025-12-19T20:29:24.901984] [INFO ] [sig       ] Generating forecast for: PGC
[2025-12-19T20:29:24.902013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2025-12-19T20:29:24.913645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2025-12-19T20:29:24.914235] [INFO ] [FORECASTER] Starting predict_future for PGC
[2025-12-19T20:29:24.915223] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2025-12-19T20:29:24.915277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:24.915309] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:24.915337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:24.915394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:24.975958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:24.976848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:24.976935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:24.976969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:25.101587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:25.101749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:25.101790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:25.101819] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:25.105164] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: UP (p=77.80%)
[2025-12-19T20:29:25.105432] [INFO ] [FORECASTER] Completed predict_future for PGC
[2025-12-19T20:29:25.105553] [INFO ] [sig       ] PGC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:25.242199] [INFO ] [LOCAL     ] Saved forecast: PGC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PGC.txt
[2025-12-19T20:29:25.242335] [INFO ] [sig       ] [2498/3561] Completed PGC in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-19T20:29:25.242375] [INFO ] [sig       ] [2499/3561] Forecasting PGEN...
[2025-12-19T20:29:25.242406] [INFO ] [sig       ] Generating forecast for: PGEN
[2025-12-19T20:29:25.242436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2025-12-19T20:29:25.253831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2025-12-19T20:29:25.254191] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2025-12-19T20:29:25.254969] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2025-12-19T20:29:25.255021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:25.255053] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:25.255094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:25.255151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:25.311150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:25.311811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:25.311889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:25.311921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:25.430096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:25.430252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:25.430290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:25.430317] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:25.433673] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: DOWN (p=13.44%)
[2025-12-19T20:29:25.433939] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2025-12-19T20:29:25.434059] [INFO ] [sig       ] PGEN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:25.569817] [INFO ] [LOCAL     ] Saved forecast: PGEN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PGEN.txt
[2025-12-19T20:29:25.569946] [INFO ] [sig       ] [2499/3561] Completed PGEN in 0.3s | 2.90 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-19T20:29:25.569983] [INFO ] [sig       ] [2500/3561] Forecasting PGJ...
[2025-12-19T20:29:25.570012] [INFO ] [sig       ] Generating forecast for: PGJ
[2025-12-19T20:29:25.570042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2025-12-19T20:29:25.580951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2025-12-19T20:29:25.581294] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2025-12-19T20:29:25.582072] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2025-12-19T20:29:25.582124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:25.582154] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:25.582180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:25.582234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:25.637735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:25.638427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:25.638507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:25.638540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:25.757769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:25.757918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:25.757956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:25.757984] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:25.761290] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: DOWN (p=12.55%)
[2025-12-19T20:29:25.761553] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2025-12-19T20:29:25.761690] [INFO ] [sig       ] PGJ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:25.898662] [INFO ] [LOCAL     ] Saved forecast: PGJ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PGJ.txt
[2025-12-19T20:29:25.898956] [INFO ] [sig       ] [2500/3561] Completed PGJ in 0.3s | 2.90 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-19T20:29:25.898998] [INFO ] [sig       ] [2501/3561] Forecasting PGNY...
[2025-12-19T20:29:25.899029] [INFO ] [sig       ] Generating forecast for: PGNY
[2025-12-19T20:29:25.899058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2025-12-19T20:29:25.910359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2025-12-19T20:29:25.910749] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2025-12-19T20:29:25.911531] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2025-12-19T20:29:25.911603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:25.911638] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:25.911667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:25.911723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:25.967427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:25.968155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:25.968263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:25.968296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:26.098611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:26.098790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:26.098831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:26.098862] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:26.102418] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: DOWN (p=8.78%)
[2025-12-19T20:29:26.102720] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2025-12-19T20:29:26.102846] [INFO ] [sig       ] PGNY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:26.243134] [INFO ] [LOCAL     ] Saved forecast: PGNY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PGNY.txt
[2025-12-19T20:29:26.243244] [INFO ] [sig       ] [2501/3561] Completed PGNY in 0.3s | 2.90 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-19T20:29:26.243281] [INFO ] [sig       ] [2502/3561] Forecasting PGP...
[2025-12-19T20:29:26.243310] [INFO ] [sig       ] Generating forecast for: PGP
[2025-12-19T20:29:26.243339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-12-19T20:29:26.254035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2025-12-19T20:29:26.254343] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-12-19T20:29:26.255122] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-12-19T20:29:26.255173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:26.255205] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:26.255231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:26.255287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:26.311133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:26.311736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:26.311810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:26.311843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:26.426351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:26.426482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:26.426521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:26.426549] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:26.429977] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=92.85%)
[2025-12-19T20:29:26.430250] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-12-19T20:29:26.430375] [INFO ] [sig       ] PGP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:26.570502] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PGP.txt
[2025-12-19T20:29:26.570633] [INFO ] [sig       ] [2502/3561] Completed PGP in 0.3s | 2.90 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-19T20:29:26.570674] [INFO ] [sig       ] [2503/3561] Forecasting PGY...
[2025-12-19T20:29:26.570705] [INFO ] [sig       ] Generating forecast for: PGY
[2025-12-19T20:29:26.570742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2025-12-19T20:29:26.582229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2025-12-19T20:29:26.582548] [INFO ] [FORECASTER] Starting predict_future for PGY
[2025-12-19T20:29:26.583353] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2025-12-19T20:29:26.583405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:26.583436] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:26.583463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:26.583518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:26.642286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:26.642910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:26.642990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:26.643022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:26.766500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:26.766673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:26.766715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:26.766742] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:26.770278] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-12-19T20:29:26.770551] [INFO ] [FORECASTER] Completed predict_future for PGY
[2025-12-19T20:29:26.770715] [INFO ] [sig       ] PGY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:26.917377] [INFO ] [LOCAL     ] Saved forecast: PGY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PGY.txt
[2025-12-19T20:29:26.917528] [INFO ] [sig       ] [2503/3561] Completed PGY in 0.3s | 2.90 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-19T20:29:26.917567] [INFO ] [sig       ] [2504/3561] Forecasting PGZ...
[2025-12-19T20:29:26.917618] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-12-19T20:29:26.917650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-12-19T20:29:26.929140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2025-12-19T20:29:26.929459] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-12-19T20:29:26.930484] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-12-19T20:29:26.930536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:26.930568] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:26.930616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:26.930677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:26.991030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:26.991694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:26.991774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:26.991806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:27.113763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:27.114127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:27.114187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:27.114234] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:27.119675] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: DOWN (p=30.01%)
[2025-12-19T20:29:27.120053] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-12-19T20:29:27.120228] [INFO ] [sig       ] PGZ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:27.268017] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PGZ.txt
[2025-12-19T20:29:27.268179] [INFO ] [sig       ] [2504/3561] Completed PGZ in 0.4s | 2.90 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-19T20:29:27.268219] [INFO ] [sig       ] [2505/3561] Forecasting PH...
[2025-12-19T20:29:27.268249] [INFO ] [sig       ] Generating forecast for: PH
[2025-12-19T20:29:27.268280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-12-19T20:29:27.279774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2025-12-19T20:29:27.280104] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-12-19T20:29:27.281049] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-12-19T20:29:27.281103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:27.281138] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:27.281167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:27.281224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:27.338008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:27.338630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:27.338737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:27.338777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:27.458851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:27.458997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:27.459036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:27.459065] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:27.462327] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: UP (p=71.56%)
[2025-12-19T20:29:27.462608] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-12-19T20:29:27.462727] [INFO ] [sig       ] PH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:27.601926] [INFO ] [LOCAL     ] Saved forecast: PH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PH.txt
[2025-12-19T20:29:27.602039] [INFO ] [sig       ] [2505/3561] Completed PH in 0.3s | 2.90 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-19T20:29:27.602077] [INFO ] [sig       ] [2506/3561] Forecasting PHG...
[2025-12-19T20:29:27.602106] [INFO ] [sig       ] Generating forecast for: PHG
[2025-12-19T20:29:27.602136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-12-19T20:29:27.613014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2025-12-19T20:29:27.613337] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-12-19T20:29:27.614107] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-12-19T20:29:27.614158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:27.614190] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:27.614217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:27.614273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:27.670205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:27.670825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:27.670901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:27.670933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:27.791178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:27.791316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:27.791354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:27.791382] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:27.794772] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: UP (p=92.53%)
[2025-12-19T20:29:27.795056] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-12-19T20:29:27.795183] [INFO ] [sig       ] PHG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:27.933339] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PHG.txt
[2025-12-19T20:29:27.933494] [INFO ] [sig       ] [2506/3561] Completed PHG in 0.3s | 2.90 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-19T20:29:27.933533] [INFO ] [sig       ] [2507/3561] Forecasting PHI...
[2025-12-19T20:29:27.933563] [INFO ] [sig       ] Generating forecast for: PHI
[2025-12-19T20:29:27.933615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-12-19T20:29:27.945377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2025-12-19T20:29:27.945745] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-12-19T20:29:27.946655] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-12-19T20:29:27.946706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:27.946737] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:27.946764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:27.946819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:28.003229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:28.003834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:28.003910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:28.003945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:28.119800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:28.119961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:28.119999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:28.120028] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:28.123357] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: UP (p=65.21%)
[2025-12-19T20:29:28.123635] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-12-19T20:29:28.123755] [INFO ] [sig       ] PHI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:28.264056] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PHI.txt
[2025-12-19T20:29:28.264213] [INFO ] [sig       ] [2507/3561] Completed PHI in 0.3s | 2.90 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-19T20:29:28.264253] [INFO ] [sig       ] [2508/3561] Forecasting PHIN...
[2025-12-19T20:29:28.264282] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-12-19T20:29:28.264314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-12-19T20:29:28.276357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2025-12-19T20:29:28.276768] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-12-19T20:29:28.277605] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-12-19T20:29:28.277659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:28.277722] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:28.277752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:28.277811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:28.334364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:28.335197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:28.335277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:28.335309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:28.456878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:28.457044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:28.457083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:28.457112] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:28.460378] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: DOWN (p=31.88%)
[2025-12-19T20:29:28.460743] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-12-19T20:29:28.460905] [INFO ] [sig       ] PHIN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:28.618376] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PHIN.txt
[2025-12-19T20:29:28.618530] [INFO ] [sig       ] [2508/3561] Completed PHIN in 0.4s | 2.90 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-19T20:29:28.618595] [INFO ] [sig       ] [2509/3561] Forecasting PHIO...
[2025-12-19T20:29:28.618630] [INFO ] [sig       ] Generating forecast for: PHIO
[2025-12-19T20:29:28.618660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'.
[2025-12-19T20:29:28.629665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIO'.
[2025-12-19T20:29:28.630026] [INFO ] [FORECASTER] Starting predict_future for PHIO
[2025-12-19T20:29:28.630794] [DEBUG] [LOCAL     ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt
[2025-12-19T20:29:28.630846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:28.630878] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:28.630905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:28.630960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:28.686858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:28.687687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:28.687766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:28.687798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:28.806338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:28.806494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:28.806532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:28.806560] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:28.809855] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: UP (p=81.56%)
[2025-12-19T20:29:28.810119] [INFO ] [FORECASTER] Completed predict_future for PHIO
[2025-12-19T20:29:28.810237] [INFO ] [sig       ] PHIO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:28.949530] [INFO ] [LOCAL     ] Saved forecast: PHIO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PHIO.txt
[2025-12-19T20:29:28.949753] [INFO ] [sig       ] [2509/3561] Completed PHIO in 0.3s | 2.90 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-19T20:29:28.949807] [INFO ] [sig       ] [2510/3561] Forecasting PHK...
[2025-12-19T20:29:28.949848] [INFO ] [sig       ] Generating forecast for: PHK
[2025-12-19T20:29:28.949887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-12-19T20:29:28.964307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2025-12-19T20:29:28.964774] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-12-19T20:29:28.965799] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-12-19T20:29:28.965853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:28.965887] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:28.965914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:28.965971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:29.021657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:29.022462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:29.022542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:29.022593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:29.137776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:29.137935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:29.137974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:29.138002] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:29.141328] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: DOWN (p=14.18%)
[2025-12-19T20:29:29.141614] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-12-19T20:29:29.141736] [INFO ] [sig       ] PHK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:29.280079] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PHK.txt
[2025-12-19T20:29:29.280203] [INFO ] [sig       ] [2510/3561] Completed PHK in 0.3s | 2.90 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-19T20:29:29.280241] [INFO ] [sig       ] [2511/3561] Forecasting PHM...
[2025-12-19T20:29:29.280271] [INFO ] [sig       ] Generating forecast for: PHM
[2025-12-19T20:29:29.280301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-12-19T20:29:29.292461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2025-12-19T20:29:29.292798] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-12-19T20:29:29.293541] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-12-19T20:29:29.293609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:29.293643] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:29.293669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:29.293725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:29.364084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:29.364960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:29.365042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:29.365075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:29.485678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:29.485845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:29.485883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:29.485940] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:29.489301] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: UP (p=87.95%)
[2025-12-19T20:29:29.489563] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-12-19T20:29:29.489712] [INFO ] [sig       ] PHM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:29.625957] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PHM.txt
[2025-12-19T20:29:29.626065] [INFO ] [sig       ] [2511/3561] Completed PHM in 0.3s | 2.90 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-19T20:29:29.626102] [INFO ] [sig       ] [2512/3561] Forecasting PHO...
[2025-12-19T20:29:29.626131] [INFO ] [sig       ] Generating forecast for: PHO
[2025-12-19T20:29:29.626160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2025-12-19T20:29:29.637594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2025-12-19T20:29:29.637908] [INFO ] [FORECASTER] Starting predict_future for PHO
[2025-12-19T20:29:29.638700] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2025-12-19T20:29:29.638778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:29.638813] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:29.638840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:29.638895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:29.694817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:29.695406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:29.695480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:29.695512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:29.814436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:29.814588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:29.814629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:29.814656] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:29.817876] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: UP (p=50.47%)
[2025-12-19T20:29:29.818138] [INFO ] [FORECASTER] Completed predict_future for PHO
[2025-12-19T20:29:29.818257] [INFO ] [sig       ] PHO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:29.954332] [INFO ] [LOCAL     ] Saved forecast: PHO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PHO.txt
[2025-12-19T20:29:29.954439] [INFO ] [sig       ] [2512/3561] Completed PHO in 0.3s | 2.90 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-19T20:29:29.954476] [INFO ] [sig       ] [2513/3561] Forecasting PHUN...
[2025-12-19T20:29:29.954505] [INFO ] [sig       ] Generating forecast for: PHUN
[2025-12-19T20:29:29.954535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2025-12-19T20:29:29.966456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2025-12-19T20:29:29.966877] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2025-12-19T20:29:29.967685] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2025-12-19T20:29:29.967741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:29.967772] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:29.967799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:29.967855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:30.023328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:30.024170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:30.024252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:30.024285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:30.144223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:30.144385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:30.144424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:30.144455] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:30.147875] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: UP (p=81.26%)
[2025-12-19T20:29:30.148171] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2025-12-19T20:29:30.148301] [INFO ] [sig       ] PHUN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:30.287278] [INFO ] [LOCAL     ] Saved forecast: PHUN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PHUN.txt
[2025-12-19T20:29:30.287439] [INFO ] [sig       ] [2513/3561] Completed PHUN in 0.3s | 2.90 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-19T20:29:30.287477] [INFO ] [sig       ] [2514/3561] Forecasting PHVS...
[2025-12-19T20:29:30.287508] [INFO ] [sig       ] Generating forecast for: PHVS
[2025-12-19T20:29:30.287538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2025-12-19T20:29:30.299228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2025-12-19T20:29:30.299594] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2025-12-19T20:29:30.300385] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2025-12-19T20:29:30.300437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:30.300469] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:30.300496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:30.300553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:30.357991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:30.358762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:30.358846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:30.358879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:30.477175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:30.477332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:30.477371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:30.477399] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:30.480896] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=15.27%)
[2025-12-19T20:29:30.481216] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2025-12-19T20:29:30.481345] [INFO ] [sig       ] PHVS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:30.620560] [INFO ] [LOCAL     ] Saved forecast: PHVS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PHVS.txt
[2025-12-19T20:29:30.620737] [INFO ] [sig       ] [2514/3561] Completed PHVS in 0.3s | 2.90 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-19T20:29:30.620777] [INFO ] [sig       ] [2515/3561] Forecasting PI...
[2025-12-19T20:29:30.620806] [INFO ] [sig       ] Generating forecast for: PI
[2025-12-19T20:29:30.620837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2025-12-19T20:29:30.632883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2025-12-19T20:29:30.633298] [INFO ] [FORECASTER] Starting predict_future for PI
[2025-12-19T20:29:30.634161] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2025-12-19T20:29:30.634214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:30.634247] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:30.634274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:30.634329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:30.690878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:30.691724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:30.691807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:30.691840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:30.817516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:30.817698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:30.817736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:30.817764] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:30.821103] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: UP (p=55.30%)
[2025-12-19T20:29:30.821390] [INFO ] [FORECASTER] Completed predict_future for PI
[2025-12-19T20:29:30.821515] [INFO ] [sig       ] PI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:30.959231] [INFO ] [LOCAL     ] Saved forecast: PI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PI.txt
[2025-12-19T20:29:30.959381] [INFO ] [sig       ] [2515/3561] Completed PI in 0.3s | 2.90 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-19T20:29:30.959427] [INFO ] [sig       ] [2516/3561] Forecasting PID...
[2025-12-19T20:29:30.959457] [INFO ] [sig       ] Generating forecast for: PID
[2025-12-19T20:29:30.959488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2025-12-19T20:29:30.970976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2025-12-19T20:29:30.971523] [INFO ] [FORECASTER] Starting predict_future for PID
[2025-12-19T20:29:30.972467] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2025-12-19T20:29:30.972520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:30.972551] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:30.972601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:30.972660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:31.029318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:31.030153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:31.030239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:31.030270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:31.151694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:31.151857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:31.151896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:31.151924] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:31.155208] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: UP (p=90.00%)
[2025-12-19T20:29:31.155476] [INFO ] [FORECASTER] Completed predict_future for PID
[2025-12-19T20:29:31.155613] [INFO ] [sig       ] PID: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:31.294292] [INFO ] [LOCAL     ] Saved forecast: PID	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PID.txt
[2025-12-19T20:29:31.294452] [INFO ] [sig       ] [2516/3561] Completed PID in 0.3s | 2.90 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-19T20:29:31.294492] [INFO ] [sig       ] [2517/3561] Forecasting PIE...
[2025-12-19T20:29:31.294524] [INFO ] [sig       ] Generating forecast for: PIE
[2025-12-19T20:29:31.294555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2025-12-19T20:29:31.305813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2025-12-19T20:29:31.306183] [INFO ] [FORECASTER] Starting predict_future for PIE
[2025-12-19T20:29:31.306951] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2025-12-19T20:29:31.307001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:31.307033] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:31.307059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:31.307115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:31.369869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:31.370957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:31.371069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:31.371120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:31.488331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:31.488492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:31.488531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:31.488558] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:31.491973] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: UP (p=65.51%)
[2025-12-19T20:29:31.492258] [INFO ] [FORECASTER] Completed predict_future for PIE
[2025-12-19T20:29:31.492402] [INFO ] [sig       ] PIE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:31.630754] [INFO ] [LOCAL     ] Saved forecast: PIE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PIE.txt
[2025-12-19T20:29:31.630907] [INFO ] [sig       ] [2517/3561] Completed PIE in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-19T20:29:31.630945] [INFO ] [sig       ] [2518/3561] Forecasting PII...
[2025-12-19T20:29:31.630976] [INFO ] [sig       ] Generating forecast for: PII
[2025-12-19T20:29:31.631006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-12-19T20:29:31.642957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2025-12-19T20:29:31.643373] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-12-19T20:29:31.644229] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-12-19T20:29:31.644283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:31.644316] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:31.644344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:31.644401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:31.701187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:31.702082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:31.702182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:31.702254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:31.823700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:31.823860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:31.823898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:31.823927] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:31.827369] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: UP (p=77.10%)
[2025-12-19T20:29:31.827654] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-12-19T20:29:31.827772] [INFO ] [sig       ] PII: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:31.964911] [INFO ] [LOCAL     ] Saved forecast: PII	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PII.txt
[2025-12-19T20:29:31.965066] [INFO ] [sig       ] [2518/3561] Completed PII in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-19T20:29:31.965107] [INFO ] [sig       ] [2519/3561] Forecasting PIM...
[2025-12-19T20:29:31.965137] [INFO ] [sig       ] Generating forecast for: PIM
[2025-12-19T20:29:31.965168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-12-19T20:29:31.976652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2025-12-19T20:29:31.977004] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-12-19T20:29:31.977779] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-12-19T20:29:31.977830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:31.977862] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:31.977889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:31.977946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:32.033011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:32.033683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:32.033762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:32.033794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:32.145940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:32.146108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:32.146147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:32.146195] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:32.149696] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: DOWN (p=20.54%)
[2025-12-19T20:29:32.150017] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-12-19T20:29:32.150148] [INFO ] [sig       ] PIM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:32.288228] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PIM.txt
[2025-12-19T20:29:32.288365] [INFO ] [sig       ] [2519/3561] Completed PIM in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-19T20:29:32.288405] [INFO ] [sig       ] [2520/3561] Forecasting PINE...
[2025-12-19T20:29:32.288435] [INFO ] [sig       ] Generating forecast for: PINE
[2025-12-19T20:29:32.288464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-12-19T20:29:32.300372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2025-12-19T20:29:32.300735] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-12-19T20:29:32.301489] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-12-19T20:29:32.301540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:32.301589] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:32.301619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:32.301674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:32.356830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:32.357423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:32.357500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:32.357532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:32.476937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:32.477091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:32.477130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:32.477157] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:32.480503] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=79.29%)
[2025-12-19T20:29:32.480784] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-12-19T20:29:32.480909] [INFO ] [sig       ] PINE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:32.617510] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PINE.txt
[2025-12-19T20:29:32.617664] [INFO ] [sig       ] [2520/3561] Completed PINE in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-19T20:29:32.617707] [INFO ] [sig       ] [2521/3561] Forecasting PINS...
[2025-12-19T20:29:32.617744] [INFO ] [sig       ] Generating forecast for: PINS
[2025-12-19T20:29:32.617774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-12-19T20:29:32.629909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2025-12-19T20:29:32.630257] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-12-19T20:29:32.631034] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-12-19T20:29:32.631085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:32.631116] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:32.631143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:32.631198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:32.687697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:32.688328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:32.688422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:32.688456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:32.812995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:32.813148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:32.813189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:32.813218] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:32.816566] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=73.32%)
[2025-12-19T20:29:32.816851] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-12-19T20:29:32.816976] [INFO ] [sig       ] PINS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:32.957025] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PINS.txt
[2025-12-19T20:29:32.957173] [INFO ] [sig       ] [2521/3561] Completed PINS in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-19T20:29:32.957212] [INFO ] [sig       ] [2522/3561] Forecasting PK...
[2025-12-19T20:29:32.957241] [INFO ] [sig       ] Generating forecast for: PK
[2025-12-19T20:29:32.957271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-12-19T20:29:32.971479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2025-12-19T20:29:32.972062] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-12-19T20:29:32.972998] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-12-19T20:29:32.973051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:32.973086] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:32.973127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:32.973195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:33.033438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:33.034707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:33.034812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:33.034848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:33.162068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:33.162297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:33.162350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:33.162387] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:33.166430] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: DOWN (p=46.15%)
[2025-12-19T20:29:33.166817] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-12-19T20:29:33.166977] [INFO ] [sig       ] PK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:33.309564] [INFO ] [LOCAL     ] Saved forecast: PK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PK.txt
[2025-12-19T20:29:33.309793] [INFO ] [sig       ] [2522/3561] Completed PK in 0.4s | 2.90 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-19T20:29:33.309839] [INFO ] [sig       ] [2523/3561] Forecasting PKBK...
[2025-12-19T20:29:33.309870] [INFO ] [sig       ] Generating forecast for: PKBK
[2025-12-19T20:29:33.309902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2025-12-19T20:29:33.323180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2025-12-19T20:29:33.323739] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2025-12-19T20:29:33.324667] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2025-12-19T20:29:33.324719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:33.324753] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:33.324798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:33.324859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:33.382658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:33.383747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:33.383848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:33.383882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:33.508709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:33.508969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:33.509017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:33.509047] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:33.513866] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: UP (p=83.48%)
[2025-12-19T20:29:33.514459] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2025-12-19T20:29:33.514639] [INFO ] [sig       ] PKBK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:33.656797] [INFO ] [LOCAL     ] Saved forecast: PKBK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PKBK.txt
[2025-12-19T20:29:33.657039] [INFO ] [sig       ] [2523/3561] Completed PKBK in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-19T20:29:33.657099] [INFO ] [sig       ] [2524/3561] Forecasting PKE...
[2025-12-19T20:29:33.657136] [INFO ] [sig       ] Generating forecast for: PKE
[2025-12-19T20:29:33.657169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-12-19T20:29:33.673406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2025-12-19T20:29:33.674025] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-12-19T20:29:33.674972] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-12-19T20:29:33.675024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:33.675060] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:33.675086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:33.675144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:33.732765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:33.733974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:33.734124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:33.734163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:33.859052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:33.859299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:33.859346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:33.859376] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:33.863819] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: UP (p=57.10%)
[2025-12-19T20:29:33.864160] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-12-19T20:29:33.864311] [INFO ] [sig       ] PKE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:34.006283] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PKE.txt
[2025-12-19T20:29:34.006488] [INFO ] [sig       ] [2524/3561] Completed PKE in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-19T20:29:34.006531] [INFO ] [sig       ] [2525/3561] Forecasting PKG...
[2025-12-19T20:29:34.006564] [INFO ] [sig       ] Generating forecast for: PKG
[2025-12-19T20:29:34.006658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-12-19T20:29:34.020235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2025-12-19T20:29:34.020834] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-12-19T20:29:34.021788] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-12-19T20:29:34.021842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:34.021911] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:34.021939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:34.021998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:34.081888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:34.083278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:34.083444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:34.083488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:34.218970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:34.219261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:34.219322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:34.219359] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:34.224974] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-12-19T20:29:34.225497] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-12-19T20:29:34.225717] [INFO ] [sig       ] PKG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:34.374690] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PKG.txt
[2025-12-19T20:29:34.374903] [INFO ] [sig       ] [2525/3561] Completed PKG in 0.4s | 2.90 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-19T20:29:34.374949] [INFO ] [sig       ] [2526/3561] Forecasting PKOH...
[2025-12-19T20:29:34.374983] [INFO ] [sig       ] Generating forecast for: PKOH
[2025-12-19T20:29:34.375016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2025-12-19T20:29:34.391323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2025-12-19T20:29:34.391925] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2025-12-19T20:29:34.392815] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2025-12-19T20:29:34.392866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:34.392899] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:34.392926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:34.392983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:34.448963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:34.450042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:34.450247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:34.450289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:34.568899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:34.569143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:34.569187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:34.569215] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:34.573117] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: DOWN (p=2.70%)
[2025-12-19T20:29:34.573431] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2025-12-19T20:29:34.573588] [INFO ] [sig       ] PKOH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:34.715610] [INFO ] [LOCAL     ] Saved forecast: PKOH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PKOH.txt
[2025-12-19T20:29:34.715813] [INFO ] [sig       ] [2526/3561] Completed PKOH in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-19T20:29:34.715857] [INFO ] [sig       ] [2527/3561] Forecasting PKX...
[2025-12-19T20:29:34.715888] [INFO ] [sig       ] Generating forecast for: PKX
[2025-12-19T20:29:34.715930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-12-19T20:29:34.729368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2025-12-19T20:29:34.729954] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-12-19T20:29:34.730839] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-12-19T20:29:34.730892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:34.730925] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:34.730951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:34.731009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:34.788413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:34.789593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:34.789698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:34.789731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:34.912219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:34.912389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:34.912429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:34.912458] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:34.915833] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=18.53%)
[2025-12-19T20:29:34.916101] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-12-19T20:29:34.916226] [INFO ] [sig       ] PKX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:35.064272] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PKX.txt
[2025-12-19T20:29:35.064460] [INFO ] [sig       ] [2527/3561] Completed PKX in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-19T20:29:35.064508] [INFO ] [sig       ] [2528/3561] Forecasting PL...
[2025-12-19T20:29:35.064540] [INFO ] [sig       ] Generating forecast for: PL
[2025-12-19T20:29:35.064599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-12-19T20:29:35.078729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PL'.
[2025-12-19T20:29:35.079137] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-12-19T20:29:35.079949] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-12-19T20:29:35.080001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:35.080034] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:35.080060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:35.080116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:35.137514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:35.138407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:35.138524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:35.138560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:35.261797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:35.261955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:35.261993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:35.262057] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:35.265504] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: UP (p=91.80%)
[2025-12-19T20:29:35.265796] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-12-19T20:29:35.265919] [INFO ] [sig       ] PL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:35.406036] [INFO ] [LOCAL     ] Saved forecast: PL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PL.txt
[2025-12-19T20:29:35.406225] [INFO ] [sig       ] [2528/3561] Completed PL in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-19T20:29:35.406268] [INFO ] [sig       ] [2529/3561] Forecasting PLAB...
[2025-12-19T20:29:35.406301] [INFO ] [sig       ] Generating forecast for: PLAB
[2025-12-19T20:29:35.406332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2025-12-19T20:29:35.418475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2025-12-19T20:29:35.418945] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2025-12-19T20:29:35.419740] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2025-12-19T20:29:35.419792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:35.419823] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:35.419849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:35.419904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:35.474456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:35.475071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:35.475151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:35.475182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:35.599559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:35.599727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:35.599764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:35.599791] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:35.603106] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: UP (p=66.45%)
[2025-12-19T20:29:35.603379] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2025-12-19T20:29:35.603499] [INFO ] [sig       ] PLAB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:35.739517] [INFO ] [LOCAL     ] Saved forecast: PLAB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PLAB.txt
[2025-12-19T20:29:35.739668] [INFO ] [sig       ] [2529/3561] Completed PLAB in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-19T20:29:35.739708] [INFO ] [sig       ] [2530/3561] Forecasting PLAY...
[2025-12-19T20:29:35.739738] [INFO ] [sig       ] Generating forecast for: PLAY
[2025-12-19T20:29:35.739768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2025-12-19T20:29:35.750897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2025-12-19T20:29:35.751421] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2025-12-19T20:29:35.752187] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2025-12-19T20:29:35.752238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:35.752270] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:35.752296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:35.752352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:35.807729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:35.808339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:35.808414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:35.808446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:35.928912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:35.929065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:35.929104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:35.929132] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:35.932509] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: UP (p=84.78%)
[2025-12-19T20:29:35.932790] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2025-12-19T20:29:35.932908] [INFO ] [sig       ] PLAY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:36.068609] [INFO ] [LOCAL     ] Saved forecast: PLAY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PLAY.txt
[2025-12-19T20:29:36.068753] [INFO ] [sig       ] [2530/3561] Completed PLAY in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-19T20:29:36.068793] [INFO ] [sig       ] [2531/3561] Forecasting PLBC...
[2025-12-19T20:29:36.068822] [INFO ] [sig       ] Generating forecast for: PLBC
[2025-12-19T20:29:36.068856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2025-12-19T20:29:36.079564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2025-12-19T20:29:36.079921] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2025-12-19T20:29:36.080683] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2025-12-19T20:29:36.080732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:36.080763] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:36.080790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:36.080847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:36.136087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:36.136806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:36.136882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:36.136914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:36.237779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:36.237951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:36.237997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:36.238027] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:36.241391] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: UP (p=74.03%)
[2025-12-19T20:29:36.241677] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2025-12-19T20:29:36.241797] [INFO ] [sig       ] PLBC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:36.378198] [INFO ] [LOCAL     ] Saved forecast: PLBC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PLBC.txt
[2025-12-19T20:29:36.378357] [INFO ] [sig       ] [2531/3561] Completed PLBC in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-19T20:29:36.378396] [INFO ] [sig       ] [2532/3561] Forecasting PLBY...
[2025-12-19T20:29:36.378427] [INFO ] [sig       ] Generating forecast for: PLBY
[2025-12-19T20:29:36.378457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2025-12-19T20:29:36.389684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2025-12-19T20:29:36.390039] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2025-12-19T20:29:36.390809] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2025-12-19T20:29:36.390860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:36.390896] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:36.390923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:36.390978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:36.445565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:36.446247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:36.446325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:36.446357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:36.564501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:36.564694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:36.564734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:36.564762] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:36.568041] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=12.34%)
[2025-12-19T20:29:36.568304] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2025-12-19T20:29:36.568423] [INFO ] [sig       ] PLBY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:36.705463] [INFO ] [LOCAL     ] Saved forecast: PLBY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PLBY.txt
[2025-12-19T20:29:36.705606] [INFO ] [sig       ] [2532/3561] Completed PLBY in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-19T20:29:36.705645] [INFO ] [sig       ] [2533/3561] Forecasting PLCE...
[2025-12-19T20:29:36.705674] [INFO ] [sig       ] Generating forecast for: PLCE
[2025-12-19T20:29:36.705706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2025-12-19T20:29:36.716712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2025-12-19T20:29:36.717037] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2025-12-19T20:29:36.717804] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2025-12-19T20:29:36.717854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:36.717889] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:36.717917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:36.717972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:36.773238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:36.773960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:36.774040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:36.774071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:36.895608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:36.895770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:36.895810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:36.895839] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:36.899160] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: DOWN (p=34.22%)
[2025-12-19T20:29:36.899434] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2025-12-19T20:29:36.899557] [INFO ] [sig       ] PLCE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:37.038082] [INFO ] [LOCAL     ] Saved forecast: PLCE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PLCE.txt
[2025-12-19T20:29:37.038242] [INFO ] [sig       ] [2533/3561] Completed PLCE in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-19T20:29:37.038282] [INFO ] [sig       ] [2534/3561] Forecasting PLD...
[2025-12-19T20:29:37.038313] [INFO ] [sig       ] Generating forecast for: PLD
[2025-12-19T20:29:37.038343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-12-19T20:29:37.049646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2025-12-19T20:29:37.049986] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-12-19T20:29:37.050759] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-12-19T20:29:37.050809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:37.050846] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:37.050879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:37.050949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:37.107555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:37.108402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:37.108484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:37.108516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:37.232715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:37.232869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:37.232907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:37.232939] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:37.236222] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: UP (p=93.84%)
[2025-12-19T20:29:37.236488] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-12-19T20:29:37.236623] [INFO ] [sig       ] PLD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:37.375941] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PLD.txt
[2025-12-19T20:29:37.376098] [INFO ] [sig       ] [2534/3561] Completed PLD in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-19T20:29:37.376138] [INFO ] [sig       ] [2535/3561] Forecasting PLPC...
[2025-12-19T20:29:37.376169] [INFO ] [sig       ] Generating forecast for: PLPC
[2025-12-19T20:29:37.376201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2025-12-19T20:29:37.387257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2025-12-19T20:29:37.387560] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2025-12-19T20:29:37.388329] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2025-12-19T20:29:37.388379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:37.388410] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:37.388437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:37.388493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:37.444332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:37.445163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:37.445281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:37.445314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:37.559191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:37.559345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:37.559383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:37.559413] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:37.562730] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: UP (p=85.11%)
[2025-12-19T20:29:37.562992] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2025-12-19T20:29:37.563110] [INFO ] [sig       ] PLPC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:37.699360] [INFO ] [LOCAL     ] Saved forecast: PLPC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PLPC.txt
[2025-12-19T20:29:37.699464] [INFO ] [sig       ] [2535/3561] Completed PLPC in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-19T20:29:37.699501] [INFO ] [sig       ] [2536/3561] Forecasting PLRX...
[2025-12-19T20:29:37.699530] [INFO ] [sig       ] Generating forecast for: PLRX
[2025-12-19T20:29:37.699560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2025-12-19T20:29:37.710983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2025-12-19T20:29:37.711286] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2025-12-19T20:29:37.712044] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2025-12-19T20:29:37.712106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:37.712138] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:37.712165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:37.712221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:37.767644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:37.768216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:37.768291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:37.768323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:37.885079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:37.885218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:37.885254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:37.885282] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:37.888502] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: UP (p=75.36%)
[2025-12-19T20:29:37.888801] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2025-12-19T20:29:37.888921] [INFO ] [sig       ] PLRX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:38.025269] [INFO ] [LOCAL     ] Saved forecast: PLRX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PLRX.txt
[2025-12-19T20:29:38.025372] [INFO ] [sig       ] [2536/3561] Completed PLRX in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-19T20:29:38.025409] [INFO ] [sig       ] [2537/3561] Forecasting PLSE...
[2025-12-19T20:29:38.025438] [INFO ] [sig       ] Generating forecast for: PLSE
[2025-12-19T20:29:38.025467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2025-12-19T20:29:38.036733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2025-12-19T20:29:38.037042] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2025-12-19T20:29:38.037797] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2025-12-19T20:29:38.037847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:38.037879] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:38.037906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:38.037966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:38.093797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:38.094362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:38.094439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:38.094470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:38.210130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:38.210250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:38.210286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:38.210313] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:38.213501] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: UP (p=61.17%)
[2025-12-19T20:29:38.213776] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2025-12-19T20:29:38.213892] [INFO ] [sig       ] PLSE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:38.350019] [INFO ] [LOCAL     ] Saved forecast: PLSE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PLSE.txt
[2025-12-19T20:29:38.350125] [INFO ] [sig       ] [2537/3561] Completed PLSE in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-19T20:29:38.350161] [INFO ] [sig       ] [2538/3561] Forecasting PLTK...
[2025-12-19T20:29:38.350189] [INFO ] [sig       ] Generating forecast for: PLTK
[2025-12-19T20:29:38.350217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2025-12-19T20:29:38.361089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2025-12-19T20:29:38.361393] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2025-12-19T20:29:38.362145] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2025-12-19T20:29:38.362196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:38.362228] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:38.362255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:38.362311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:38.417157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:38.417742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:38.417818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:38.417849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:38.535077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:38.535236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:38.535274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:38.535303] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:38.538636] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: UP (p=97.73%)
[2025-12-19T20:29:38.538947] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2025-12-19T20:29:38.539074] [INFO ] [sig       ] PLTK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:38.676311] [INFO ] [LOCAL     ] Saved forecast: PLTK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PLTK.txt
[2025-12-19T20:29:38.676457] [INFO ] [sig       ] [2538/3561] Completed PLTK in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-19T20:29:38.676496] [INFO ] [sig       ] [2539/3561] Forecasting PLUG...
[2025-12-19T20:29:38.676524] [INFO ] [sig       ] Generating forecast for: PLUG
[2025-12-19T20:29:38.676554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2025-12-19T20:29:38.687861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2025-12-19T20:29:38.688176] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2025-12-19T20:29:38.688958] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2025-12-19T20:29:38.689009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:38.689041] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:38.689068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:38.689124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:38.744734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:38.745310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:38.745384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:38.745416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:38.866844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:38.866984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:38.867020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:38.867047] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:38.870338] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: UP (p=79.81%)
[2025-12-19T20:29:38.870617] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2025-12-19T20:29:38.870734] [INFO ] [sig       ] PLUG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:39.007890] [INFO ] [LOCAL     ] Saved forecast: PLUG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PLUG.txt
[2025-12-19T20:29:39.007997] [INFO ] [sig       ] [2539/3561] Completed PLUG in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-19T20:29:39.008040] [INFO ] [sig       ] [2540/3561] Forecasting PLUS...
[2025-12-19T20:29:39.008070] [INFO ] [sig       ] Generating forecast for: PLUS
[2025-12-19T20:29:39.008099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2025-12-19T20:29:39.019290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2025-12-19T20:29:39.019619] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2025-12-19T20:29:39.020360] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2025-12-19T20:29:39.020411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:39.020442] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:39.020469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:39.020524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:39.076549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:39.077148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:39.077223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:39.077254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:39.199032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:39.199171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:39.199209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:39.199237] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:39.202786] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: DOWN (p=32.54%)
[2025-12-19T20:29:39.203050] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2025-12-19T20:29:39.203360] [INFO ] [sig       ] PLUS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:39.341067] [INFO ] [LOCAL     ] Saved forecast: PLUS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PLUS.txt
[2025-12-19T20:29:39.341184] [INFO ] [sig       ] [2540/3561] Completed PLUS in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-19T20:29:39.341221] [INFO ] [sig       ] [2541/3561] Forecasting PLXS...
[2025-12-19T20:29:39.341249] [INFO ] [sig       ] Generating forecast for: PLXS
[2025-12-19T20:29:39.341279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2025-12-19T20:29:39.353399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2025-12-19T20:29:39.353739] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2025-12-19T20:29:39.354483] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2025-12-19T20:29:39.354533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:39.354566] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:39.354618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:39.354674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:39.411718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:39.412285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:39.412362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:39.412393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:39.535307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:39.535447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:39.535485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:39.535514] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:39.538947] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: UP (p=52.06%)
[2025-12-19T20:29:39.539231] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2025-12-19T20:29:39.539348] [INFO ] [sig       ] PLXS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:39.678400] [INFO ] [LOCAL     ] Saved forecast: PLXS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PLXS.txt
[2025-12-19T20:29:39.678556] [INFO ] [sig       ] [2541/3561] Completed PLXS in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-19T20:29:39.678617] [INFO ] [sig       ] [2542/3561] Forecasting PLYM...
[2025-12-19T20:29:39.678648] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-12-19T20:29:39.678698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-12-19T20:29:39.690586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLYM'.
[2025-12-19T20:29:39.690953] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-12-19T20:29:39.691732] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-12-19T20:29:39.691783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:39.691839] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:39.691867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:39.691933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:39.749440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:39.750262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:39.750342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:39.750373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:39.871715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:39.871849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:39.871890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:39.871919] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:39.875162] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=5.80%)
[2025-12-19T20:29:39.875426] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-12-19T20:29:39.875544] [INFO ] [sig       ] PLYM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:40.014380] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PLYM.txt
[2025-12-19T20:29:40.014494] [INFO ] [sig       ] [2542/3561] Completed PLYM in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-19T20:29:40.014532] [INFO ] [sig       ] [2543/3561] Forecasting PM...
[2025-12-19T20:29:40.014562] [INFO ] [sig       ] Generating forecast for: PM
[2025-12-19T20:29:40.014610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-12-19T20:29:40.026458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2025-12-19T20:29:40.026795] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-12-19T20:29:40.027532] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-12-19T20:29:40.027600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:40.027638] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:40.027665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:40.027724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:40.082664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:40.083285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:40.083361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:40.083393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:40.207501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:40.207661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:40.207717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:40.207745] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:40.211403] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: UP (p=98.76%)
[2025-12-19T20:29:40.211693] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-12-19T20:29:40.211810] [INFO ] [sig       ] PM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:40.349489] [INFO ] [LOCAL     ] Saved forecast: PM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PM.txt
[2025-12-19T20:29:40.349626] [INFO ] [sig       ] [2543/3561] Completed PM in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-19T20:29:40.349676] [INFO ] [sig       ] [2544/3561] Forecasting PMAX...
[2025-12-19T20:29:40.349706] [INFO ] [sig       ] Generating forecast for: PMAX
[2025-12-19T20:29:40.349737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2025-12-19T20:29:40.360412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2025-12-19T20:29:40.360750] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2025-12-19T20:29:40.361558] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2025-12-19T20:29:40.361636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:40.361669] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:40.361697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:40.361755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:40.420015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:40.420651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:40.420729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:40.420761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:40.537828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:40.537975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:40.538019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:40.538053] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:40.541671] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: UP (p=92.71%)
[2025-12-19T20:29:40.541931] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2025-12-19T20:29:40.542049] [INFO ] [sig       ] PMAX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:40.687797] [INFO ] [LOCAL     ] Saved forecast: PMAX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PMAX.txt
[2025-12-19T20:29:40.687922] [INFO ] [sig       ] [2544/3561] Completed PMAX in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-19T20:29:40.687960] [INFO ] [sig       ] [2545/3561] Forecasting PML...
[2025-12-19T20:29:40.687989] [INFO ] [sig       ] Generating forecast for: PML
[2025-12-19T20:29:40.688020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-12-19T20:29:40.698432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2025-12-19T20:29:40.698776] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-12-19T20:29:40.699539] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-12-19T20:29:40.699613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:40.699647] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:40.699673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:40.699729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:40.755221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:40.755858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:40.755939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:40.755971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:40.880248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:40.880430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:40.880483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:40.880563] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:40.884739] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=20.02%)
[2025-12-19T20:29:40.885073] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-12-19T20:29:40.885211] [INFO ] [sig       ] PML: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:41.044365] [INFO ] [LOCAL     ] Saved forecast: PML	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PML.txt
[2025-12-19T20:29:41.044596] [INFO ] [sig       ] [2545/3561] Completed PML in 0.4s | 2.90 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-19T20:29:41.044657] [INFO ] [sig       ] [2546/3561] Forecasting PMM...
[2025-12-19T20:29:41.044708] [INFO ] [sig       ] Generating forecast for: PMM
[2025-12-19T20:29:41.044757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-12-19T20:29:41.056795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2025-12-19T20:29:41.057210] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-12-19T20:29:41.058456] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-12-19T20:29:41.058509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:41.058542] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:41.058590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:41.058651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:41.117638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:41.118701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:41.118781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:41.118814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:41.241154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:41.241305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:41.241346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:41.241374] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:41.244685] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: DOWN (p=15.47%)
[2025-12-19T20:29:41.244952] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-12-19T20:29:41.245070] [INFO ] [sig       ] PMM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:41.386098] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PMM.txt
[2025-12-19T20:29:41.386223] [INFO ] [sig       ] [2546/3561] Completed PMM in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-19T20:29:41.386260] [INFO ] [sig       ] [2547/3561] Forecasting PMO...
[2025-12-19T20:29:41.386289] [INFO ] [sig       ] Generating forecast for: PMO
[2025-12-19T20:29:41.386319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-12-19T20:29:41.397102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2025-12-19T20:29:41.397429] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-12-19T20:29:41.398213] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-12-19T20:29:41.398265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:41.398309] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:41.398337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:41.398392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:41.456291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:41.456934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:41.457012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:41.457045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:41.586999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:41.587156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:41.587194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:41.587224] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:41.590559] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: UP (p=66.71%)
[2025-12-19T20:29:41.590843] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-12-19T20:29:41.590962] [INFO ] [sig       ] PMO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:41.727372] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PMO.txt
[2025-12-19T20:29:41.727491] [INFO ] [sig       ] [2547/3561] Completed PMO in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-19T20:29:41.727528] [INFO ] [sig       ] [2548/3561] Forecasting PMTS...
[2025-12-19T20:29:41.727557] [INFO ] [sig       ] Generating forecast for: PMTS
[2025-12-19T20:29:41.727605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2025-12-19T20:29:41.738837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2025-12-19T20:29:41.739205] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2025-12-19T20:29:41.739995] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2025-12-19T20:29:41.740045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:41.740077] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:41.740104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:41.740159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:41.795745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:41.796380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:41.796458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:41.796490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:41.914820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:41.914969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:41.915011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:41.915040] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:41.918361] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: DOWN (p=3.50%)
[2025-12-19T20:29:41.918644] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2025-12-19T20:29:41.918782] [INFO ] [sig       ] PMTS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:42.061291] [INFO ] [LOCAL     ] Saved forecast: PMTS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PMTS.txt
[2025-12-19T20:29:42.061442] [INFO ] [sig       ] [2548/3561] Completed PMTS in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-19T20:29:42.061484] [INFO ] [sig       ] [2549/3561] Forecasting PMVP...
[2025-12-19T20:29:42.061513] [INFO ] [sig       ] Generating forecast for: PMVP
[2025-12-19T20:29:42.061542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2025-12-19T20:29:42.073044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2025-12-19T20:29:42.073445] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2025-12-19T20:29:42.074293] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2025-12-19T20:29:42.074345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:42.074378] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:42.074405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:42.074462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:42.131759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:42.132555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:42.132656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:42.132688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:42.255723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:42.255886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:42.255926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:42.255956] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:42.259389] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: DOWN (p=2.25%)
[2025-12-19T20:29:42.259695] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2025-12-19T20:29:42.259820] [INFO ] [sig       ] PMVP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:42.399427] [INFO ] [LOCAL     ] Saved forecast: PMVP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PMVP.txt
[2025-12-19T20:29:42.399566] [INFO ] [sig       ] [2549/3561] Completed PMVP in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-19T20:29:42.399624] [INFO ] [sig       ] [2550/3561] Forecasting PNC...
[2025-12-19T20:29:42.399654] [INFO ] [sig       ] Generating forecast for: PNC
[2025-12-19T20:29:42.399683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-12-19T20:29:42.410948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2025-12-19T20:29:42.411369] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-12-19T20:29:42.412348] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-12-19T20:29:42.412402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:42.412435] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:42.412465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:42.412523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:42.470425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:42.471314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:42.471403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:42.471447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:42.597933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:42.598069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:42.598107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:42.598134] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:42.601392] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=25.34%)
[2025-12-19T20:29:42.601673] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-12-19T20:29:42.601791] [INFO ] [sig       ] PNC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:42.738762] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PNC.txt
[2025-12-19T20:29:42.738878] [INFO ] [sig       ] [2550/3561] Completed PNC in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-19T20:29:42.738916] [INFO ] [sig       ] [2551/3561] Forecasting PNFP...
[2025-12-19T20:29:42.738959] [INFO ] [sig       ] Generating forecast for: PNFP
[2025-12-19T20:29:42.738992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'.
[2025-12-19T20:29:42.750142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNFP'.
[2025-12-19T20:29:42.750467] [INFO ] [FORECASTER] Starting predict_future for PNFP
[2025-12-19T20:29:42.751237] [DEBUG] [LOCAL     ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt
[2025-12-19T20:29:42.751288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:42.751319] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:42.751346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:42.751401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:42.807056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:42.807686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:42.807764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:42.807796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:42.925018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:42.925173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:42.925212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:42.925241] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:42.928653] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-12-19T20:29:42.928957] [INFO ] [FORECASTER] Completed predict_future for PNFP
[2025-12-19T20:29:42.929083] [INFO ] [sig       ] PNFP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:43.068903] [INFO ] [LOCAL     ] Saved forecast: PNFP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PNFP.txt
[2025-12-19T20:29:43.069060] [INFO ] [sig       ] [2551/3561] Completed PNFP in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-19T20:29:43.069100] [INFO ] [sig       ] [2552/3561] Forecasting PNI...
[2025-12-19T20:29:43.069131] [INFO ] [sig       ] Generating forecast for: PNI
[2025-12-19T20:29:43.069161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-12-19T20:29:43.080294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2025-12-19T20:29:43.080682] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-12-19T20:29:43.081446] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-12-19T20:29:43.081496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:43.081527] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:43.081554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:43.081636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:43.142298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:43.143309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:43.143444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:43.143481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:43.255744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:43.255910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:43.255949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:43.255977] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:43.259538] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: UP (p=61.73%)
[2025-12-19T20:29:43.259967] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-12-19T20:29:43.260115] [INFO ] [sig       ] PNI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:43.405706] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PNI.txt
[2025-12-19T20:29:43.405874] [INFO ] [sig       ] [2552/3561] Completed PNI in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-19T20:29:43.405914] [INFO ] [sig       ] [2553/3561] Forecasting PNQI...
[2025-12-19T20:29:43.405945] [INFO ] [sig       ] Generating forecast for: PNQI
[2025-12-19T20:29:43.405981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2025-12-19T20:29:43.417834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2025-12-19T20:29:43.418230] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2025-12-19T20:29:43.419085] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2025-12-19T20:29:43.419148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:43.419187] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:43.419217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:43.419273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:43.476307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:43.477222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:43.477363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:43.477396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:43.603440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:43.603610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:43.603654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:43.603682] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:43.606995] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: DOWN (p=7.92%)
[2025-12-19T20:29:43.607273] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2025-12-19T20:29:43.607397] [INFO ] [sig       ] PNQI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:43.752272] [INFO ] [LOCAL     ] Saved forecast: PNQI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PNQI.txt
[2025-12-19T20:29:43.752402] [INFO ] [sig       ] [2553/3561] Completed PNQI in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-19T20:29:43.752441] [INFO ] [sig       ] [2554/3561] Forecasting PNRG...
[2025-12-19T20:29:43.752469] [INFO ] [sig       ] Generating forecast for: PNRG
[2025-12-19T20:29:43.752500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2025-12-19T20:29:43.763416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2025-12-19T20:29:43.763799] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2025-12-19T20:29:43.764636] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2025-12-19T20:29:43.764690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:43.764724] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:43.764751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:43.764809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:43.821474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:43.822156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:43.822241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:43.822277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:43.949065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:43.949239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:43.949285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:43.949334] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:43.953367] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: DOWN (p=0.73%)
[2025-12-19T20:29:43.953725] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2025-12-19T20:29:43.953861] [INFO ] [sig       ] PNRG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:44.127839] [INFO ] [LOCAL     ] Saved forecast: PNRG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PNRG.txt
[2025-12-19T20:29:44.128014] [INFO ] [sig       ] [2554/3561] Completed PNRG in 0.4s | 2.90 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-19T20:29:44.128054] [INFO ] [sig       ] [2555/3561] Forecasting PNTG...
[2025-12-19T20:29:44.128086] [INFO ] [sig       ] Generating forecast for: PNTG
[2025-12-19T20:29:44.128128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2025-12-19T20:29:44.141280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2025-12-19T20:29:44.141695] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2025-12-19T20:29:44.142530] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2025-12-19T20:29:44.142605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:44.142640] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:44.142667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:44.142722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:44.198507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:44.199669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:44.199759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:44.199793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:44.322563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:44.322732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:44.322772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:44.322801] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:44.326142] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: UP (p=93.53%)
[2025-12-19T20:29:44.326408] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2025-12-19T20:29:44.326527] [INFO ] [sig       ] PNTG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:44.465372] [INFO ] [LOCAL     ] Saved forecast: PNTG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PNTG.txt
[2025-12-19T20:29:44.465511] [INFO ] [sig       ] [2555/3561] Completed PNTG in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-19T20:29:44.465550] [INFO ] [sig       ] [2556/3561] Forecasting PODD...
[2025-12-19T20:29:44.465598] [INFO ] [sig       ] Generating forecast for: PODD
[2025-12-19T20:29:44.465629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2025-12-19T20:29:44.477008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2025-12-19T20:29:44.477332] [INFO ] [FORECASTER] Starting predict_future for PODD
[2025-12-19T20:29:44.478097] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2025-12-19T20:29:44.478148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:44.478179] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:44.478206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:44.478261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:44.535684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:44.536289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:44.536366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:44.536413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:44.659202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:44.659362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:44.659413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:44.659443] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:44.662886] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: DOWN (p=39.16%)
[2025-12-19T20:29:44.663244] [INFO ] [FORECASTER] Completed predict_future for PODD
[2025-12-19T20:29:44.663415] [INFO ] [sig       ] PODD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:44.802726] [INFO ] [LOCAL     ] Saved forecast: PODD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PODD.txt
[2025-12-19T20:29:44.802864] [INFO ] [sig       ] [2556/3561] Completed PODD in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-19T20:29:44.802905] [INFO ] [sig       ] [2557/3561] Forecasting POOL...
[2025-12-19T20:29:44.802934] [INFO ] [sig       ] Generating forecast for: POOL
[2025-12-19T20:29:44.802964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2025-12-19T20:29:44.814855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2025-12-19T20:29:44.815222] [INFO ] [FORECASTER] Starting predict_future for POOL
[2025-12-19T20:29:44.816005] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2025-12-19T20:29:44.816056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:44.816088] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:44.816115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:44.816170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:44.872345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:44.872980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:44.873065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:44.873102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:44.991052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:44.991193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:44.991230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:44.991281] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:44.994538] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: DOWN (p=1.21%)
[2025-12-19T20:29:44.994819] [INFO ] [FORECASTER] Completed predict_future for POOL
[2025-12-19T20:29:44.994937] [INFO ] [sig       ] POOL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:45.131768] [INFO ] [LOCAL     ] Saved forecast: POOL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/POOL.txt
[2025-12-19T20:29:45.131890] [INFO ] [sig       ] [2557/3561] Completed POOL in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-19T20:29:45.131927] [INFO ] [sig       ] [2558/3561] Forecasting POWI...
[2025-12-19T20:29:45.131957] [INFO ] [sig       ] Generating forecast for: POWI
[2025-12-19T20:29:45.131986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2025-12-19T20:29:45.143872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2025-12-19T20:29:45.144216] [INFO ] [FORECASTER] Starting predict_future for POWI
[2025-12-19T20:29:45.145157] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2025-12-19T20:29:45.145208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:45.145242] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:45.145288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:45.145345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:45.201192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:45.201820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:45.201894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:45.201927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:45.321046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:45.321220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:45.321264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:45.321294] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:45.324719] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: DOWN (p=19.27%)
[2025-12-19T20:29:45.324990] [INFO ] [FORECASTER] Completed predict_future for POWI
[2025-12-19T20:29:45.325111] [INFO ] [sig       ] POWI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:45.462382] [INFO ] [LOCAL     ] Saved forecast: POWI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/POWI.txt
[2025-12-19T20:29:45.462512] [INFO ] [sig       ] [2558/3561] Completed POWI in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-19T20:29:45.462551] [INFO ] [sig       ] [2559/3561] Forecasting POWL...
[2025-12-19T20:29:45.462598] [INFO ] [sig       ] Generating forecast for: POWL
[2025-12-19T20:29:45.462630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2025-12-19T20:29:45.474245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2025-12-19T20:29:45.474613] [INFO ] [FORECASTER] Starting predict_future for POWL
[2025-12-19T20:29:45.475395] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2025-12-19T20:29:45.475446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:45.475510] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:45.475539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:45.475612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:45.531590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:45.532193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:45.532276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:45.532308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:45.652770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:45.652913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:45.652954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:45.652982] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:45.656240] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-19T20:29:45.656512] [INFO ] [FORECASTER] Completed predict_future for POWL
[2025-12-19T20:29:45.656653] [INFO ] [sig       ] POWL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:45.793983] [INFO ] [LOCAL     ] Saved forecast: POWL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/POWL.txt
[2025-12-19T20:29:45.794133] [INFO ] [sig       ] [2559/3561] Completed POWL in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-19T20:29:45.794179] [INFO ] [sig       ] [2560/3561] Forecasting PPC...
[2025-12-19T20:29:45.794209] [INFO ] [sig       ] Generating forecast for: PPC
[2025-12-19T20:29:45.794239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2025-12-19T20:29:45.805294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2025-12-19T20:29:45.805637] [INFO ] [FORECASTER] Starting predict_future for PPC
[2025-12-19T20:29:45.806392] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2025-12-19T20:29:45.806443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:45.806474] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:45.806501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:45.806556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:45.864486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:45.865155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:45.865233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:45.865265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:45.985350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:45.985493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:45.985530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:45.985559] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:45.988997] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-12-19T20:29:45.989264] [INFO ] [FORECASTER] Completed predict_future for PPC
[2025-12-19T20:29:45.989382] [INFO ] [sig       ] PPC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:46.131625] [INFO ] [LOCAL     ] Saved forecast: PPC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PPC.txt
[2025-12-19T20:29:46.131801] [INFO ] [sig       ] [2560/3561] Completed PPC in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-19T20:29:46.131840] [INFO ] [sig       ] [2561/3561] Forecasting PPG...
[2025-12-19T20:29:46.131871] [INFO ] [sig       ] Generating forecast for: PPG
[2025-12-19T20:29:46.131899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-12-19T20:29:46.144286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2025-12-19T20:29:46.144740] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-12-19T20:29:46.145615] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-12-19T20:29:46.145669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:46.145703] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:46.145731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:46.145789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:46.206527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:46.207521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:46.207619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:46.207653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:46.331996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:46.332167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:46.332207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:46.332234] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:46.335758] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-12-19T20:29:46.336094] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-12-19T20:29:46.336253] [INFO ] [sig       ] PPG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:46.480873] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PPG.txt
[2025-12-19T20:29:46.481031] [INFO ] [sig       ] [2561/3561] Completed PPG in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-19T20:29:46.481070] [INFO ] [sig       ] [2562/3561] Forecasting PPH...
[2025-12-19T20:29:46.481102] [INFO ] [sig       ] Generating forecast for: PPH
[2025-12-19T20:29:46.481144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2025-12-19T20:29:46.492924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2025-12-19T20:29:46.493361] [INFO ] [FORECASTER] Starting predict_future for PPH
[2025-12-19T20:29:46.494214] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2025-12-19T20:29:46.494267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:46.494300] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:46.494328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:46.494385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:46.553364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:46.554211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:46.554301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:46.554334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:46.676483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:46.676659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:46.676700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:46.676787] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:46.680396] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: UP (p=80.60%)
[2025-12-19T20:29:46.680713] [INFO ] [FORECASTER] Completed predict_future for PPH
[2025-12-19T20:29:46.680846] [INFO ] [sig       ] PPH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:46.821934] [INFO ] [LOCAL     ] Saved forecast: PPH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PPH.txt
[2025-12-19T20:29:46.822052] [INFO ] [sig       ] [2562/3561] Completed PPH in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-19T20:29:46.822089] [INFO ] [sig       ] [2563/3561] Forecasting PPIH...
[2025-12-19T20:29:46.822122] [INFO ] [sig       ] Generating forecast for: PPIH
[2025-12-19T20:29:46.822152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2025-12-19T20:29:46.833762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2025-12-19T20:29:46.834157] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2025-12-19T20:29:46.835170] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2025-12-19T20:29:46.835224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:46.835258] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:46.835286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:46.835345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:46.894491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:46.895546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:46.895652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:46.895686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:47.015796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:47.016000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:47.016049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:47.016079] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:47.019624] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: UP (p=62.62%)
[2025-12-19T20:29:47.019898] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2025-12-19T20:29:47.020030] [INFO ] [sig       ] PPIH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:47.157836] [INFO ] [LOCAL     ] Saved forecast: PPIH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PPIH.txt
[2025-12-19T20:29:47.157989] [INFO ] [sig       ] [2563/3561] Completed PPIH in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-19T20:29:47.158028] [INFO ] [sig       ] [2564/3561] Forecasting PPL...
[2025-12-19T20:29:47.158059] [INFO ] [sig       ] Generating forecast for: PPL
[2025-12-19T20:29:47.158090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-12-19T20:29:47.170644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2025-12-19T20:29:47.171021] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-12-19T20:29:47.171792] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-12-19T20:29:47.171843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:47.171874] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:47.171900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:47.171956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:47.227235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:47.228078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:47.228169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:47.228202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:47.345543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:47.345722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:47.345761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:47.345790] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:47.349091] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: DOWN (p=6.50%)
[2025-12-19T20:29:47.349359] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-12-19T20:29:47.349479] [INFO ] [sig       ] PPL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:47.487454] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PPL.txt
[2025-12-19T20:29:47.487603] [INFO ] [sig       ] [2564/3561] Completed PPL in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-19T20:29:47.487644] [INFO ] [sig       ] [2565/3561] Forecasting PPSI...
[2025-12-19T20:29:47.487674] [INFO ] [sig       ] Generating forecast for: PPSI
[2025-12-19T20:29:47.487704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2025-12-19T20:29:47.499978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2025-12-19T20:29:47.500427] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2025-12-19T20:29:47.501277] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2025-12-19T20:29:47.501334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:47.501367] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:47.501394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:47.501452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:47.557895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:47.558766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:47.558850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:47.558882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:47.675928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:47.676085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:47.676124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:47.676152] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:47.679474] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: DOWN (p=38.91%)
[2025-12-19T20:29:47.679782] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2025-12-19T20:29:47.679923] [INFO ] [sig       ] PPSI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:47.834660] [INFO ] [LOCAL     ] Saved forecast: PPSI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PPSI.txt
[2025-12-19T20:29:47.834861] [INFO ] [sig       ] [2565/3561] Completed PPSI in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-19T20:29:47.834908] [INFO ] [sig       ] [2566/3561] Forecasting PPTA...
[2025-12-19T20:29:47.834943] [INFO ] [sig       ] Generating forecast for: PPTA
[2025-12-19T20:29:47.834978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2025-12-19T20:29:47.847909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2025-12-19T20:29:47.848256] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2025-12-19T20:29:47.849089] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2025-12-19T20:29:47.849141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:47.849174] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:47.849201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:47.849256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:47.905710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:47.906396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:47.906474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:47.906505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:48.023470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:48.023635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:48.023675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:48.023704] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:48.026991] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: UP (p=99.73%)
[2025-12-19T20:29:48.027254] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2025-12-19T20:29:48.027374] [INFO ] [sig       ] PPTA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:48.170410] [INFO ] [LOCAL     ] Saved forecast: PPTA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PPTA.txt
[2025-12-19T20:29:48.170555] [INFO ] [sig       ] [2566/3561] Completed PPTA in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-19T20:29:48.170613] [INFO ] [sig       ] [2567/3561] Forecasting PRA...
[2025-12-19T20:29:48.170645] [INFO ] [sig       ] Generating forecast for: PRA
[2025-12-19T20:29:48.170676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-12-19T20:29:48.182865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2025-12-19T20:29:48.183212] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-12-19T20:29:48.184028] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-12-19T20:29:48.184079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:48.184112] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:48.184139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:48.184196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:48.242952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:48.243814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:48.243893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:48.243924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:48.360641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:48.360789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:48.360828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:48.360858] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:48.364242] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-12-19T20:29:48.364512] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-12-19T20:29:48.364650] [INFO ] [sig       ] PRA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:48.507411] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PRA.txt
[2025-12-19T20:29:48.507529] [INFO ] [sig       ] [2567/3561] Completed PRA in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-19T20:29:48.507567] [INFO ] [sig       ] [2568/3561] Forecasting PRAA...
[2025-12-19T20:29:48.507615] [INFO ] [sig       ] Generating forecast for: PRAA
[2025-12-19T20:29:48.507645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2025-12-19T20:29:48.519093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2025-12-19T20:29:48.519500] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2025-12-19T20:29:48.520295] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2025-12-19T20:29:48.520346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:48.520378] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:48.520405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:48.520462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:48.578406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:48.579069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:48.579148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:48.579182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:48.696387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:48.696528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:48.696565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:48.696611] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:48.699969] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: UP (p=95.44%)
[2025-12-19T20:29:48.700238] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2025-12-19T20:29:48.700358] [INFO ] [sig       ] PRAA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:48.840998] [INFO ] [LOCAL     ] Saved forecast: PRAA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PRAA.txt
[2025-12-19T20:29:48.841126] [INFO ] [sig       ] [2568/3561] Completed PRAA in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-19T20:29:48.841166] [INFO ] [sig       ] [2569/3561] Forecasting PRAX...
[2025-12-19T20:29:48.841197] [INFO ] [sig       ] Generating forecast for: PRAX
[2025-12-19T20:29:48.841227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2025-12-19T20:29:48.853006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2025-12-19T20:29:48.853370] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2025-12-19T20:29:48.854154] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2025-12-19T20:29:48.854205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:48.854236] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:48.854264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:48.854319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:48.909248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:48.909852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:48.909953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:48.909985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:49.034469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:49.034648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:49.034688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:49.034716] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:49.038065] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: DOWN (p=13.09%)
[2025-12-19T20:29:49.038334] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2025-12-19T20:29:49.038452] [INFO ] [sig       ] PRAX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:49.175073] [INFO ] [LOCAL     ] Saved forecast: PRAX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PRAX.txt
[2025-12-19T20:29:49.175198] [INFO ] [sig       ] [2569/3561] Completed PRAX in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-19T20:29:49.175236] [INFO ] [sig       ] [2570/3561] Forecasting PRCH...
[2025-12-19T20:29:49.175266] [INFO ] [sig       ] Generating forecast for: PRCH
[2025-12-19T20:29:49.175296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2025-12-19T20:29:49.186470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2025-12-19T20:29:49.186803] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2025-12-19T20:29:49.187537] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2025-12-19T20:29:49.187612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:49.187646] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:49.187673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:49.187729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:49.243263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:49.244117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:49.244199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:49.244231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:49.364699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:49.364840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:49.364876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:49.364904] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:49.368179] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: DOWN (p=7.18%)
[2025-12-19T20:29:49.368468] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2025-12-19T20:29:49.368614] [INFO ] [sig       ] PRCH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:49.505197] [INFO ] [LOCAL     ] Saved forecast: PRCH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PRCH.txt
[2025-12-19T20:29:49.505324] [INFO ] [sig       ] [2570/3561] Completed PRCH in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-19T20:29:49.505362] [INFO ] [sig       ] [2571/3561] Forecasting PRDO...
[2025-12-19T20:29:49.505391] [INFO ] [sig       ] Generating forecast for: PRDO
[2025-12-19T20:29:49.505420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2025-12-19T20:29:49.516597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2025-12-19T20:29:49.516942] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2025-12-19T20:29:49.517706] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2025-12-19T20:29:49.517769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:49.517801] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:49.517828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:49.517883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:49.573632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:49.574219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:49.574298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:49.574332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:49.692807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:49.692942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:49.692979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:49.693008] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:49.696214] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: DOWN (p=13.49%)
[2025-12-19T20:29:49.696473] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2025-12-19T20:29:49.696612] [INFO ] [sig       ] PRDO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:49.836557] [INFO ] [LOCAL     ] Saved forecast: PRDO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PRDO.txt
[2025-12-19T20:29:49.836688] [INFO ] [sig       ] [2571/3561] Completed PRDO in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-19T20:29:49.836726] [INFO ] [sig       ] [2572/3561] Forecasting PRFZ...
[2025-12-19T20:29:49.836755] [INFO ] [sig       ] Generating forecast for: PRFZ
[2025-12-19T20:29:49.836786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2025-12-19T20:29:49.849184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2025-12-19T20:29:49.849485] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2025-12-19T20:29:49.850243] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2025-12-19T20:29:49.850294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:49.850325] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:49.850352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:49.850407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:49.906937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:49.907642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:49.907719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:49.907750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:50.027686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:50.027847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:50.027886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:50.027916] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:50.031239] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: DOWN (p=3.37%)
[2025-12-19T20:29:50.031499] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2025-12-19T20:29:50.031635] [INFO ] [sig       ] PRFZ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:50.169150] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PRFZ.txt
[2025-12-19T20:29:50.169310] [INFO ] [sig       ] [2572/3561] Completed PRFZ in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-19T20:29:50.169348] [INFO ] [sig       ] [2573/3561] Forecasting PRG...
[2025-12-19T20:29:50.169378] [INFO ] [sig       ] Generating forecast for: PRG
[2025-12-19T20:29:50.169408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-12-19T20:29:50.182799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2025-12-19T20:29:50.183238] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-12-19T20:29:50.184116] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-12-19T20:29:50.184172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:50.184210] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:50.184240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:50.184299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:50.245882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:50.246831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:50.246919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:50.246951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:50.366332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:50.366486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:50.366526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:50.366554] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:50.369919] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: UP (p=96.77%)
[2025-12-19T20:29:50.370196] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-12-19T20:29:50.370321] [INFO ] [sig       ] PRG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:50.510379] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PRG.txt
[2025-12-19T20:29:50.510502] [INFO ] [sig       ] [2573/3561] Completed PRG in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-19T20:29:50.510541] [INFO ] [sig       ] [2574/3561] Forecasting PRGO...
[2025-12-19T20:29:50.510586] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-12-19T20:29:50.510620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-12-19T20:29:50.522163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2025-12-19T20:29:50.522526] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-12-19T20:29:50.523342] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-12-19T20:29:50.523396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:50.523429] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:50.523458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:50.523515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:50.580929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:50.581525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:50.581618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:50.581651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:50.701297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:50.701638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:50.701676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:50.701705] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:50.704975] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: UP (p=78.66%)
[2025-12-19T20:29:50.705250] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-12-19T20:29:50.705367] [INFO ] [sig       ] PRGO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:50.849664] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PRGO.txt
[2025-12-19T20:29:50.849822] [INFO ] [sig       ] [2574/3561] Completed PRGO in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-19T20:29:50.849869] [INFO ] [sig       ] [2575/3561] Forecasting PRH...
[2025-12-19T20:29:50.849900] [INFO ] [sig       ] Generating forecast for: PRH
[2025-12-19T20:29:50.849930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-12-19T20:29:50.861799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2025-12-19T20:29:50.862195] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-12-19T20:29:50.862976] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-12-19T20:29:50.863027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:50.863059] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:50.863086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:50.863141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:50.919059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:50.919871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:50.919951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:50.919983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:51.038464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:51.038640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:51.038702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:51.038733] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:51.042055] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: DOWN (p=29.60%)
[2025-12-19T20:29:51.042327] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-12-19T20:29:51.042444] [INFO ] [sig       ] PRH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:51.181851] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PRH.txt
[2025-12-19T20:29:51.181994] [INFO ] [sig       ] [2575/3561] Completed PRH in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-19T20:29:51.182034] [INFO ] [sig       ] [2576/3561] Forecasting PRI...
[2025-12-19T20:29:51.182064] [INFO ] [sig       ] Generating forecast for: PRI
[2025-12-19T20:29:51.182095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-12-19T20:29:51.193294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2025-12-19T20:29:51.193634] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-12-19T20:29:51.194370] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-12-19T20:29:51.194420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:51.194487] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:51.194515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:51.194596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:51.250014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:51.250817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:51.250897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:51.250929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:51.364319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:51.364471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:51.364510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:51.364537] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:51.367857] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: UP (p=92.63%)
[2025-12-19T20:29:51.368138] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-12-19T20:29:51.368258] [INFO ] [sig       ] PRI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:51.504768] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PRI.txt
[2025-12-19T20:29:51.504894] [INFO ] [sig       ] [2576/3561] Completed PRI in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-19T20:29:51.504932] [INFO ] [sig       ] [2577/3561] Forecasting PRIM...
[2025-12-19T20:29:51.504961] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-12-19T20:29:51.504998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-12-19T20:29:51.516318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2025-12-19T20:29:51.516658] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-12-19T20:29:51.517395] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-12-19T20:29:51.517445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:51.517476] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:51.517502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:51.517557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:51.573357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:51.573973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:51.574049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:51.574080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:51.692450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:51.692625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:51.692664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:51.692691] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:51.696034] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: DOWN (p=33.33%)
[2025-12-19T20:29:51.696320] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-12-19T20:29:51.696441] [INFO ] [sig       ] PRIM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:51.834241] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PRIM.txt
[2025-12-19T20:29:51.834368] [INFO ] [sig       ] [2577/3561] Completed PRIM in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-19T20:29:51.834407] [INFO ] [sig       ] [2578/3561] Forecasting PRLB...
[2025-12-19T20:29:51.834436] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-12-19T20:29:51.834465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-12-19T20:29:51.845443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2025-12-19T20:29:51.845766] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-12-19T20:29:51.846502] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-12-19T20:29:51.846552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:51.846604] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:51.846632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:51.846687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:51.905081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:51.905847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:51.905926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:51.905957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:52.028178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:52.028335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:52.028391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:52.028420] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:52.031768] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: DOWN (p=9.57%)
[2025-12-19T20:29:52.032034] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-12-19T20:29:52.032153] [INFO ] [sig       ] PRLB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:52.168090] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PRLB.txt
[2025-12-19T20:29:52.168219] [INFO ] [sig       ] [2578/3561] Completed PRLB in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-19T20:29:52.168258] [INFO ] [sig       ] [2579/3561] Forecasting PRM...
[2025-12-19T20:29:52.168287] [INFO ] [sig       ] Generating forecast for: PRM
[2025-12-19T20:29:52.168317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-12-19T20:29:52.179852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2025-12-19T20:29:52.180165] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-12-19T20:29:52.180927] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-12-19T20:29:52.180978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:52.181009] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:52.181035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:52.181092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:52.236698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:52.237273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:52.237349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:52.237380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:52.356307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:52.356433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:52.356469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:52.356526] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:52.359839] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: DOWN (p=13.78%)
[2025-12-19T20:29:52.360100] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-12-19T20:29:52.360219] [INFO ] [sig       ] PRM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:52.496687] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PRM.txt
[2025-12-19T20:29:52.496808] [INFO ] [sig       ] [2579/3561] Completed PRM in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-19T20:29:52.496847] [INFO ] [sig       ] [2580/3561] Forecasting PRME...
[2025-12-19T20:29:52.496876] [INFO ] [sig       ] Generating forecast for: PRME
[2025-12-19T20:29:52.496906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2025-12-19T20:29:52.508374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2025-12-19T20:29:52.508723] [INFO ] [FORECASTER] Starting predict_future for PRME
[2025-12-19T20:29:52.509465] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2025-12-19T20:29:52.509517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:52.509548] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:52.509593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:52.509651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:52.566625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:52.567240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:52.567315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:52.567347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:52.687360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:52.687528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:52.687566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:52.687622] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:52.690988] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: UP (p=69.61%)
[2025-12-19T20:29:52.691250] [INFO ] [FORECASTER] Completed predict_future for PRME
[2025-12-19T20:29:52.691373] [INFO ] [sig       ] PRME: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:52.829763] [INFO ] [LOCAL     ] Saved forecast: PRME	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PRME.txt
[2025-12-19T20:29:52.829890] [INFO ] [sig       ] [2580/3561] Completed PRME in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-19T20:29:52.829929] [INFO ] [sig       ] [2581/3561] Forecasting PRN...
[2025-12-19T20:29:52.829959] [INFO ] [sig       ] Generating forecast for: PRN
[2025-12-19T20:29:52.829989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2025-12-19T20:29:52.841800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2025-12-19T20:29:52.842102] [INFO ] [FORECASTER] Starting predict_future for PRN
[2025-12-19T20:29:52.842860] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2025-12-19T20:29:52.842910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:52.842940] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:52.842967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:52.843023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:52.900150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:52.900751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:52.900826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:52.900857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:53.019188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:53.019346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:53.019384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:53.019414] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:53.022754] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: UP (p=85.66%)
[2025-12-19T20:29:53.023033] [INFO ] [FORECASTER] Completed predict_future for PRN
[2025-12-19T20:29:53.023157] [INFO ] [sig       ] PRN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:53.160022] [INFO ] [LOCAL     ] Saved forecast: PRN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PRN.txt
[2025-12-19T20:29:53.160146] [INFO ] [sig       ] [2581/3561] Completed PRN in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-19T20:29:53.160186] [INFO ] [sig       ] [2582/3561] Forecasting PROF...
[2025-12-19T20:29:53.160215] [INFO ] [sig       ] Generating forecast for: PROF
[2025-12-19T20:29:53.160245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2025-12-19T20:29:53.171347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2025-12-19T20:29:53.171844] [INFO ] [FORECASTER] Starting predict_future for PROF
[2025-12-19T20:29:53.172759] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2025-12-19T20:29:53.172809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:53.172851] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:53.172879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:53.172935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:53.229246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:53.229984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:53.230061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:53.230092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:53.351735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:53.351890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:53.351928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:53.351956] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:53.355358] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: DOWN (p=6.07%)
[2025-12-19T20:29:53.355641] [INFO ] [FORECASTER] Completed predict_future for PROF
[2025-12-19T20:29:53.355767] [INFO ] [sig       ] PROF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:53.494365] [INFO ] [LOCAL     ] Saved forecast: PROF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PROF.txt
[2025-12-19T20:29:53.494479] [INFO ] [sig       ] [2582/3561] Completed PROF in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-19T20:29:53.494517] [INFO ] [sig       ] [2583/3561] Forecasting PROK...
[2025-12-19T20:29:53.494546] [INFO ] [sig       ] Generating forecast for: PROK
[2025-12-19T20:29:53.494592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2025-12-19T20:29:53.506418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2025-12-19T20:29:53.506749] [INFO ] [FORECASTER] Starting predict_future for PROK
[2025-12-19T20:29:53.507488] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2025-12-19T20:29:53.507539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:53.507591] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:53.507622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:53.507678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:53.563910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:53.564674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:53.564750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:53.564782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:53.683238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:53.683396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:53.683435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:53.683464] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:53.686766] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-12-19T20:29:53.687033] [INFO ] [FORECASTER] Completed predict_future for PROK
[2025-12-19T20:29:53.687151] [INFO ] [sig       ] PROK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:53.823537] [INFO ] [LOCAL     ] Saved forecast: PROK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PROK.txt
[2025-12-19T20:29:53.823671] [INFO ] [sig       ] [2583/3561] Completed PROK in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-19T20:29:53.823711] [INFO ] [sig       ] [2584/3561] Forecasting PRTA...
[2025-12-19T20:29:53.823741] [INFO ] [sig       ] Generating forecast for: PRTA
[2025-12-19T20:29:53.823770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2025-12-19T20:29:53.835842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2025-12-19T20:29:53.836229] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2025-12-19T20:29:53.837051] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2025-12-19T20:29:53.837102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:53.837134] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:53.837160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:53.837216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:53.894301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:53.895219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:53.895313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:53.895345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:54.013417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:54.013605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:54.013647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:54.013674] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:54.017027] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: DOWN (p=10.63%)
[2025-12-19T20:29:54.017318] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2025-12-19T20:29:54.017443] [INFO ] [sig       ] PRTA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:54.156730] [INFO ] [LOCAL     ] Saved forecast: PRTA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PRTA.txt
[2025-12-19T20:29:54.156901] [INFO ] [sig       ] [2584/3561] Completed PRTA in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-19T20:29:54.156940] [INFO ] [sig       ] [2585/3561] Forecasting PRTH...
[2025-12-19T20:29:54.156970] [INFO ] [sig       ] Generating forecast for: PRTH
[2025-12-19T20:29:54.156999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2025-12-19T20:29:54.169171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2025-12-19T20:29:54.169634] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2025-12-19T20:29:54.170449] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2025-12-19T20:29:54.170503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:54.170535] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:54.170563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:54.170640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:54.229991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:54.231060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:54.231170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:54.231223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:54.357159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:54.357324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:54.357363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:54.357391] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:54.360945] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: UP (p=69.54%)
[2025-12-19T20:29:54.361280] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2025-12-19T20:29:54.361440] [INFO ] [sig       ] PRTH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:54.515104] [INFO ] [LOCAL     ] Saved forecast: PRTH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PRTH.txt
[2025-12-19T20:29:54.515281] [INFO ] [sig       ] [2585/3561] Completed PRTH in 0.4s | 2.90 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-19T20:29:54.515335] [INFO ] [sig       ] [2586/3561] Forecasting PRVA...
[2025-12-19T20:29:54.515366] [INFO ] [sig       ] Generating forecast for: PRVA
[2025-12-19T20:29:54.515397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2025-12-19T20:29:54.527245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2025-12-19T20:29:54.527682] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2025-12-19T20:29:54.528471] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2025-12-19T20:29:54.528525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:54.528558] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:54.528613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:54.528687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:54.589429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:54.590494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:54.590645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:54.590683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:54.710628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:54.710782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:54.710821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:54.710849] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:54.714166] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: DOWN (p=15.44%)
[2025-12-19T20:29:54.714432] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2025-12-19T20:29:54.714550] [INFO ] [sig       ] PRVA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:54.853036] [INFO ] [LOCAL     ] Saved forecast: PRVA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PRVA.txt
[2025-12-19T20:29:54.853195] [INFO ] [sig       ] [2586/3561] Completed PRVA in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-19T20:29:54.853237] [INFO ] [sig       ] [2587/3561] Forecasting PRZO...
[2025-12-19T20:29:54.853266] [INFO ] [sig       ] Generating forecast for: PRZO
[2025-12-19T20:29:54.853297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'.
[2025-12-19T20:29:54.865974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRZO'.
[2025-12-19T20:29:54.866347] [INFO ] [FORECASTER] Starting predict_future for PRZO
[2025-12-19T20:29:54.867197] [DEBUG] [LOCAL     ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt
[2025-12-19T20:29:54.867250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:54.867283] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:54.867311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:54.867370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:54.927976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:54.928824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:54.928906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:54.928940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:55.047900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:55.048043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:55.048082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:55.048111] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:55.051413] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: DOWN (p=6.31%)
[2025-12-19T20:29:55.051706] [INFO ] [FORECASTER] Completed predict_future for PRZO
[2025-12-19T20:29:55.051858] [INFO ] [sig       ] PRZO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:55.188925] [INFO ] [LOCAL     ] Saved forecast: PRZO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PRZO.txt
[2025-12-19T20:29:55.189052] [INFO ] [sig       ] [2587/3561] Completed PRZO in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-19T20:29:55.189089] [INFO ] [sig       ] [2588/3561] Forecasting PSC...
[2025-12-19T20:29:55.189118] [INFO ] [sig       ] Generating forecast for: PSC
[2025-12-19T20:29:55.189147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2025-12-19T20:29:55.201008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2025-12-19T20:29:55.201345] [INFO ] [FORECASTER] Starting predict_future for PSC
[2025-12-19T20:29:55.202154] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2025-12-19T20:29:55.202206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:55.202238] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:55.202266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:55.202324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:55.261411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:55.262117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:55.262196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:55.262230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:55.390506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:55.390724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:55.390765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:55.390793] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:55.394511] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: DOWN (p=3.11%)
[2025-12-19T20:29:55.394891] [INFO ] [FORECASTER] Completed predict_future for PSC
[2025-12-19T20:29:55.395027] [INFO ] [sig       ] PSC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:55.532622] [INFO ] [LOCAL     ] Saved forecast: PSC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PSC.txt
[2025-12-19T20:29:55.532773] [INFO ] [sig       ] [2588/3561] Completed PSC in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-19T20:29:55.532813] [INFO ] [sig       ] [2589/3561] Forecasting PSCE...
[2025-12-19T20:29:55.532842] [INFO ] [sig       ] Generating forecast for: PSCE
[2025-12-19T20:29:55.532872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2025-12-19T20:29:55.544772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2025-12-19T20:29:55.545128] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2025-12-19T20:29:55.545895] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2025-12-19T20:29:55.545946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:55.545978] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:55.546004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:55.546061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:55.605156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:55.606020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:55.606105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:55.606138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:55.713654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:55.713803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:55.713844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:55.713909] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:55.717286] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: DOWN (p=10.10%)
[2025-12-19T20:29:55.717555] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2025-12-19T20:29:55.717697] [INFO ] [sig       ] PSCE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:55.857097] [INFO ] [LOCAL     ] Saved forecast: PSCE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PSCE.txt
[2025-12-19T20:29:55.857253] [INFO ] [sig       ] [2589/3561] Completed PSCE in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-19T20:29:55.857319] [INFO ] [sig       ] [2590/3561] Forecasting PSCH...
[2025-12-19T20:29:55.857366] [INFO ] [sig       ] Generating forecast for: PSCH
[2025-12-19T20:29:55.857409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2025-12-19T20:29:55.868235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2025-12-19T20:29:55.868566] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2025-12-19T20:29:55.869373] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2025-12-19T20:29:55.869425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:55.869458] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:55.869485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:55.869540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:55.925184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:55.926085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:55.926174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:55.926208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:56.052680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:56.052858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:56.052899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:56.052928] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:56.056286] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: DOWN (p=12.83%)
[2025-12-19T20:29:56.056592] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2025-12-19T20:29:56.056721] [INFO ] [sig       ] PSCH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:56.196592] [INFO ] [LOCAL     ] Saved forecast: PSCH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PSCH.txt
[2025-12-19T20:29:56.196739] [INFO ] [sig       ] [2590/3561] Completed PSCH in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-19T20:29:56.196780] [INFO ] [sig       ] [2591/3561] Forecasting PSEC...
[2025-12-19T20:29:56.196811] [INFO ] [sig       ] Generating forecast for: PSEC
[2025-12-19T20:29:56.196842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2025-12-19T20:29:56.207733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2025-12-19T20:29:56.208059] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2025-12-19T20:29:56.208878] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2025-12-19T20:29:56.208931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:56.208963] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:56.208990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:56.209046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:56.263877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:56.264465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:56.264556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:56.264610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:56.387603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:56.387752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:56.387790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:56.387819] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:56.391167] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: DOWN (p=14.13%)
[2025-12-19T20:29:56.391436] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2025-12-19T20:29:56.391553] [INFO ] [sig       ] PSEC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:56.529705] [INFO ] [LOCAL     ] Saved forecast: PSEC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PSEC.txt
[2025-12-19T20:29:56.529841] [INFO ] [sig       ] [2591/3561] Completed PSEC in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-19T20:29:56.529879] [INFO ] [sig       ] [2592/3561] Forecasting PSF...
[2025-12-19T20:29:56.529909] [INFO ] [sig       ] Generating forecast for: PSF
[2025-12-19T20:29:56.529938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-12-19T20:29:56.540785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2025-12-19T20:29:56.541114] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-12-19T20:29:56.541880] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-12-19T20:29:56.541930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:56.541962] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:56.541988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:56.542044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:56.598020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:56.598653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:56.598763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:56.598796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:56.715470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:56.715635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:56.715675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:56.715704] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:56.718972] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: DOWN (p=15.65%)
[2025-12-19T20:29:56.719233] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-12-19T20:29:56.719349] [INFO ] [sig       ] PSF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:56.866942] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PSF.txt
[2025-12-19T20:29:56.867110] [INFO ] [sig       ] [2592/3561] Completed PSF in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-19T20:29:56.867149] [INFO ] [sig       ] [2593/3561] Forecasting PSFE...
[2025-12-19T20:29:56.867180] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-12-19T20:29:56.867210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-12-19T20:29:56.878343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2025-12-19T20:29:56.878915] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-12-19T20:29:56.879858] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-12-19T20:29:56.879909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:56.879979] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:56.880009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:56.880065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:56.938034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:56.938998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:56.939081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:56.939113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:57.061355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:57.061514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:57.061553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:57.061606] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:57.065102] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=91.97%)
[2025-12-19T20:29:57.065391] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-12-19T20:29:57.065520] [INFO ] [sig       ] PSFE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:57.209634] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PSFE.txt
[2025-12-19T20:29:57.209790] [INFO ] [sig       ] [2593/3561] Completed PSFE in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-19T20:29:57.209831] [INFO ] [sig       ] [2594/3561] Forecasting PSHG...
[2025-12-19T20:29:57.209862] [INFO ] [sig       ] Generating forecast for: PSHG
[2025-12-19T20:29:57.209892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2025-12-19T20:29:57.222108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2025-12-19T20:29:57.222502] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2025-12-19T20:29:57.223309] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2025-12-19T20:29:57.223364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:57.223396] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:57.223423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:57.223479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:57.281537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:57.282406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:57.282497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:57.282529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:57.408477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:57.408836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:57.408881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:57.408910] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:57.412475] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: DOWN (p=19.00%)
[2025-12-19T20:29:57.412775] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2025-12-19T20:29:57.412905] [INFO ] [sig       ] PSHG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:57.555126] [INFO ] [LOCAL     ] Saved forecast: PSHG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PSHG.txt
[2025-12-19T20:29:57.555266] [INFO ] [sig       ] [2594/3561] Completed PSHG in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-19T20:29:57.555307] [INFO ] [sig       ] [2595/3561] Forecasting PSN...
[2025-12-19T20:29:57.555336] [INFO ] [sig       ] Generating forecast for: PSN
[2025-12-19T20:29:57.555366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-12-19T20:29:57.566696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2025-12-19T20:29:57.567056] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-12-19T20:29:57.567854] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-12-19T20:29:57.567907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:57.567940] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:57.567967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:57.568022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:57.627018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:57.627682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:57.627762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:57.627796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:57.747530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:57.747694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:57.747733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:57.747761] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:57.751054] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: UP (p=70.51%)
[2025-12-19T20:29:57.751314] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-12-19T20:29:57.751437] [INFO ] [sig       ] PSN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:57.904195] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PSN.txt
[2025-12-19T20:29:57.904349] [INFO ] [sig       ] [2595/3561] Completed PSN in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-19T20:29:57.904389] [INFO ] [sig       ] [2596/3561] Forecasting PSNL...
[2025-12-19T20:29:57.904417] [INFO ] [sig       ] Generating forecast for: PSNL
[2025-12-19T20:29:57.904448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2025-12-19T20:29:57.915341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2025-12-19T20:29:57.915721] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2025-12-19T20:29:57.916460] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2025-12-19T20:29:57.916510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:57.916541] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:57.916568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:57.916644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:57.974039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:57.974915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:57.974997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:57.975031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:58.094811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:58.094961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:58.095000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:58.095059] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:58.098417] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: UP (p=91.39%)
[2025-12-19T20:29:58.098719] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2025-12-19T20:29:58.098844] [INFO ] [sig       ] PSNL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:58.239948] [INFO ] [LOCAL     ] Saved forecast: PSNL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PSNL.txt
[2025-12-19T20:29:58.240097] [INFO ] [sig       ] [2596/3561] Completed PSNL in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-19T20:29:58.240139] [INFO ] [sig       ] [2597/3561] Forecasting PSO...
[2025-12-19T20:29:58.240168] [INFO ] [sig       ] Generating forecast for: PSO
[2025-12-19T20:29:58.240219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-12-19T20:29:58.251993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2025-12-19T20:29:58.252318] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-12-19T20:29:58.253301] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-12-19T20:29:58.253352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:58.253384] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:58.253416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:58.253481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:58.315351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:58.316208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:58.316290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:58.316322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:58.437967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:58.438121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:58.438160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:58.438189] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:58.441628] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: UP (p=87.37%)
[2025-12-19T20:29:58.441899] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-12-19T20:29:58.442021] [INFO ] [sig       ] PSO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:58.581024] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PSO.txt
[2025-12-19T20:29:58.581174] [INFO ] [sig       ] [2597/3561] Completed PSO in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-19T20:29:58.581214] [INFO ] [sig       ] [2598/3561] Forecasting PSQH...
[2025-12-19T20:29:58.581242] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-12-19T20:29:58.581275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-12-19T20:29:58.592593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSQH'.
[2025-12-19T20:29:58.592929] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-12-19T20:29:58.593717] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-12-19T20:29:58.593768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:58.593800] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:58.593826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:58.593883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:58.663914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:58.664761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:58.664845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:58.664878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:58.787809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:58.787959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:58.787998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:58.788028] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:58.791428] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: UP (p=77.84%)
[2025-12-19T20:29:58.791737] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-12-19T20:29:58.791858] [INFO ] [sig       ] PSQH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:58.930727] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PSQH.txt
[2025-12-19T20:29:58.930844] [INFO ] [sig       ] [2598/3561] Completed PSQH in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-19T20:29:58.930882] [INFO ] [sig       ] [2599/3561] Forecasting PSTG...
[2025-12-19T20:29:58.930911] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-12-19T20:29:58.930942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-12-19T20:29:58.942087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2025-12-19T20:29:58.942432] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-12-19T20:29:58.943242] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-12-19T20:29:58.943296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:58.943330] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:58.943359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:58.943418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:59.018699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:59.020117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:59.020234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:59.020272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:59.144987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:59.145135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:59.145174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:59.145202] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:59.148466] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: UP (p=64.77%)
[2025-12-19T20:29:59.148772] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-12-19T20:29:59.148896] [INFO ] [sig       ] PSTG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:29:59.289921] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PSTG.txt
[2025-12-19T20:29:59.290048] [INFO ] [sig       ] [2599/3561] Completed PSTG in 0.4s | 2.90 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-19T20:29:59.290087] [INFO ] [sig       ] [2600/3561] Forecasting PSTL...
[2025-12-19T20:29:59.290116] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-12-19T20:29:59.290147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-12-19T20:29:59.301294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2025-12-19T20:29:59.301635] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-12-19T20:29:59.302379] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-12-19T20:29:59.302435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:59.302467] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:59.302494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:59.302550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:59.368774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:59.369646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:59.369728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:59.369761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:59.487367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:59.487491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:59.487530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:59.487592] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:59.490910] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-12-19T20:29:59.491174] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-12-19T20:29:59.491294] [INFO ] [sig       ] PSTL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:59.627482] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PSTL.txt
[2025-12-19T20:29:59.627656] [INFO ] [sig       ] [2600/3561] Completed PSTL in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-19T20:29:59.627697] [INFO ] [sig       ] [2601/3561] Forecasting PSX...
[2025-12-19T20:29:59.627730] [INFO ] [sig       ] Generating forecast for: PSX
[2025-12-19T20:29:59.627760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-12-19T20:29:59.639460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2025-12-19T20:29:59.639901] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-12-19T20:29:59.640705] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-12-19T20:29:59.640758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:59.640791] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:59.640819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:59.640876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:29:59.702153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:29:59.703110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:29:59.703195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:29:59.703228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:29:59.825986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:29:59.826139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:29:59.826178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:29:59.826206] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:29:59.829567] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-12-19T20:29:59.829855] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-12-19T20:29:59.829978] [INFO ] [sig       ] PSX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:29:59.967395] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PSX.txt
[2025-12-19T20:29:59.967546] [INFO ] [sig       ] [2601/3561] Completed PSX in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-19T20:29:59.967604] [INFO ] [sig       ] [2602/3561] Forecasting PTA...
[2025-12-19T20:29:59.967636] [INFO ] [sig       ] Generating forecast for: PTA
[2025-12-19T20:29:59.967666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-12-19T20:29:59.979365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2025-12-19T20:29:59.979761] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-12-19T20:29:59.980601] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-12-19T20:29:59.980655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:29:59.980688] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:29:59.980716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:29:59.980773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:00.054637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:00.055487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:00.055602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:00.055663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:00.176183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:00.176336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:00.176375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:00.176403] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:00.179705] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: DOWN (p=19.62%)
[2025-12-19T20:30:00.179969] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-12-19T20:30:00.180088] [INFO ] [sig       ] PTA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:00.315340] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PTA.txt
[2025-12-19T20:30:00.315449] [INFO ] [sig       ] [2602/3561] Completed PTA in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-19T20:30:00.315489] [INFO ] [sig       ] [2603/3561] Forecasting PTC...
[2025-12-19T20:30:00.315520] [INFO ] [sig       ] Generating forecast for: PTC
[2025-12-19T20:30:00.315551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2025-12-19T20:30:00.326866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2025-12-19T20:30:00.327177] [INFO ] [FORECASTER] Starting predict_future for PTC
[2025-12-19T20:30:00.327949] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2025-12-19T20:30:00.328000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:00.328032] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:00.328059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:00.328115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:00.384413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:00.385206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:00.385317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:00.385351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:00.509174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:00.509290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:00.509340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:00.509373] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:00.513025] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: UP (p=52.92%)
[2025-12-19T20:30:00.513344] [INFO ] [FORECASTER] Completed predict_future for PTC
[2025-12-19T20:30:00.513481] [INFO ] [sig       ] PTC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:00.653327] [INFO ] [LOCAL     ] Saved forecast: PTC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PTC.txt
[2025-12-19T20:30:00.653473] [INFO ] [sig       ] [2603/3561] Completed PTC in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-19T20:30:00.653514] [INFO ] [sig       ] [2604/3561] Forecasting PTEN...
[2025-12-19T20:30:00.653544] [INFO ] [sig       ] Generating forecast for: PTEN
[2025-12-19T20:30:00.653591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2025-12-19T20:30:00.669793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2025-12-19T20:30:00.670188] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2025-12-19T20:30:00.670993] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2025-12-19T20:30:00.671045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:00.671077] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:00.671104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:00.671170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:00.727796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:00.728536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:00.728638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:00.728702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:00.846360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:00.846520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:00.846562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:00.846614] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:00.850138] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: UP (p=75.88%)
[2025-12-19T20:30:00.850418] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2025-12-19T20:30:00.850544] [INFO ] [sig       ] PTEN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:00.989923] [INFO ] [LOCAL     ] Saved forecast: PTEN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PTEN.txt
[2025-12-19T20:30:00.990070] [INFO ] [sig       ] [2604/3561] Completed PTEN in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-19T20:30:00.990110] [INFO ] [sig       ] [2605/3561] Forecasting PTF...
[2025-12-19T20:30:00.990139] [INFO ] [sig       ] Generating forecast for: PTF
[2025-12-19T20:30:00.990169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2025-12-19T20:30:01.001475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2025-12-19T20:30:01.001871] [INFO ] [FORECASTER] Starting predict_future for PTF
[2025-12-19T20:30:01.002666] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2025-12-19T20:30:01.002721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:01.002754] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:01.002782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:01.002839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:01.060103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:01.060812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:01.060892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:01.060926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:01.186067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:01.186234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:01.186273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:01.186302] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:01.189911] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: DOWN (p=26.42%)
[2025-12-19T20:30:01.190218] [INFO ] [FORECASTER] Completed predict_future for PTF
[2025-12-19T20:30:01.190349] [INFO ] [sig       ] PTF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:01.331911] [INFO ] [LOCAL     ] Saved forecast: PTF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PTF.txt
[2025-12-19T20:30:01.332044] [INFO ] [sig       ] [2605/3561] Completed PTF in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-19T20:30:01.332083] [INFO ] [sig       ] [2606/3561] Forecasting PTGX...
[2025-12-19T20:30:01.332111] [INFO ] [sig       ] Generating forecast for: PTGX
[2025-12-19T20:30:01.332140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2025-12-19T20:30:01.343426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2025-12-19T20:30:01.343804] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2025-12-19T20:30:01.344610] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2025-12-19T20:30:01.344674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:01.344710] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:01.344738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:01.344795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:01.409170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:01.410082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:01.410167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:01.410202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:01.532114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:01.532283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:01.532324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:01.532354] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:01.535970] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: UP (p=78.57%)
[2025-12-19T20:30:01.536354] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2025-12-19T20:30:01.536495] [INFO ] [sig       ] PTGX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:01.686621] [INFO ] [LOCAL     ] Saved forecast: PTGX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PTGX.txt
[2025-12-19T20:30:01.686825] [INFO ] [sig       ] [2606/3561] Completed PTGX in 0.4s | 2.90 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-19T20:30:01.686869] [INFO ] [sig       ] [2607/3561] Forecasting PTH...
[2025-12-19T20:30:01.686906] [INFO ] [sig       ] Generating forecast for: PTH
[2025-12-19T20:30:01.686940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2025-12-19T20:30:01.699648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2025-12-19T20:30:01.700123] [INFO ] [FORECASTER] Starting predict_future for PTH
[2025-12-19T20:30:01.701243] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2025-12-19T20:30:01.701314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:01.701358] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:01.701392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:01.701473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:01.767653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:01.768806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:01.768918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:01.768957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:01.898984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:01.899151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:01.899192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:01.899221] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:01.903024] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: DOWN (p=21.58%)
[2025-12-19T20:30:01.903337] [INFO ] [FORECASTER] Completed predict_future for PTH
[2025-12-19T20:30:01.903473] [INFO ] [sig       ] PTH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:02.058513] [INFO ] [LOCAL     ] Saved forecast: PTH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PTH.txt
[2025-12-19T20:30:02.058754] [INFO ] [sig       ] [2607/3561] Completed PTH in 0.4s | 2.90 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-19T20:30:02.058808] [INFO ] [sig       ] [2608/3561] Forecasting PTIX...
[2025-12-19T20:30:02.058837] [INFO ] [sig       ] Generating forecast for: PTIX
[2025-12-19T20:30:02.058877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'.
[2025-12-19T20:30:02.124642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTIX'.
[2025-12-19T20:30:02.125267] [INFO ] [FORECASTER] Starting predict_future for PTIX
[2025-12-19T20:30:02.126326] [DEBUG] [LOCAL     ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt
[2025-12-19T20:30:02.126384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:02.126418] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:02.126447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:02.126507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:02.187089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:02.188284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:02.188393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:02.188427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:02.319838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:02.320074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:02.320121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:02.320151] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:02.324111] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: DOWN (p=12.53%)
[2025-12-19T20:30:02.324416] [INFO ] [FORECASTER] Completed predict_future for PTIX
[2025-12-19T20:30:02.324551] [INFO ] [sig       ] PTIX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:02.470467] [INFO ] [LOCAL     ] Saved forecast: PTIX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PTIX.txt
[2025-12-19T20:30:02.470787] [INFO ] [sig       ] [2608/3561] Completed PTIX in 0.4s | 2.90 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-19T20:30:02.470850] [INFO ] [sig       ] [2609/3561] Forecasting PTLO...
[2025-12-19T20:30:02.470883] [INFO ] [sig       ] Generating forecast for: PTLO
[2025-12-19T20:30:02.470914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2025-12-19T20:30:02.486063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2025-12-19T20:30:02.486969] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2025-12-19T20:30:02.487988] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2025-12-19T20:30:02.488043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:02.488078] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:02.488105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:02.488171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:02.550251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:02.551537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:02.551688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:02.551753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:02.678902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:02.679128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:02.679171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:02.679200] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:02.683028] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: DOWN (p=11.58%)
[2025-12-19T20:30:02.683385] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2025-12-19T20:30:02.683537] [INFO ] [sig       ] PTLO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:02.833955] [INFO ] [LOCAL     ] Saved forecast: PTLO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PTLO.txt
[2025-12-19T20:30:02.834210] [INFO ] [sig       ] [2609/3561] Completed PTLO in 0.4s | 2.90 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-19T20:30:02.834255] [INFO ] [sig       ] [2610/3561] Forecasting PTNQ...
[2025-12-19T20:30:02.834288] [INFO ] [sig       ] Generating forecast for: PTNQ
[2025-12-19T20:30:02.834321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2025-12-19T20:30:02.847761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2025-12-19T20:30:02.848394] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2025-12-19T20:30:02.849380] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2025-12-19T20:30:02.849434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:02.849501] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:02.849530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:02.849609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:02.908458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:02.909624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:02.909722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:02.909757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:03.043436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:03.043919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:03.043976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:03.044013] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:03.048146] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: UP (p=88.35%)
[2025-12-19T20:30:03.048507] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2025-12-19T20:30:03.048701] [INFO ] [sig       ] PTNQ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:03.194545] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PTNQ.txt
[2025-12-19T20:30:03.194789] [INFO ] [sig       ] [2610/3561] Completed PTNQ in 0.4s | 2.90 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-19T20:30:03.194836] [INFO ] [sig       ] [2611/3561] Forecasting PTON...
[2025-12-19T20:30:03.194868] [INFO ] [sig       ] Generating forecast for: PTON
[2025-12-19T20:30:03.194901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2025-12-19T20:30:03.277205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2025-12-19T20:30:03.277899] [INFO ] [FORECASTER] Starting predict_future for PTON
[2025-12-19T20:30:03.279158] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2025-12-19T20:30:03.279221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:03.279264] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:03.279300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:03.279379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:03.339709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:03.341062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:03.341168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:03.341203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:03.468922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:03.469159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:03.469204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:03.469232] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:03.474155] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: DOWN (p=16.03%)
[2025-12-19T20:30:03.474546] [INFO ] [FORECASTER] Completed predict_future for PTON
[2025-12-19T20:30:03.474727] [INFO ] [sig       ] PTON: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:03.625023] [INFO ] [LOCAL     ] Saved forecast: PTON	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PTON.txt
[2025-12-19T20:30:03.625225] [INFO ] [sig       ] [2611/3561] Completed PTON in 0.4s | 2.90 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-19T20:30:03.625266] [INFO ] [sig       ] [2612/3561] Forecasting PTY...
[2025-12-19T20:30:03.625297] [INFO ] [sig       ] Generating forecast for: PTY
[2025-12-19T20:30:03.625331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-12-19T20:30:03.638543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2025-12-19T20:30:03.639159] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-12-19T20:30:03.640080] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-12-19T20:30:03.640133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:03.640167] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:03.640194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:03.640251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:03.698747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:03.699849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:03.699957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:03.699991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:03.832426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:03.832683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:03.832729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:03.832757] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:03.837048] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: UP (p=83.65%)
[2025-12-19T20:30:03.837366] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-12-19T20:30:03.837503] [INFO ] [sig       ] PTY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:03.979272] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PTY.txt
[2025-12-19T20:30:03.979475] [INFO ] [sig       ] [2612/3561] Completed PTY in 0.4s | 2.90 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-19T20:30:03.979516] [INFO ] [sig       ] [2613/3561] Forecasting PUBM...
[2025-12-19T20:30:03.979545] [INFO ] [sig       ] Generating forecast for: PUBM
[2025-12-19T20:30:03.979599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2025-12-19T20:30:03.992701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2025-12-19T20:30:03.993264] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2025-12-19T20:30:03.994194] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2025-12-19T20:30:03.994246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:03.994277] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:03.994302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:03.994364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:04.052275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:04.053367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:04.053463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:04.053497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:04.183058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:04.183308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:04.183396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:04.183486] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:04.187935] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: UP (p=81.28%)
[2025-12-19T20:30:04.188278] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2025-12-19T20:30:04.188431] [INFO ] [sig       ] PUBM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:04.344358] [INFO ] [LOCAL     ] Saved forecast: PUBM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PUBM.txt
[2025-12-19T20:30:04.344590] [INFO ] [sig       ] [2613/3561] Completed PUBM in 0.4s | 2.90 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-19T20:30:04.344637] [INFO ] [sig       ] [2614/3561] Forecasting PUK...
[2025-12-19T20:30:04.344667] [INFO ] [sig       ] Generating forecast for: PUK
[2025-12-19T20:30:04.344698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-12-19T20:30:04.358661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2025-12-19T20:30:04.359267] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-12-19T20:30:04.360181] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-12-19T20:30:04.360234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:04.360274] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:04.360302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:04.360360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:04.421058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:04.422148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:04.422245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:04.422279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:04.551480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:04.551932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:04.551980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:04.552011] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:04.556128] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: UP (p=98.01%)
[2025-12-19T20:30:04.556433] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-12-19T20:30:04.556568] [INFO ] [sig       ] PUK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:04.699764] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PUK.txt
[2025-12-19T20:30:04.699968] [INFO ] [sig       ] [2614/3561] Completed PUK in 0.4s | 2.90 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-19T20:30:04.700011] [INFO ] [sig       ] [2615/3561] Forecasting PUMP...
[2025-12-19T20:30:04.700043] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-12-19T20:30:04.700076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-12-19T20:30:04.713980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2025-12-19T20:30:04.714508] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-12-19T20:30:04.715487] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-12-19T20:30:04.715541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:04.715608] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:04.715639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:04.715698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:04.775907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:04.776823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:04.776948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:04.776989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:04.908812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:04.909044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:04.909086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:04.909117] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:04.912922] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: DOWN (p=49.23%)
[2025-12-19T20:30:04.913269] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-12-19T20:30:04.913430] [INFO ] [sig       ] PUMP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:05.053991] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PUMP.txt
[2025-12-19T20:30:05.054186] [INFO ] [sig       ] [2615/3561] Completed PUMP in 0.4s | 2.90 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-19T20:30:05.054229] [INFO ] [sig       ] [2616/3561] Forecasting PVH...
[2025-12-19T20:30:05.054259] [INFO ] [sig       ] Generating forecast for: PVH
[2025-12-19T20:30:05.054292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-12-19T20:30:05.069550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2025-12-19T20:30:05.070314] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-12-19T20:30:05.071413] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-12-19T20:30:05.071469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:05.071501] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:05.071527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:05.071603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:05.134399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:05.135748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:05.135855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:05.135890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:05.263523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:05.263781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:05.263823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:05.263851] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:05.267609] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: DOWN (p=0.13%)
[2025-12-19T20:30:05.267903] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-12-19T20:30:05.268030] [INFO ] [sig       ] PVH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:05.413109] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PVH.txt
[2025-12-19T20:30:05.413320] [INFO ] [sig       ] [2616/3561] Completed PVH in 0.4s | 2.90 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-19T20:30:05.413364] [INFO ] [sig       ] [2617/3561] Forecasting PVL...
[2025-12-19T20:30:05.413394] [INFO ] [sig       ] Generating forecast for: PVL
[2025-12-19T20:30:05.413426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-12-19T20:30:05.426487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2025-12-19T20:30:05.427027] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-12-19T20:30:05.427898] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-12-19T20:30:05.427950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:05.428000] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:05.428027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:05.428084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:05.488126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:05.489340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:05.489443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:05.489478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:05.609167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:05.609407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:05.609453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:05.609483] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:05.613328] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: UP (p=79.33%)
[2025-12-19T20:30:05.613663] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-12-19T20:30:05.613801] [INFO ] [sig       ] PVL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:05.763887] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PVL.txt
[2025-12-19T20:30:05.764145] [INFO ] [sig       ] [2617/3561] Completed PVL in 0.4s | 2.90 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-19T20:30:05.764202] [INFO ] [sig       ] [2618/3561] Forecasting PWP...
[2025-12-19T20:30:05.764238] [INFO ] [sig       ] Generating forecast for: PWP
[2025-12-19T20:30:05.764273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2025-12-19T20:30:05.778298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2025-12-19T20:30:05.778898] [INFO ] [FORECASTER] Starting predict_future for PWP
[2025-12-19T20:30:05.779860] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2025-12-19T20:30:05.779913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:05.779948] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:05.779977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:05.780039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:05.840512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:05.841718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:05.841830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:05.841871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:05.969124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:05.969382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:05.969432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:05.969475] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:05.973479] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: UP (p=93.63%)
[2025-12-19T20:30:05.973870] [INFO ] [FORECASTER] Completed predict_future for PWP
[2025-12-19T20:30:05.974028] [INFO ] [sig       ] PWP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:06.127346] [INFO ] [LOCAL     ] Saved forecast: PWP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PWP.txt
[2025-12-19T20:30:06.127522] [INFO ] [sig       ] [2618/3561] Completed PWP in 0.4s | 2.90 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-19T20:30:06.127567] [INFO ] [sig       ] [2619/3561] Forecasting PX...
[2025-12-19T20:30:06.127622] [INFO ] [sig       ] Generating forecast for: PX
[2025-12-19T20:30:06.127653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-12-19T20:30:06.140265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2025-12-19T20:30:06.140721] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-12-19T20:30:06.141495] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-12-19T20:30:06.141557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:06.141622] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:06.141658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:06.141725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:06.202282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:06.203427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:06.203526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:06.203561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:06.337269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:06.337505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:06.337548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:06.337599] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:06.341979] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: DOWN (p=38.20%)
[2025-12-19T20:30:06.342327] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-12-19T20:30:06.342475] [INFO ] [sig       ] PX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:06.596170] [INFO ] [LOCAL     ] Saved forecast: PX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PX.txt
[2025-12-19T20:30:06.596383] [INFO ] [sig       ] [2619/3561] Completed PX in 0.5s | 2.90 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-19T20:30:06.596433] [INFO ] [sig       ] [2620/3561] Forecasting PXS...
[2025-12-19T20:30:06.596463] [INFO ] [sig       ] Generating forecast for: PXS
[2025-12-19T20:30:06.596495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2025-12-19T20:30:06.610354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2025-12-19T20:30:06.611123] [INFO ] [FORECASTER] Starting predict_future for PXS
[2025-12-19T20:30:06.612093] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2025-12-19T20:30:06.612158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:06.612194] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:06.612222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:06.612281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:06.672720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:06.673823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:06.673927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:06.674041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:06.792649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:06.792890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:06.793129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:06.793159] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:06.798024] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: DOWN (p=44.47%)
[2025-12-19T20:30:06.798391] [INFO ] [FORECASTER] Completed predict_future for PXS
[2025-12-19T20:30:06.798536] [INFO ] [sig       ] PXS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:06.947215] [INFO ] [LOCAL     ] Saved forecast: PXS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PXS.txt
[2025-12-19T20:30:06.947442] [INFO ] [sig       ] [2620/3561] Completed PXS in 0.4s | 2.90 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-19T20:30:06.947486] [INFO ] [sig       ] [2621/3561] Forecasting PY...
[2025-12-19T20:30:06.947526] [INFO ] [sig       ] Generating forecast for: PY
[2025-12-19T20:30:06.947560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2025-12-19T20:30:06.960486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2025-12-19T20:30:06.961257] [INFO ] [FORECASTER] Starting predict_future for PY
[2025-12-19T20:30:06.962429] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2025-12-19T20:30:06.962483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:06.962516] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:06.962542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:06.962627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:07.020192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:07.021244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:07.021339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:07.021371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:07.130105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:07.130275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:07.130317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:07.130347] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:07.134022] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-12-19T20:30:07.134340] [INFO ] [FORECASTER] Completed predict_future for PY
[2025-12-19T20:30:07.134482] [INFO ] [sig       ] PY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:07.281653] [INFO ] [LOCAL     ] Saved forecast: PY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PY.txt
[2025-12-19T20:30:07.281811] [INFO ] [sig       ] [2621/3561] Completed PY in 0.3s | 2.90 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-19T20:30:07.281852] [INFO ] [sig       ] [2622/3561] Forecasting PYPL...
[2025-12-19T20:30:07.281882] [INFO ] [sig       ] Generating forecast for: PYPL
[2025-12-19T20:30:07.281911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'.
[2025-12-19T20:30:07.294458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYPL'.
[2025-12-19T20:30:07.294808] [INFO ] [FORECASTER] Starting predict_future for PYPL
[2025-12-19T20:30:07.295774] [DEBUG] [LOCAL     ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt
[2025-12-19T20:30:07.295824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:07.295855] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:07.295881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:07.295936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:07.358876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:07.359717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:07.359802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:07.360026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:07.482889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:07.483054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:07.483094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:07.483126] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:07.486647] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: UP (p=61.19%)
[2025-12-19T20:30:07.486939] [INFO ] [FORECASTER] Completed predict_future for PYPL
[2025-12-19T20:30:07.487063] [INFO ] [sig       ] PYPL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:07.638155] [INFO ] [LOCAL     ] Saved forecast: PYPL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PYPL.txt
[2025-12-19T20:30:07.638307] [INFO ] [sig       ] [2622/3561] Completed PYPL in 0.4s | 2.90 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-19T20:30:07.638351] [INFO ] [sig       ] [2623/3561] Forecasting PYXS...
[2025-12-19T20:30:07.638381] [INFO ] [sig       ] Generating forecast for: PYXS
[2025-12-19T20:30:07.638413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2025-12-19T20:30:07.649763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2025-12-19T20:30:07.650109] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2025-12-19T20:30:07.650890] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2025-12-19T20:30:07.650941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:07.650973] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:07.650999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:07.651055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:07.711356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:07.712447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:07.712564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:07.712621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:07.835150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:07.835312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:07.835349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:07.835376] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:07.838739] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: UP (p=58.18%)
[2025-12-19T20:30:07.839005] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2025-12-19T20:30:07.839126] [INFO ] [sig       ] PYXS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:07.978053] [INFO ] [LOCAL     ] Saved forecast: PYXS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/PYXS.txt
[2025-12-19T20:30:07.978206] [INFO ] [sig       ] [2623/3561] Completed PYXS in 0.3s | 2.90 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-19T20:30:07.978247] [INFO ] [sig       ] [2624/3561] Forecasting PZZA...
[2025-12-19T20:30:07.978277] [INFO ] [sig       ] Generating forecast for: PZZA
[2025-12-19T20:30:07.978307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2025-12-19T20:30:07.989776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2025-12-19T20:30:07.990129] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2025-12-19T20:30:07.990896] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2025-12-19T20:30:07.990947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:07.990980] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:07.991007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:07.991062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:08.049901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:08.050869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:08.050963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:08.050996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:08.175825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:08.175981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:08.176020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:08.176068] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:08.179546] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-12-19T20:30:08.179867] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2025-12-19T20:30:08.180182] [INFO ] [sig       ] PZZA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:08.325052] [INFO ] [LOCAL     ] Saved forecast: PZZA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/PZZA.txt
[2025-12-19T20:30:08.325208] [INFO ] [sig       ] [2624/3561] Completed PZZA in 0.3s | 2.90 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-19T20:30:08.325248] [INFO ] [sig       ] [2625/3561] Forecasting QBTS...
[2025-12-19T20:30:08.325278] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-12-19T20:30:08.325309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-12-19T20:30:08.337482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2025-12-19T20:30:08.337884] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-12-19T20:30:08.338726] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-12-19T20:30:08.338779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:08.338813] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:08.338841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:08.338899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:08.397181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:08.397996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:08.398107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:08.398143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:08.529263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:08.529421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:08.529460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:08.529490] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:08.533398] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: DOWN (p=46.01%)
[2025-12-19T20:30:08.533715] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-12-19T20:30:08.533846] [INFO ] [sig       ] QBTS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:08.679276] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/QBTS.txt
[2025-12-19T20:30:08.679430] [INFO ] [sig       ] [2625/3561] Completed QBTS in 0.4s | 2.90 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-19T20:30:08.679471] [INFO ] [sig       ] [2626/3561] Forecasting QCLN...
[2025-12-19T20:30:08.679501] [INFO ] [sig       ] Generating forecast for: QCLN
[2025-12-19T20:30:08.679532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2025-12-19T20:30:08.691810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2025-12-19T20:30:08.692167] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2025-12-19T20:30:08.692993] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2025-12-19T20:30:08.693044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:08.693077] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:08.693105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:08.693161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:08.753176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:08.754126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:08.754211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:08.754265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:08.885101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:08.885261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:08.885302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:08.885331] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:08.888861] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: UP (p=65.33%)
[2025-12-19T20:30:08.889147] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2025-12-19T20:30:08.889276] [INFO ] [sig       ] QCLN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:09.031062] [INFO ] [LOCAL     ] Saved forecast: QCLN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/QCLN.txt
[2025-12-19T20:30:09.031237] [INFO ] [sig       ] [2626/3561] Completed QCLN in 0.4s | 2.90 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-19T20:30:09.031280] [INFO ] [sig       ] [2627/3561] Forecasting QCOM...
[2025-12-19T20:30:09.031312] [INFO ] [sig       ] Generating forecast for: QCOM
[2025-12-19T20:30:09.031343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2025-12-19T20:30:09.043763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2025-12-19T20:30:09.044148] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2025-12-19T20:30:09.044956] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2025-12-19T20:30:09.045008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:09.045082] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:09.045115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:09.045172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:09.101447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:09.102356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:09.102466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:09.102500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:09.220338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:09.220458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:09.220493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:09.220520] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:09.223820] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: UP (p=86.66%)
[2025-12-19T20:30:09.224116] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2025-12-19T20:30:09.224257] [INFO ] [sig       ] QCOM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:09.359560] [INFO ] [LOCAL     ] Saved forecast: QCOM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/QCOM.txt
[2025-12-19T20:30:09.359688] [INFO ] [sig       ] [2627/3561] Completed QCOM in 0.3s | 2.90 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-19T20:30:09.359726] [INFO ] [sig       ] [2628/3561] Forecasting QCRH...
[2025-12-19T20:30:09.359755] [INFO ] [sig       ] Generating forecast for: QCRH
[2025-12-19T20:30:09.359784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2025-12-19T20:30:09.371240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2025-12-19T20:30:09.371549] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2025-12-19T20:30:09.372322] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2025-12-19T20:30:09.372372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:09.372403] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:09.372442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:09.372499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:09.427392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:09.428002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:09.428078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:09.428109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:09.545023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:09.545139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:09.545178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:09.545207] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:09.548362] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: DOWN (p=11.61%)
[2025-12-19T20:30:09.548641] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2025-12-19T20:30:09.548780] [INFO ] [sig       ] QCRH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:09.683485] [INFO ] [LOCAL     ] Saved forecast: QCRH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/QCRH.txt
[2025-12-19T20:30:09.683602] [INFO ] [sig       ] [2628/3561] Completed QCRH in 0.3s | 2.90 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-19T20:30:09.683641] [INFO ] [sig       ] [2629/3561] Forecasting QD...
[2025-12-19T20:30:09.683671] [INFO ] [sig       ] Generating forecast for: QD
[2025-12-19T20:30:09.683701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'.
[2025-12-19T20:30:09.695026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QD'.
[2025-12-19T20:30:09.695341] [INFO ] [FORECASTER] Starting predict_future for QD
[2025-12-19T20:30:09.696122] [DEBUG] [LOCAL     ] No optimal features file found for QD: ./output/feature-sets/QD.txt
[2025-12-19T20:30:09.696174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:09.696206] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:09.696232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:09.696287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:09.752950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:09.753555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:09.753649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:09.753683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:09.880172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:09.880327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:09.880365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:09.880401] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:09.883803] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: UP (p=87.12%)
[2025-12-19T20:30:09.884065] [INFO ] [FORECASTER] Completed predict_future for QD
[2025-12-19T20:30:09.884183] [INFO ] [sig       ] QD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:10.026599] [INFO ] [LOCAL     ] Saved forecast: QD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/QD.txt
[2025-12-19T20:30:10.026757] [INFO ] [sig       ] [2629/3561] Completed QD in 0.3s | 2.90 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-19T20:30:10.026799] [INFO ] [sig       ] [2630/3561] Forecasting QDEL...
[2025-12-19T20:30:10.026828] [INFO ] [sig       ] Generating forecast for: QDEL
[2025-12-19T20:30:10.026859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2025-12-19T20:30:10.040942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2025-12-19T20:30:10.041316] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2025-12-19T20:30:10.042144] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2025-12-19T20:30:10.042195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:10.042227] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:10.042253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:10.042309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:10.101207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:10.101952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:10.102032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:10.102063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:10.226048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:10.226220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:10.226259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:10.226324] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:10.229913] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: UP (p=79.22%)
[2025-12-19T20:30:10.230239] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2025-12-19T20:30:10.230376] [INFO ] [sig       ] QDEL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:10.406781] [INFO ] [LOCAL     ] Saved forecast: QDEL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/QDEL.txt
[2025-12-19T20:30:10.406964] [INFO ] [sig       ] [2630/3561] Completed QDEL in 0.4s | 2.90 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-19T20:30:10.407015] [INFO ] [sig       ] [2631/3561] Forecasting QFIN...
[2025-12-19T20:30:10.407046] [INFO ] [sig       ] Generating forecast for: QFIN
[2025-12-19T20:30:10.407080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2025-12-19T20:30:10.421307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2025-12-19T20:30:10.421728] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2025-12-19T20:30:10.422569] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2025-12-19T20:30:10.422649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:10.422687] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:10.422714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:10.422771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:10.482262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:10.483123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:10.483210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:10.483244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:10.611944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:10.612106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:10.612147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:10.612176] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:10.615720] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: DOWN (p=2.70%)
[2025-12-19T20:30:10.615992] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2025-12-19T20:30:10.616125] [INFO ] [sig       ] QFIN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:10.757772] [INFO ] [LOCAL     ] Saved forecast: QFIN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/QFIN.txt
[2025-12-19T20:30:10.757913] [INFO ] [sig       ] [2631/3561] Completed QFIN in 0.4s | 2.90 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-19T20:30:10.757952] [INFO ] [sig       ] [2632/3561] Forecasting QGEN...
[2025-12-19T20:30:10.757981] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-12-19T20:30:10.758018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-12-19T20:30:10.769440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2025-12-19T20:30:10.769797] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-12-19T20:30:10.770547] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-12-19T20:30:10.770622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:10.770656] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:10.770684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:10.770744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:10.826216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:10.826836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:10.826928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:10.826962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:10.953627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:10.953829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:10.953877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:10.953907] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:10.957957] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=27.81%)
[2025-12-19T20:30:10.958251] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-12-19T20:30:10.958378] [INFO ] [sig       ] QGEN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:11.097688] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/QGEN.txt
[2025-12-19T20:30:11.097806] [INFO ] [sig       ] [2632/3561] Completed QGEN in 0.3s | 2.90 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-19T20:30:11.097844] [INFO ] [sig       ] [2633/3561] Forecasting QLYS...
[2025-12-19T20:30:11.097872] [INFO ] [sig       ] Generating forecast for: QLYS
[2025-12-19T20:30:11.097901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2025-12-19T20:30:11.110197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2025-12-19T20:30:11.110526] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2025-12-19T20:30:11.111297] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2025-12-19T20:30:11.111349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:11.111380] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:11.111407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:11.111463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:11.167790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:11.168392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:11.168469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:11.168501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:11.291595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:11.291757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:11.291796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:11.291825] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:11.295144] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: DOWN (p=49.03%)
[2025-12-19T20:30:11.295405] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2025-12-19T20:30:11.295527] [INFO ] [sig       ] QLYS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:11.438167] [INFO ] [LOCAL     ] Saved forecast: QLYS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/QLYS.txt
[2025-12-19T20:30:11.438339] [INFO ] [sig       ] [2633/3561] Completed QLYS in 0.3s | 2.90 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-19T20:30:11.438381] [INFO ] [sig       ] [2634/3561] Forecasting QMCO...
[2025-12-19T20:30:11.438410] [INFO ] [sig       ] Generating forecast for: QMCO
[2025-12-19T20:30:11.438440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2025-12-19T20:30:11.451094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2025-12-19T20:30:11.451509] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2025-12-19T20:30:11.452304] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2025-12-19T20:30:11.452356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:11.452388] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:11.452414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:11.452468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:11.519930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:11.520867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:11.520970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:11.521004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:11.644614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:11.644774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:11.644812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:11.644841] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:11.648177] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: UP (p=53.41%)
[2025-12-19T20:30:11.648446] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2025-12-19T20:30:11.648584] [INFO ] [sig       ] QMCO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:11.788883] [INFO ] [LOCAL     ] Saved forecast: QMCO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/QMCO.txt
[2025-12-19T20:30:11.789038] [INFO ] [sig       ] [2634/3561] Completed QMCO in 0.4s | 2.90 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-19T20:30:11.789078] [INFO ] [sig       ] [2635/3561] Forecasting QMOM...
[2025-12-19T20:30:11.789108] [INFO ] [sig       ] Generating forecast for: QMOM
[2025-12-19T20:30:11.789137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2025-12-19T20:30:11.800625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2025-12-19T20:30:11.801012] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2025-12-19T20:30:11.801795] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2025-12-19T20:30:11.801846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:11.801877] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:11.801903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:11.801958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:11.859757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:11.860561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:11.860662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:11.860696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:11.982160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:11.982321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:11.982373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:11.982411] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:11.986280] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: UP (p=59.59%)
[2025-12-19T20:30:11.986565] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2025-12-19T20:30:11.986720] [INFO ] [sig       ] QMOM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:12.135228] [INFO ] [LOCAL     ] Saved forecast: QMOM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/QMOM.txt
[2025-12-19T20:30:12.135394] [INFO ] [sig       ] [2635/3561] Completed QMOM in 0.3s | 2.90 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-19T20:30:12.135437] [INFO ] [sig       ] [2636/3561] Forecasting QNCX...
[2025-12-19T20:30:12.135465] [INFO ] [sig       ] Generating forecast for: QNCX
[2025-12-19T20:30:12.135499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'.
[2025-12-19T20:30:12.148250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNCX'.
[2025-12-19T20:30:12.148648] [INFO ] [FORECASTER] Starting predict_future for QNCX
[2025-12-19T20:30:12.149456] [DEBUG] [LOCAL     ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt
[2025-12-19T20:30:12.149509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:12.149543] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:12.149570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:12.149648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:12.208780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:12.209878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:12.209961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:12.209992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:12.327841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:12.328023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:12.328063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:12.328091] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:12.331446] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: UP (p=92.49%)
[2025-12-19T20:30:12.331737] [INFO ] [FORECASTER] Completed predict_future for QNCX
[2025-12-19T20:30:12.331858] [INFO ] [sig       ] QNCX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:12.475806] [INFO ] [LOCAL     ] Saved forecast: QNCX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/QNCX.txt
[2025-12-19T20:30:12.475971] [INFO ] [sig       ] [2636/3561] Completed QNCX in 0.3s | 2.90 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-19T20:30:12.476012] [INFO ] [sig       ] [2637/3561] Forecasting QNTM...
[2025-12-19T20:30:12.476041] [INFO ] [sig       ] Generating forecast for: QNTM
[2025-12-19T20:30:12.476072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2025-12-19T20:30:12.488138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2025-12-19T20:30:12.488595] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2025-12-19T20:30:12.489427] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2025-12-19T20:30:12.489479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:12.489513] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:12.489541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:12.489622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:12.545519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:12.546472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:12.546646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:12.546695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:12.694343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:12.694547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:12.694635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:12.694688] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:12.698989] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: DOWN (p=15.48%)
[2025-12-19T20:30:12.699352] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2025-12-19T20:30:12.699510] [INFO ] [sig       ] QNTM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:12.907196] [INFO ] [LOCAL     ] Saved forecast: QNTM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/QNTM.txt
[2025-12-19T20:30:12.907429] [INFO ] [sig       ] [2637/3561] Completed QNTM in 0.4s | 2.90 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-19T20:30:12.907482] [INFO ] [sig       ] [2638/3561] Forecasting QQMG...
[2025-12-19T20:30:12.907524] [INFO ] [sig       ] Generating forecast for: QQMG
[2025-12-19T20:30:12.907565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2025-12-19T20:30:12.924121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2025-12-19T20:30:12.924689] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2025-12-19T20:30:12.925994] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2025-12-19T20:30:12.926065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:12.926118] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:12.926162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:12.926250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:13.016142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:13.017561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:13.017831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:13.017892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:13.177323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:13.177509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:13.177555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:13.177611] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:13.181808] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: DOWN (p=13.61%)
[2025-12-19T20:30:13.182199] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2025-12-19T20:30:13.182354] [INFO ] [sig       ] QQMG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:13.343731] [INFO ] [LOCAL     ] Saved forecast: QQMG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/QQMG.txt
[2025-12-19T20:30:13.343899] [INFO ] [sig       ] [2638/3561] Completed QQMG in 0.4s | 2.90 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-19T20:30:13.343938] [INFO ] [sig       ] [2639/3561] Forecasting QQQ...
[2025-12-19T20:30:13.343969] [INFO ] [sig       ] Generating forecast for: QQQ
[2025-12-19T20:30:13.343999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2025-12-19T20:30:13.360231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2025-12-19T20:30:13.360759] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2025-12-19T20:30:13.361811] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2025-12-19T20:30:13.361875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:13.361911] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:13.361941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:13.362009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:13.419221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:13.420194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:13.420292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:13.420328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:13.566296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:13.566462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:13.566505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:13.566535] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:13.570173] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: DOWN (p=18.04%)
[2025-12-19T20:30:13.570532] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2025-12-19T20:30:13.570695] [INFO ] [sig       ] QQQ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:13.719468] [INFO ] [LOCAL     ] Saved forecast: QQQ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/QQQ.txt
[2025-12-19T20:30:13.719722] [INFO ] [sig       ] [2639/3561] Completed QQQ in 0.4s | 2.90 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-19T20:30:13.719779] [INFO ] [sig       ] [2640/3561] Forecasting QQQE...
[2025-12-19T20:30:13.719810] [INFO ] [sig       ] Generating forecast for: QQQE
[2025-12-19T20:30:13.719845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2025-12-19T20:30:13.735653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2025-12-19T20:30:13.736111] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2025-12-19T20:30:13.737172] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2025-12-19T20:30:13.737237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:13.737294] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:13.737332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:13.737415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:13.800599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:13.801497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:13.801602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:13.801639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:13.922243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:13.922395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:13.922435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:13.922464] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:13.925926] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: DOWN (p=27.74%)
[2025-12-19T20:30:13.926406] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2025-12-19T20:30:13.926554] [INFO ] [sig       ] QQQE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:14.088840] [INFO ] [LOCAL     ] Saved forecast: QQQE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/QQQE.txt
[2025-12-19T20:30:14.089077] [INFO ] [sig       ] [2640/3561] Completed QQQE in 0.4s | 2.90 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-19T20:30:14.089137] [INFO ] [sig       ] [2641/3561] Forecasting QQQI...
[2025-12-19T20:30:14.089179] [INFO ] [sig       ] Generating forecast for: QQQI
[2025-12-19T20:30:14.089226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2025-12-19T20:30:14.102306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2025-12-19T20:30:14.102786] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2025-12-19T20:30:14.103748] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2025-12-19T20:30:14.103817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:14.103851] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:14.103879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:14.103935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:14.165144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:14.166015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:14.166124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:14.166161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:14.289048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:14.289206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:14.289246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:14.289275] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:14.292801] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: DOWN (p=5.59%)
[2025-12-19T20:30:14.293083] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2025-12-19T20:30:14.293209] [INFO ] [sig       ] QQQI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:14.448827] [INFO ] [LOCAL     ] Saved forecast: QQQI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/QQQI.txt
[2025-12-19T20:30:14.448994] [INFO ] [sig       ] [2641/3561] Completed QQQI in 0.4s | 2.90 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-19T20:30:14.449037] [INFO ] [sig       ] [2642/3561] Forecasting QQQJ...
[2025-12-19T20:30:14.449066] [INFO ] [sig       ] Generating forecast for: QQQJ
[2025-12-19T20:30:14.449096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2025-12-19T20:30:14.466382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2025-12-19T20:30:14.466787] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2025-12-19T20:30:14.467609] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2025-12-19T20:30:14.467662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:14.467696] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:14.467724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:14.467785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:14.529436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:14.530555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:14.530845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:14.530908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:14.658342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:14.658497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:14.658538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:14.658566] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:14.661999] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: UP (p=54.06%)
[2025-12-19T20:30:14.662285] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2025-12-19T20:30:14.662412] [INFO ] [sig       ] QQQJ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:14.807309] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/QQQJ.txt
[2025-12-19T20:30:14.807464] [INFO ] [sig       ] [2642/3561] Completed QQQJ in 0.4s | 2.90 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-19T20:30:14.807506] [INFO ] [sig       ] [2643/3561] Forecasting QQQM...
[2025-12-19T20:30:14.807536] [INFO ] [sig       ] Generating forecast for: QQQM
[2025-12-19T20:30:14.807566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2025-12-19T20:30:14.819279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2025-12-19T20:30:14.819656] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2025-12-19T20:30:14.820689] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2025-12-19T20:30:14.820742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:14.820776] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:14.820805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:14.820862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:14.879943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:14.880834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:14.880928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:14.880960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:15.007625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:15.007786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:15.007824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:15.007855] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:15.011388] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: UP (p=94.74%)
[2025-12-19T20:30:15.011741] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2025-12-19T20:30:15.011877] [INFO ] [sig       ] QQQM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:15.161048] [INFO ] [LOCAL     ] Saved forecast: QQQM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/QQQM.txt
[2025-12-19T20:30:15.161221] [INFO ] [sig       ] [2643/3561] Completed QQQM in 0.4s | 2.90 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-19T20:30:15.161263] [INFO ] [sig       ] [2644/3561] Forecasting QQQX...
[2025-12-19T20:30:15.161293] [INFO ] [sig       ] Generating forecast for: QQQX
[2025-12-19T20:30:15.161331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2025-12-19T20:30:15.173807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2025-12-19T20:30:15.174179] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2025-12-19T20:30:15.175102] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2025-12-19T20:30:15.175158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:15.175213] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:15.175241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:15.175298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:15.233301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:15.234350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:15.234458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:15.234492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:15.359264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:15.359420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:15.359458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:15.359486] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:15.362954] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: DOWN (p=0.55%)
[2025-12-19T20:30:15.363253] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2025-12-19T20:30:15.363382] [INFO ] [sig       ] QQQX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:15.503965] [INFO ] [LOCAL     ] Saved forecast: QQQX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/QQQX.txt
[2025-12-19T20:30:15.504140] [INFO ] [sig       ] [2644/3561] Completed QQQX in 0.3s | 2.90 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-19T20:30:15.504186] [INFO ] [sig       ] [2645/3561] Forecasting QQQY...
[2025-12-19T20:30:15.504218] [INFO ] [sig       ] Generating forecast for: QQQY
[2025-12-19T20:30:15.504249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'.
[2025-12-19T20:30:15.516254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQY'.
[2025-12-19T20:30:15.516664] [INFO ] [FORECASTER] Starting predict_future for QQQY
[2025-12-19T20:30:15.517507] [DEBUG] [LOCAL     ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt
[2025-12-19T20:30:15.517560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:15.517621] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:15.517652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:15.517709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:15.576093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:15.576752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:15.576835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:15.576867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:15.695811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:15.695965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:15.696006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:15.696036] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:15.699487] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=72.35%)
[2025-12-19T20:30:15.699780] [INFO ] [FORECASTER] Completed predict_future for QQQY
[2025-12-19T20:30:15.699906] [INFO ] [sig       ] QQQY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:15.837132] [INFO ] [LOCAL     ] Saved forecast: QQQY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/QQQY.txt
[2025-12-19T20:30:15.837265] [INFO ] [sig       ] [2645/3561] Completed QQQY in 0.3s | 2.90 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-19T20:30:15.837305] [INFO ] [sig       ] [2646/3561] Forecasting QRHC...
[2025-12-19T20:30:15.837334] [INFO ] [sig       ] Generating forecast for: QRHC
[2025-12-19T20:30:15.837363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2025-12-19T20:30:15.848807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2025-12-19T20:30:15.849148] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2025-12-19T20:30:15.849928] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2025-12-19T20:30:15.849978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:15.850010] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:15.850037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:15.850093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:15.911178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:15.911977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:15.912072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:15.912107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:16.030780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:16.030920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:16.030958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:16.030985] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:16.034521] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: DOWN (p=12.58%)
[2025-12-19T20:30:16.034836] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2025-12-19T20:30:16.034962] [INFO ] [sig       ] QRHC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:16.176281] [INFO ] [LOCAL     ] Saved forecast: QRHC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/QRHC.txt
[2025-12-19T20:30:16.176417] [INFO ] [sig       ] [2646/3561] Completed QRHC in 0.3s | 2.90 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-19T20:30:16.176456] [INFO ] [sig       ] [2647/3561] Forecasting QRVO...
[2025-12-19T20:30:16.176485] [INFO ] [sig       ] Generating forecast for: QRVO
[2025-12-19T20:30:16.176515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2025-12-19T20:30:16.188076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2025-12-19T20:30:16.188411] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2025-12-19T20:30:16.189242] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2025-12-19T20:30:16.189294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:16.189325] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:16.189351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:16.189415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:16.247042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:16.247642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:16.247719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:16.247751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:16.366676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:16.366828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:16.366868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:16.367130] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:16.370480] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: DOWN (p=38.50%)
[2025-12-19T20:30:16.370766] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2025-12-19T20:30:16.370888] [INFO ] [sig       ] QRVO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:16.509762] [INFO ] [LOCAL     ] Saved forecast: QRVO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/QRVO.txt
[2025-12-19T20:30:16.509889] [INFO ] [sig       ] [2647/3561] Completed QRVO in 0.3s | 2.90 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-19T20:30:16.509927] [INFO ] [sig       ] [2648/3561] Forecasting QS...
[2025-12-19T20:30:16.509955] [INFO ] [sig       ] Generating forecast for: QS
[2025-12-19T20:30:16.509985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-12-19T20:30:16.520932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2025-12-19T20:30:16.521280] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-12-19T20:30:16.522055] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-12-19T20:30:16.522106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:16.522137] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:16.522164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:16.522220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:16.579341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:16.579970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:16.580048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:16.580082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:16.707190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:16.707387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:16.707442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:16.707472] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:16.711184] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: DOWN (p=7.54%)
[2025-12-19T20:30:16.711500] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-12-19T20:30:16.711651] [INFO ] [sig       ] QS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:16.857093] [INFO ] [LOCAL     ] Saved forecast: QS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/QS.txt
[2025-12-19T20:30:16.857245] [INFO ] [sig       ] [2648/3561] Completed QS in 0.3s | 2.90 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-19T20:30:16.857285] [INFO ] [sig       ] [2649/3561] Forecasting QSI...
[2025-12-19T20:30:16.857314] [INFO ] [sig       ] Generating forecast for: QSI
[2025-12-19T20:30:16.857344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'.
[2025-12-19T20:30:16.869631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QSI'.
[2025-12-19T20:30:16.870037] [INFO ] [FORECASTER] Starting predict_future for QSI
[2025-12-19T20:30:16.870825] [DEBUG] [LOCAL     ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt
[2025-12-19T20:30:16.870888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:16.870927] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:16.870960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:16.871026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:16.928160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:16.929074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:16.929166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:16.929206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:17.056264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:17.056625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:17.056673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:17.056702] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:17.060256] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: DOWN (p=26.98%)
[2025-12-19T20:30:17.060597] [INFO ] [FORECASTER] Completed predict_future for QSI
[2025-12-19T20:30:17.060751] [INFO ] [sig       ] QSI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:17.202906] [INFO ] [LOCAL     ] Saved forecast: QSI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/QSI.txt
[2025-12-19T20:30:17.203064] [INFO ] [sig       ] [2649/3561] Completed QSI in 0.3s | 2.90 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-19T20:30:17.203104] [INFO ] [sig       ] [2650/3561] Forecasting QTEC...
[2025-12-19T20:30:17.203134] [INFO ] [sig       ] Generating forecast for: QTEC
[2025-12-19T20:30:17.203164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2025-12-19T20:30:17.216066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2025-12-19T20:30:17.216458] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2025-12-19T20:30:17.217244] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2025-12-19T20:30:17.217319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:17.217351] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:17.217377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:17.217434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:17.274898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:17.275747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:17.275830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:17.275862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:17.403450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:17.403641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:17.403683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:17.403712] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:17.407103] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: DOWN (p=13.02%)
[2025-12-19T20:30:17.407390] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2025-12-19T20:30:17.407538] [INFO ] [sig       ] QTEC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:17.548378] [INFO ] [LOCAL     ] Saved forecast: QTEC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/QTEC.txt
[2025-12-19T20:30:17.548524] [INFO ] [sig       ] [2650/3561] Completed QTEC in 0.3s | 2.90 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-19T20:30:17.548566] [INFO ] [sig       ] [2651/3561] Forecasting QTRX...
[2025-12-19T20:30:17.548616] [INFO ] [sig       ] Generating forecast for: QTRX
[2025-12-19T20:30:17.548647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2025-12-19T20:30:17.560377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2025-12-19T20:30:17.560803] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2025-12-19T20:30:17.561657] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2025-12-19T20:30:17.561709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:17.561740] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:17.561767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:17.561835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:17.618656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:17.619427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:17.619506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:17.619538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:17.748398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:17.748558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:17.748617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:17.748648] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:17.752748] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: DOWN (p=23.81%)
[2025-12-19T20:30:17.753055] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2025-12-19T20:30:17.753208] [INFO ] [sig       ] QTRX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:17.895367] [INFO ] [LOCAL     ] Saved forecast: QTRX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/QTRX.txt
[2025-12-19T20:30:17.895527] [INFO ] [sig       ] [2651/3561] Completed QTRX in 0.3s | 2.90 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-19T20:30:17.895566] [INFO ] [sig       ] [2652/3561] Forecasting QTTB...
[2025-12-19T20:30:17.895618] [INFO ] [sig       ] Generating forecast for: QTTB
[2025-12-19T20:30:17.895649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2025-12-19T20:30:17.906977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2025-12-19T20:30:17.907538] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2025-12-19T20:30:17.908326] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2025-12-19T20:30:17.908376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:17.908421] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:17.908450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:17.908506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:17.964521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:17.965450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:17.965537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:17.965570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:18.085595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:18.085754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:18.085793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:18.085832] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:18.089302] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: UP (p=92.00%)
[2025-12-19T20:30:18.089602] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2025-12-19T20:30:18.089732] [INFO ] [sig       ] QTTB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:18.233290] [INFO ] [LOCAL     ] Saved forecast: QTTB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/QTTB.txt
[2025-12-19T20:30:18.233444] [INFO ] [sig       ] [2652/3561] Completed QTTB in 0.3s | 2.90 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-19T20:30:18.233485] [INFO ] [sig       ] [2653/3561] Forecasting QTUM...
[2025-12-19T20:30:18.233515] [INFO ] [sig       ] Generating forecast for: QTUM
[2025-12-19T20:30:18.233544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2025-12-19T20:30:18.245312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2025-12-19T20:30:18.245654] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2025-12-19T20:30:18.246478] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2025-12-19T20:30:18.246529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:18.246561] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:18.246612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:18.246675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:18.304727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:18.305434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:18.305529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:18.305587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:18.424366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:18.424519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:18.424557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:18.424603] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:18.427886] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: DOWN (p=21.88%)
[2025-12-19T20:30:18.428149] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2025-12-19T20:30:18.428269] [INFO ] [sig       ] QTUM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:18.571362] [INFO ] [LOCAL     ] Saved forecast: QTUM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/QTUM.txt
[2025-12-19T20:30:18.571505] [INFO ] [sig       ] [2653/3561] Completed QTUM in 0.3s | 2.90 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-19T20:30:18.571544] [INFO ] [sig       ] [2654/3561] Forecasting QTWO...
[2025-12-19T20:30:18.571591] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-12-19T20:30:18.571624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-12-19T20:30:18.583254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2025-12-19T20:30:18.583630] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-12-19T20:30:18.584378] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-12-19T20:30:18.584429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:18.584460] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:18.584488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:18.584544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:18.641545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:18.642230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:18.642337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:18.642372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:18.767061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:18.767220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:18.767267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:18.767297] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:18.770734] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: DOWN (p=21.13%)
[2025-12-19T20:30:18.771039] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-12-19T20:30:18.771163] [INFO ] [sig       ] QTWO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:18.913110] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/QTWO.txt
[2025-12-19T20:30:18.913277] [INFO ] [sig       ] [2654/3561] Completed QTWO in 0.3s | 2.90 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-19T20:30:18.913317] [INFO ] [sig       ] [2655/3561] Forecasting QUAD...
[2025-12-19T20:30:18.913346] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-12-19T20:30:18.913376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-12-19T20:30:18.924620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2025-12-19T20:30:18.924947] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-12-19T20:30:18.925748] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-12-19T20:30:18.925798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:18.925830] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:18.925856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:18.925912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:18.982471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:18.983146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:18.983222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:18.983254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:19.105553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:19.105674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:19.105715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:19.105743] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:19.109096] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: UP (p=58.24%)
[2025-12-19T20:30:19.109356] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-12-19T20:30:19.109475] [INFO ] [sig       ] QUAD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:19.247041] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/QUAD.txt
[2025-12-19T20:30:19.247168] [INFO ] [sig       ] [2655/3561] Completed QUAD in 0.3s | 2.90 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-19T20:30:19.247231] [INFO ] [sig       ] [2656/3561] Forecasting QUIK...
[2025-12-19T20:30:19.247263] [INFO ] [sig       ] Generating forecast for: QUIK
[2025-12-19T20:30:19.247293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2025-12-19T20:30:19.259021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2025-12-19T20:30:19.259346] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2025-12-19T20:30:19.260104] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2025-12-19T20:30:19.260155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:19.260187] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:19.260214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:19.260270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:19.317726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:19.318458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:19.318539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:19.318589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:19.440186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:19.440327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:19.440366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:19.440393] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:19.443694] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: DOWN (p=29.70%)
[2025-12-19T20:30:19.443961] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2025-12-19T20:30:19.444079] [INFO ] [sig       ] QUIK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:19.587315] [INFO ] [LOCAL     ] Saved forecast: QUIK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/QUIK.txt
[2025-12-19T20:30:19.587474] [INFO ] [sig       ] [2656/3561] Completed QUIK in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-19T20:30:19.587513] [INFO ] [sig       ] [2657/3561] Forecasting QURE...
[2025-12-19T20:30:19.587544] [INFO ] [sig       ] Generating forecast for: QURE
[2025-12-19T20:30:19.587588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2025-12-19T20:30:19.599159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2025-12-19T20:30:19.599608] [INFO ] [FORECASTER] Starting predict_future for QURE
[2025-12-19T20:30:19.600454] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2025-12-19T20:30:19.600508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:19.600541] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:19.600596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:19.600665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:19.659698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:19.660673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:19.660763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:19.660797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:19.782992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:19.783153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:19.783193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:19.783221] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:19.786542] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: UP (p=51.55%)
[2025-12-19T20:30:19.786830] [INFO ] [FORECASTER] Completed predict_future for QURE
[2025-12-19T20:30:19.786971] [INFO ] [sig       ] QURE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:19.922878] [INFO ] [LOCAL     ] Saved forecast: QURE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/QURE.txt
[2025-12-19T20:30:19.923046] [INFO ] [sig       ] [2657/3561] Completed QURE in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-19T20:30:19.923089] [INFO ] [sig       ] [2658/3561] Forecasting QVAL...
[2025-12-19T20:30:19.923120] [INFO ] [sig       ] Generating forecast for: QVAL
[2025-12-19T20:30:19.923152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2025-12-19T20:30:19.933931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2025-12-19T20:30:19.934317] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2025-12-19T20:30:19.935095] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2025-12-19T20:30:19.935146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:19.935178] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:19.935205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:19.935261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:19.991521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:19.992248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:19.992328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:19.992360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:20.107188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:20.107343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:20.107381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:20.107411] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:20.110764] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: UP (p=89.41%)
[2025-12-19T20:30:20.111058] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2025-12-19T20:30:20.111176] [INFO ] [sig       ] QVAL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:20.247942] [INFO ] [LOCAL     ] Saved forecast: QVAL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/QVAL.txt
[2025-12-19T20:30:20.248076] [INFO ] [sig       ] [2658/3561] Completed QVAL in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-19T20:30:20.248114] [INFO ] [sig       ] [2659/3561] Forecasting QVCC...
[2025-12-19T20:30:20.248145] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-12-19T20:30:20.248175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-12-19T20:30:20.259922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2025-12-19T20:30:20.260298] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-12-19T20:30:20.261128] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-12-19T20:30:20.261182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:20.261215] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:20.261243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:20.261301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:20.316454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:20.317150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:20.317229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:20.317261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:20.437070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:20.437232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:20.437287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:20.437317] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:20.440766] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: UP (p=97.99%)
[2025-12-19T20:30:20.441036] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-12-19T20:30:20.441154] [INFO ] [sig       ] QVCC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:20.578614] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/QVCC.txt
[2025-12-19T20:30:20.578777] [INFO ] [sig       ] [2659/3561] Completed QVCC in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-19T20:30:20.578817] [INFO ] [sig       ] [2660/3561] Forecasting QYLD...
[2025-12-19T20:30:20.578846] [INFO ] [sig       ] Generating forecast for: QYLD
[2025-12-19T20:30:20.578874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2025-12-19T20:30:20.590820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2025-12-19T20:30:20.591184] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2025-12-19T20:30:20.592005] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2025-12-19T20:30:20.592058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:20.592092] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:20.592120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:20.592178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:20.647046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:20.647779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:20.647875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:20.647907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:20.767428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:20.767598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:20.767639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:20.767667] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:20.771359] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: UP (p=73.73%)
[2025-12-19T20:30:20.771650] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2025-12-19T20:30:20.771773] [INFO ] [sig       ] QYLD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:20.908991] [INFO ] [LOCAL     ] Saved forecast: QYLD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/QYLD.txt
[2025-12-19T20:30:20.909125] [INFO ] [sig       ] [2660/3561] Completed QYLD in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-19T20:30:20.909164] [INFO ] [sig       ] [2661/3561] Forecasting QYLG...
[2025-12-19T20:30:20.909194] [INFO ] [sig       ] Generating forecast for: QYLG
[2025-12-19T20:30:20.909224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2025-12-19T20:30:20.921080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2025-12-19T20:30:20.921635] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2025-12-19T20:30:20.922401] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2025-12-19T20:30:20.922453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:20.922515] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:20.922550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:20.922652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:20.981885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:20.982703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:20.982784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:20.982816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:21.101001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:21.101150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:21.101188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:21.101216] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:21.104523] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: DOWN (p=32.25%)
[2025-12-19T20:30:21.104803] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2025-12-19T20:30:21.104923] [INFO ] [sig       ] QYLG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:21.247454] [INFO ] [LOCAL     ] Saved forecast: QYLG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/QYLG.txt
[2025-12-19T20:30:21.247610] [INFO ] [sig       ] [2661/3561] Completed QYLG in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-19T20:30:21.247650] [INFO ] [sig       ] [2662/3561] Forecasting RA...
[2025-12-19T20:30:21.247680] [INFO ] [sig       ] Generating forecast for: RA
[2025-12-19T20:30:21.247717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-12-19T20:30:21.259481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2025-12-19T20:30:21.259861] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-12-19T20:30:21.260655] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-12-19T20:30:21.260707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:21.260739] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:21.260767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:21.260825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:21.317989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:21.318645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:21.318743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:21.318776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:21.441803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:21.441954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:21.441994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:21.442025] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:21.445363] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: DOWN (p=0.91%)
[2025-12-19T20:30:21.445650] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-12-19T20:30:21.445771] [INFO ] [sig       ] RA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:21.598234] [INFO ] [LOCAL     ] Saved forecast: RA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RA.txt
[2025-12-19T20:30:21.598398] [INFO ] [sig       ] [2662/3561] Completed RA in 0.4s | 2.90 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-19T20:30:21.598449] [INFO ] [sig       ] [2663/3561] Forecasting RACE...
[2025-12-19T20:30:21.598481] [INFO ] [sig       ] Generating forecast for: RACE
[2025-12-19T20:30:21.598513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-12-19T20:30:21.611253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2025-12-19T20:30:21.611656] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-12-19T20:30:21.612438] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-12-19T20:30:21.612492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:21.612539] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:21.612568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:21.612653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:21.675445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:21.676413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:21.676529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:21.676565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:21.809946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:21.810117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:21.810158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:21.810187] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:21.814012] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: DOWN (p=14.86%)
[2025-12-19T20:30:21.814525] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-12-19T20:30:21.814681] [INFO ] [sig       ] RACE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:21.968112] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RACE.txt
[2025-12-19T20:30:21.968283] [INFO ] [sig       ] [2663/3561] Completed RACE in 0.4s | 2.90 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-19T20:30:21.968324] [INFO ] [sig       ] [2664/3561] Forecasting RAIL...
[2025-12-19T20:30:21.968356] [INFO ] [sig       ] Generating forecast for: RAIL
[2025-12-19T20:30:21.968389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2025-12-19T20:30:21.980987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2025-12-19T20:30:21.981361] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2025-12-19T20:30:21.982179] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2025-12-19T20:30:21.982231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:21.982264] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:21.982293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:21.982350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:22.041838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:22.042717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:22.042803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:22.042837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:22.172509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:22.172692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:22.172736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:22.172801] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:22.176346] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: UP (p=67.64%)
[2025-12-19T20:30:22.176681] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2025-12-19T20:30:22.176822] [INFO ] [sig       ] RAIL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:22.340178] [INFO ] [LOCAL     ] Saved forecast: RAIL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RAIL.txt
[2025-12-19T20:30:22.340340] [INFO ] [sig       ] [2664/3561] Completed RAIL in 0.4s | 2.90 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-19T20:30:22.340382] [INFO ] [sig       ] [2665/3561] Forecasting RAMP...
[2025-12-19T20:30:22.340425] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-12-19T20:30:22.340461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-12-19T20:30:22.352693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2025-12-19T20:30:22.353106] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-12-19T20:30:22.353876] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-12-19T20:30:22.353928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:22.353960] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:22.353987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:22.354043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:22.412508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:22.413372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:22.413468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:22.413504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:22.542613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:22.542777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:22.542817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:22.542845] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:22.546210] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: UP (p=75.84%)
[2025-12-19T20:30:22.546498] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-12-19T20:30:22.546644] [INFO ] [sig       ] RAMP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:22.690157] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RAMP.txt
[2025-12-19T20:30:22.690303] [INFO ] [sig       ] [2665/3561] Completed RAMP in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-19T20:30:22.690343] [INFO ] [sig       ] [2666/3561] Forecasting RAPP...
[2025-12-19T20:30:22.690373] [INFO ] [sig       ] Generating forecast for: RAPP
[2025-12-19T20:30:22.690404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'.
[2025-12-19T20:30:22.702010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAPP'.
[2025-12-19T20:30:22.702337] [INFO ] [FORECASTER] Starting predict_future for RAPP
[2025-12-19T20:30:22.703101] [DEBUG] [LOCAL     ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt
[2025-12-19T20:30:22.703151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:22.703331] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:22.703357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:22.703414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:22.759629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:22.760284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:22.760362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:22.760393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:22.888485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:22.888695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:22.888738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:22.888767] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:22.892645] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: UP (p=92.41%)
[2025-12-19T20:30:22.892918] [INFO ] [FORECASTER] Completed predict_future for RAPP
[2025-12-19T20:30:22.893041] [INFO ] [sig       ] RAPP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:23.037230] [INFO ] [LOCAL     ] Saved forecast: RAPP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RAPP.txt
[2025-12-19T20:30:23.037421] [INFO ] [sig       ] [2666/3561] Completed RAPP in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-19T20:30:23.037474] [INFO ] [sig       ] [2667/3561] Forecasting RARE...
[2025-12-19T20:30:23.037522] [INFO ] [sig       ] Generating forecast for: RARE
[2025-12-19T20:30:23.037589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2025-12-19T20:30:23.049960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2025-12-19T20:30:23.050353] [INFO ] [FORECASTER] Starting predict_future for RARE
[2025-12-19T20:30:23.051173] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2025-12-19T20:30:23.051226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:23.051259] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:23.051287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:23.051345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:23.108031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:23.108875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:23.108957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:23.108989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:23.235976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:23.236142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:23.236185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:23.236221] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:23.239563] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: DOWN (p=1.53%)
[2025-12-19T20:30:23.239845] [INFO ] [FORECASTER] Completed predict_future for RARE
[2025-12-19T20:30:23.239973] [INFO ] [sig       ] RARE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:23.377881] [INFO ] [LOCAL     ] Saved forecast: RARE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RARE.txt
[2025-12-19T20:30:23.378012] [INFO ] [sig       ] [2667/3561] Completed RARE in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-19T20:30:23.378052] [INFO ] [sig       ] [2668/3561] Forecasting RAVE...
[2025-12-19T20:30:23.378080] [INFO ] [sig       ] Generating forecast for: RAVE
[2025-12-19T20:30:23.378109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2025-12-19T20:30:23.391215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2025-12-19T20:30:23.391617] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2025-12-19T20:30:23.392409] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2025-12-19T20:30:23.392461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:23.392494] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:23.392520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:23.392606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:23.449442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:23.450158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:23.450242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:23.450275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:23.561905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:23.562075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:23.562114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:23.562142] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:23.565734] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: UP (p=82.84%)
[2025-12-19T20:30:23.566009] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2025-12-19T20:30:23.566141] [INFO ] [sig       ] RAVE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:23.706501] [INFO ] [LOCAL     ] Saved forecast: RAVE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RAVE.txt
[2025-12-19T20:30:23.706678] [INFO ] [sig       ] [2668/3561] Completed RAVE in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-19T20:30:23.706724] [INFO ] [sig       ] [2669/3561] Forecasting RAY...
[2025-12-19T20:30:23.706764] [INFO ] [sig       ] Generating forecast for: RAY
[2025-12-19T20:30:23.706805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2025-12-19T20:30:23.717986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2025-12-19T20:30:23.718334] [INFO ] [FORECASTER] Starting predict_future for RAY
[2025-12-19T20:30:23.719167] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2025-12-19T20:30:23.719218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:23.719252] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:23.719278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:23.719333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:23.777270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:23.777965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:23.778062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:23.778103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:23.898105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:23.898259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:23.898298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:23.898326] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:23.902565] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-12-19T20:30:23.902943] [INFO ] [FORECASTER] Completed predict_future for RAY
[2025-12-19T20:30:23.903125] [INFO ] [sig       ] RAY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:24.039555] [INFO ] [LOCAL     ] Saved forecast: RAY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RAY.txt
[2025-12-19T20:30:24.039716] [INFO ] [sig       ] [2669/3561] Completed RAY in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-19T20:30:24.039757] [INFO ] [sig       ] [2670/3561] Forecasting RBA...
[2025-12-19T20:30:24.039786] [INFO ] [sig       ] Generating forecast for: RBA
[2025-12-19T20:30:24.039816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-12-19T20:30:24.051112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2025-12-19T20:30:24.051458] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-12-19T20:30:24.052234] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-12-19T20:30:24.052284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:24.052315] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:24.052341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:24.052396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:24.107586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:24.108212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:24.108289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:24.108320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:24.230309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:24.230462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:24.230500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:24.230546] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:24.233901] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: DOWN (p=46.20%)
[2025-12-19T20:30:24.234212] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-12-19T20:30:24.234486] [INFO ] [sig       ] RBA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:24.375396] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RBA.txt
[2025-12-19T20:30:24.375541] [INFO ] [sig       ] [2670/3561] Completed RBA in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-19T20:30:24.375601] [INFO ] [sig       ] [2671/3561] Forecasting RBB...
[2025-12-19T20:30:24.375632] [INFO ] [sig       ] Generating forecast for: RBB
[2025-12-19T20:30:24.375661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2025-12-19T20:30:24.387951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2025-12-19T20:30:24.388324] [INFO ] [FORECASTER] Starting predict_future for RBB
[2025-12-19T20:30:24.389166] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2025-12-19T20:30:24.389224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:24.389256] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:24.389283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:24.389338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:24.445531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:24.446266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:24.446374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:24.446407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:24.569195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:24.569362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:24.569401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:24.569429] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:24.572937] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: UP (p=64.36%)
[2025-12-19T20:30:24.573238] [INFO ] [FORECASTER] Completed predict_future for RBB
[2025-12-19T20:30:24.573374] [INFO ] [sig       ] RBB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:24.732270] [INFO ] [LOCAL     ] Saved forecast: RBB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RBB.txt
[2025-12-19T20:30:24.732427] [INFO ] [sig       ] [2671/3561] Completed RBB in 0.4s | 2.90 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-19T20:30:24.732468] [INFO ] [sig       ] [2672/3561] Forecasting RBBN...
[2025-12-19T20:30:24.732497] [INFO ] [sig       ] Generating forecast for: RBBN
[2025-12-19T20:30:24.732526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'.
[2025-12-19T20:30:24.745400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBBN'.
[2025-12-19T20:30:24.745814] [INFO ] [FORECASTER] Starting predict_future for RBBN
[2025-12-19T20:30:24.746646] [DEBUG] [LOCAL     ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt
[2025-12-19T20:30:24.746699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:24.746730] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:24.746756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:24.746811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:24.806115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:24.806970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:24.807053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:24.807106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:24.931931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:24.932101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:24.932144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:24.932175] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:24.936084] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-12-19T20:30:24.936543] [INFO ] [FORECASTER] Completed predict_future for RBBN
[2025-12-19T20:30:24.936692] [INFO ] [sig       ] RBBN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:25.087127] [INFO ] [LOCAL     ] Saved forecast: RBBN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RBBN.txt
[2025-12-19T20:30:25.087295] [INFO ] [sig       ] [2672/3561] Completed RBBN in 0.4s | 2.90 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-19T20:30:25.087336] [INFO ] [sig       ] [2673/3561] Forecasting RBC...
[2025-12-19T20:30:25.087369] [INFO ] [sig       ] Generating forecast for: RBC
[2025-12-19T20:30:25.087399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-12-19T20:30:25.100266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2025-12-19T20:30:25.100635] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-12-19T20:30:25.101405] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-12-19T20:30:25.101456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:25.101487] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:25.101513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:25.101568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:25.159745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:25.160446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:25.160526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:25.160560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:25.277350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:25.277502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:25.277540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:25.277586] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:25.281081] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: UP (p=66.62%)
[2025-12-19T20:30:25.281552] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-12-19T20:30:25.281691] [INFO ] [sig       ] RBC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:25.420011] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RBC.txt
[2025-12-19T20:30:25.420140] [INFO ] [sig       ] [2673/3561] Completed RBC in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-19T20:30:25.420180] [INFO ] [sig       ] [2674/3561] Forecasting RBCAA...
[2025-12-19T20:30:25.420208] [INFO ] [sig       ] Generating forecast for: RBCAA
[2025-12-19T20:30:25.420237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2025-12-19T20:30:25.431170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2025-12-19T20:30:25.431482] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2025-12-19T20:30:25.432241] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2025-12-19T20:30:25.432292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:25.432324] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:25.432351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:25.432417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:25.489907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:25.490835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:25.490920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:25.490953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:25.604069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:25.604225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:25.604264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:25.604292] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:25.607706] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: UP (p=81.71%)
[2025-12-19T20:30:25.608019] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2025-12-19T20:30:25.608167] [INFO ] [sig       ] RBCAA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:25.759802] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RBCAA.txt
[2025-12-19T20:30:25.759993] [INFO ] [sig       ] [2674/3561] Completed RBCAA in 0.3s | 2.90 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-19T20:30:25.760033] [INFO ] [sig       ] [2675/3561] Forecasting RBLX...
[2025-12-19T20:30:25.760065] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-12-19T20:30:25.760095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-12-19T20:30:25.772478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2025-12-19T20:30:25.772879] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-12-19T20:30:25.773661] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-12-19T20:30:25.773712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:25.773745] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:25.773772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:25.773828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:25.831623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:25.832417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:25.832497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:25.832533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:25.959743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:25.959907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:25.959948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:25.959977] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:25.963286] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: DOWN (p=20.54%)
[2025-12-19T20:30:25.963546] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-12-19T20:30:25.963686] [INFO ] [sig       ] RBLX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:26.106963] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RBLX.txt
[2025-12-19T20:30:26.107119] [INFO ] [sig       ] [2675/3561] Completed RBLX in 0.3s | 2.90 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-19T20:30:26.107159] [INFO ] [sig       ] [2676/3561] Forecasting RC...
[2025-12-19T20:30:26.107189] [INFO ] [sig       ] Generating forecast for: RC
[2025-12-19T20:30:26.107220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-12-19T20:30:26.118661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2025-12-19T20:30:26.119083] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-12-19T20:30:26.119878] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-12-19T20:30:26.119930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:26.119962] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:26.119989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:26.120047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:26.177555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:26.178420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:26.178502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:26.178535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:26.301588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:26.301753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:26.301793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:26.301823] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:26.305520] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: DOWN (p=30.53%)
[2025-12-19T20:30:26.305940] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-12-19T20:30:26.306088] [INFO ] [sig       ] RC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:26.454973] [INFO ] [LOCAL     ] Saved forecast: RC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RC.txt
[2025-12-19T20:30:26.455127] [INFO ] [sig       ] [2676/3561] Completed RC in 0.3s | 2.90 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-19T20:30:26.455168] [INFO ] [sig       ] [2677/3561] Forecasting RCEL...
[2025-12-19T20:30:26.455197] [INFO ] [sig       ] Generating forecast for: RCEL
[2025-12-19T20:30:26.455388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2025-12-19T20:30:26.468217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2025-12-19T20:30:26.468539] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2025-12-19T20:30:26.469325] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2025-12-19T20:30:26.469376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:26.469408] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:26.469435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:26.469490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:26.530879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:26.531821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:26.531903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:26.531937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:26.654498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:26.654682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:26.654722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:26.654751] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:26.658589] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: UP (p=86.64%)
[2025-12-19T20:30:26.658952] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2025-12-19T20:30:26.659098] [INFO ] [sig       ] RCEL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:26.807710] [INFO ] [LOCAL     ] Saved forecast: RCEL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RCEL.txt
[2025-12-19T20:30:26.807859] [INFO ] [sig       ] [2677/3561] Completed RCEL in 0.4s | 2.90 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-19T20:30:26.807901] [INFO ] [sig       ] [2678/3561] Forecasting RCI...
[2025-12-19T20:30:26.807932] [INFO ] [sig       ] Generating forecast for: RCI
[2025-12-19T20:30:26.807963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-12-19T20:30:26.819502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2025-12-19T20:30:26.819835] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-12-19T20:30:26.820803] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-12-19T20:30:26.820853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:26.820919] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:26.820947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:26.821003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:26.879776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:26.880696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:26.880787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:26.880820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:27.005590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:27.005750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:27.005789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:27.005817] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:27.009206] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: UP (p=92.02%)
[2025-12-19T20:30:27.009493] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-12-19T20:30:27.009636] [INFO ] [sig       ] RCI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:27.154471] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RCI.txt
[2025-12-19T20:30:27.154645] [INFO ] [sig       ] [2678/3561] Completed RCI in 0.3s | 2.90 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-19T20:30:27.154689] [INFO ] [sig       ] [2679/3561] Forecasting RCKY...
[2025-12-19T20:30:27.154719] [INFO ] [sig       ] Generating forecast for: RCKY
[2025-12-19T20:30:27.154749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2025-12-19T20:30:27.166483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2025-12-19T20:30:27.166833] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2025-12-19T20:30:27.167590] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2025-12-19T20:30:27.167642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:27.167673] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:27.167699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:27.167755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:27.225450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:27.226330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:27.226415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:27.226448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:27.351837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:27.352026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:27.352068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:27.352097] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:27.355720] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: DOWN (p=31.26%)
[2025-12-19T20:30:27.356043] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2025-12-19T20:30:27.356175] [INFO ] [sig       ] RCKY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:27.496845] [INFO ] [LOCAL     ] Saved forecast: RCKY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RCKY.txt
[2025-12-19T20:30:27.497013] [INFO ] [sig       ] [2679/3561] Completed RCKY in 0.3s | 2.90 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-19T20:30:27.497056] [INFO ] [sig       ] [2680/3561] Forecasting RCL...
[2025-12-19T20:30:27.497085] [INFO ] [sig       ] Generating forecast for: RCL
[2025-12-19T20:30:27.497115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-12-19T20:30:27.509226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2025-12-19T20:30:27.509643] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-12-19T20:30:27.510435] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-12-19T20:30:27.510488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:27.510519] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:27.510545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:27.510626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:27.568213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:27.569334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:27.569419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:27.569451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:27.688523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:27.688849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:27.688998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:27.689032] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:27.692881] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-12-19T20:30:27.693166] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-12-19T20:30:27.693312] [INFO ] [sig       ] RCL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:27.836246] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RCL.txt
[2025-12-19T20:30:27.836399] [INFO ] [sig       ] [2680/3561] Completed RCL in 0.3s | 2.90 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-19T20:30:27.836439] [INFO ] [sig       ] [2681/3561] Forecasting RCS...
[2025-12-19T20:30:27.836469] [INFO ] [sig       ] Generating forecast for: RCS
[2025-12-19T20:30:27.836500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-12-19T20:30:27.848488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2025-12-19T20:30:27.848895] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-12-19T20:30:27.849685] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-12-19T20:30:27.849738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:27.849772] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:27.849800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:27.849859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:27.906494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:27.907176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:27.907256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:27.907289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:28.026051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:28.026220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:28.026267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:28.026337] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:28.029930] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=92.72%)
[2025-12-19T20:30:28.030250] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-12-19T20:30:28.030385] [INFO ] [sig       ] RCS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:28.173735] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RCS.txt
[2025-12-19T20:30:28.173911] [INFO ] [sig       ] [2681/3561] Completed RCS in 0.3s | 2.90 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-19T20:30:28.173961] [INFO ] [sig       ] [2682/3561] Forecasting RCUS...
[2025-12-19T20:30:28.174002] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-12-19T20:30:28.174042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-12-19T20:30:28.185947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2025-12-19T20:30:28.186319] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-12-19T20:30:28.187095] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-12-19T20:30:28.187148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:28.187180] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:28.187209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:28.187266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:28.246330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:28.247044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:28.247123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:28.247156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:28.370994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:28.371154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:28.371192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:28.371221] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:28.374618] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: DOWN (p=17.30%)
[2025-12-19T20:30:28.374895] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-12-19T20:30:28.375017] [INFO ] [sig       ] RCUS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:28.512635] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RCUS.txt
[2025-12-19T20:30:28.512787] [INFO ] [sig       ] [2682/3561] Completed RCUS in 0.3s | 2.90 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-19T20:30:28.512825] [INFO ] [sig       ] [2683/3561] Forecasting RDCM...
[2025-12-19T20:30:28.512856] [INFO ] [sig       ] Generating forecast for: RDCM
[2025-12-19T20:30:28.512886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2025-12-19T20:30:28.523895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2025-12-19T20:30:28.524253] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2025-12-19T20:30:28.525018] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2025-12-19T20:30:28.525068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:28.525099] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:28.525124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:28.525180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:28.580164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:28.580994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:28.581071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:28.581102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:28.701345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:28.701516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:28.701556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:28.701607] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:28.704991] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: DOWN (p=0.91%)
[2025-12-19T20:30:28.705268] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2025-12-19T20:30:28.705389] [INFO ] [sig       ] RDCM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:28.848520] [INFO ] [LOCAL     ] Saved forecast: RDCM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RDCM.txt
[2025-12-19T20:30:28.848715] [INFO ] [sig       ] [2683/3561] Completed RDCM in 0.3s | 2.90 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-19T20:30:28.848765] [INFO ] [sig       ] [2684/3561] Forecasting RDHL...
[2025-12-19T20:30:28.848798] [INFO ] [sig       ] Generating forecast for: RDHL
[2025-12-19T20:30:28.848832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2025-12-19T20:30:28.860612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2025-12-19T20:30:28.860949] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2025-12-19T20:30:28.861718] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2025-12-19T20:30:28.861769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:28.861800] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:28.861826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:28.861882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:28.920232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:28.921015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:28.921100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:28.921135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:29.041514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:29.041692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:29.041731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:29.041759] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:29.045065] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: UP (p=90.52%)
[2025-12-19T20:30:29.045335] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2025-12-19T20:30:29.045459] [INFO ] [sig       ] RDHL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:29.181726] [INFO ] [LOCAL     ] Saved forecast: RDHL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RDHL.txt
[2025-12-19T20:30:29.181856] [INFO ] [sig       ] [2684/3561] Completed RDHL in 0.3s | 2.90 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-19T20:30:29.181895] [INFO ] [sig       ] [2685/3561] Forecasting RDVY...
[2025-12-19T20:30:29.181924] [INFO ] [sig       ] Generating forecast for: RDVY
[2025-12-19T20:30:29.181953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2025-12-19T20:30:29.193201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2025-12-19T20:30:29.193565] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2025-12-19T20:30:29.194407] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2025-12-19T20:30:29.194461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:29.194494] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:29.194522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:29.194599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:29.252325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:29.253165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:29.253245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:29.253277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:29.372958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:29.373117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:29.373161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:29.373189] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:29.376515] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: UP (p=91.88%)
[2025-12-19T20:30:29.376798] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2025-12-19T20:30:29.376918] [INFO ] [sig       ] RDVY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:29.515637] [INFO ] [LOCAL     ] Saved forecast: RDVY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RDVY.txt
[2025-12-19T20:30:29.515801] [INFO ] [sig       ] [2685/3561] Completed RDVY in 0.3s | 2.90 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-19T20:30:29.515843] [INFO ] [sig       ] [2686/3561] Forecasting RDY...
[2025-12-19T20:30:29.515872] [INFO ] [sig       ] Generating forecast for: RDY
[2025-12-19T20:30:29.515902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-12-19T20:30:29.527532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2025-12-19T20:30:29.527884] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-12-19T20:30:29.528639] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-12-19T20:30:29.528708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:29.528740] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:29.528767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:29.528823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:29.583822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:29.584441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:29.584519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:29.584551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:29.706432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:29.706609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:29.706648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:29.706677] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:29.710014] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: DOWN (p=41.31%)
[2025-12-19T20:30:29.710300] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-12-19T20:30:29.710426] [INFO ] [sig       ] RDY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:29.848763] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RDY.txt
[2025-12-19T20:30:29.848901] [INFO ] [sig       ] [2686/3561] Completed RDY in 0.3s | 2.90 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-19T20:30:29.848942] [INFO ] [sig       ] [2687/3561] Forecasting REAL...
[2025-12-19T20:30:29.848972] [INFO ] [sig       ] Generating forecast for: REAL
[2025-12-19T20:30:29.849002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2025-12-19T20:30:29.860880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2025-12-19T20:30:29.861246] [INFO ] [FORECASTER] Starting predict_future for REAL
[2025-12-19T20:30:29.862053] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2025-12-19T20:30:29.862105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:29.862154] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:29.862182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:29.862239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:29.921038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:29.921898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:29.921980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:29.922014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:30.048061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:30.048232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:30.048271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:30.048298] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:30.051908] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: DOWN (p=25.48%)
[2025-12-19T20:30:30.052246] [INFO ] [FORECASTER] Completed predict_future for REAL
[2025-12-19T20:30:30.052382] [INFO ] [sig       ] REAL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:30.190099] [INFO ] [LOCAL     ] Saved forecast: REAL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/REAL.txt
[2025-12-19T20:30:30.190233] [INFO ] [sig       ] [2687/3561] Completed REAL in 0.3s | 2.90 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-19T20:30:30.190274] [INFO ] [sig       ] [2688/3561] Forecasting REAX...
[2025-12-19T20:30:30.190304] [INFO ] [sig       ] Generating forecast for: REAX
[2025-12-19T20:30:30.190334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2025-12-19T20:30:30.201610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2025-12-19T20:30:30.201933] [INFO ] [FORECASTER] Starting predict_future for REAX
[2025-12-19T20:30:30.202727] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2025-12-19T20:30:30.202780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:30.202811] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:30.202839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:30.202896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:30.263419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:30.264245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:30.264366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:30.264401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:30.385714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:30.385878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:30.385929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:30.385959] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:30.389349] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: UP (p=79.82%)
[2025-12-19T20:30:30.389638] [INFO ] [FORECASTER] Completed predict_future for REAX
[2025-12-19T20:30:30.389762] [INFO ] [sig       ] REAX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:30.530115] [INFO ] [LOCAL     ] Saved forecast: REAX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/REAX.txt
[2025-12-19T20:30:30.530270] [INFO ] [sig       ] [2688/3561] Completed REAX in 0.3s | 2.90 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-19T20:30:30.530310] [INFO ] [sig       ] [2689/3561] Forecasting REBN...
[2025-12-19T20:30:30.530340] [INFO ] [sig       ] Generating forecast for: REBN
[2025-12-19T20:30:30.530370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2025-12-19T20:30:30.542535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2025-12-19T20:30:30.542944] [INFO ] [FORECASTER] Starting predict_future for REBN
[2025-12-19T20:30:30.543757] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2025-12-19T20:30:30.543808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:30.543840] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:30.543868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:30.543930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:30.601359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:30.602091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:30.602172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:30.602206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:30.720960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:30.721109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:30.721148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:30.721177] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:30.724546] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: DOWN (p=19.25%)
[2025-12-19T20:30:30.724840] [INFO ] [FORECASTER] Completed predict_future for REBN
[2025-12-19T20:30:30.724966] [INFO ] [sig       ] REBN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:30.863644] [INFO ] [LOCAL     ] Saved forecast: REBN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/REBN.txt
[2025-12-19T20:30:30.863782] [INFO ] [sig       ] [2689/3561] Completed REBN in 0.3s | 2.90 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-19T20:30:30.863821] [INFO ] [sig       ] [2690/3561] Forecasting REFI...
[2025-12-19T20:30:30.863851] [INFO ] [sig       ] Generating forecast for: REFI
[2025-12-19T20:30:30.863880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2025-12-19T20:30:30.875508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2025-12-19T20:30:30.875898] [INFO ] [FORECASTER] Starting predict_future for REFI
[2025-12-19T20:30:30.876681] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2025-12-19T20:30:30.876733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:30.876766] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:30.876793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:30.876851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:30.934938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:30.935687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:30.935769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:30.935802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:31.058785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:31.058952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:31.058993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:31.059021] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:31.062465] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: UP (p=81.05%)
[2025-12-19T20:30:31.062751] [INFO ] [FORECASTER] Completed predict_future for REFI
[2025-12-19T20:30:31.062871] [INFO ] [sig       ] REFI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:31.201336] [INFO ] [LOCAL     ] Saved forecast: REFI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/REFI.txt
[2025-12-19T20:30:31.201471] [INFO ] [sig       ] [2690/3561] Completed REFI in 0.3s | 2.90 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-19T20:30:31.201517] [INFO ] [sig       ] [2691/3561] Forecasting REG...
[2025-12-19T20:30:31.201548] [INFO ] [sig       ] Generating forecast for: REG
[2025-12-19T20:30:31.201596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2025-12-19T20:30:31.212397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2025-12-19T20:30:31.212762] [INFO ] [FORECASTER] Starting predict_future for REG
[2025-12-19T20:30:31.213521] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2025-12-19T20:30:31.213591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:31.213627] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:31.213655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:31.213710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:31.269877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:31.270643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:31.270725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:31.270760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:31.392885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:31.393054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:31.393096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:31.393126] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:31.396495] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: DOWN (p=19.54%)
[2025-12-19T20:30:31.396795] [INFO ] [FORECASTER] Completed predict_future for REG
[2025-12-19T20:30:31.396927] [INFO ] [sig       ] REG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:31.534961] [INFO ] [LOCAL     ] Saved forecast: REG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/REG.txt
[2025-12-19T20:30:31.535146] [INFO ] [sig       ] [2691/3561] Completed REG in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-19T20:30:31.535188] [INFO ] [sig       ] [2692/3561] Forecasting REGN...
[2025-12-19T20:30:31.535216] [INFO ] [sig       ] Generating forecast for: REGN
[2025-12-19T20:30:31.535247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2025-12-19T20:30:31.546649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2025-12-19T20:30:31.547031] [INFO ] [FORECASTER] Starting predict_future for REGN
[2025-12-19T20:30:31.547810] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2025-12-19T20:30:31.547861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:31.547894] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:31.547920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:31.547976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:31.603795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:31.604666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:31.604756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:31.604789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:31.724627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:31.724783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:31.724821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:31.724850] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:31.728140] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: DOWN (p=13.78%)
[2025-12-19T20:30:31.728402] [INFO ] [FORECASTER] Completed predict_future for REGN
[2025-12-19T20:30:31.728537] [INFO ] [sig       ] REGN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:31.865806] [INFO ] [LOCAL     ] Saved forecast: REGN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/REGN.txt
[2025-12-19T20:30:31.865970] [INFO ] [sig       ] [2692/3561] Completed REGN in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-19T20:30:31.866013] [INFO ] [sig       ] [2693/3561] Forecasting RELL...
[2025-12-19T20:30:31.866043] [INFO ] [sig       ] Generating forecast for: RELL
[2025-12-19T20:30:31.866073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2025-12-19T20:30:31.877391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2025-12-19T20:30:31.877783] [INFO ] [FORECASTER] Starting predict_future for RELL
[2025-12-19T20:30:31.878628] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2025-12-19T20:30:31.878715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:31.878750] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:31.878778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:31.878834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:31.933967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:31.934591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:31.934668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:31.934699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:32.054464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:32.054624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:32.054664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:32.054692] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:32.057953] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: DOWN (p=20.72%)
[2025-12-19T20:30:32.058217] [INFO ] [FORECASTER] Completed predict_future for RELL
[2025-12-19T20:30:32.058336] [INFO ] [sig       ] RELL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:32.213193] [INFO ] [LOCAL     ] Saved forecast: RELL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RELL.txt
[2025-12-19T20:30:32.213323] [INFO ] [sig       ] [2693/3561] Completed RELL in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-19T20:30:32.213362] [INFO ] [sig       ] [2694/3561] Forecasting RELX...
[2025-12-19T20:30:32.213390] [INFO ] [sig       ] Generating forecast for: RELX
[2025-12-19T20:30:32.213419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-12-19T20:30:32.224528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2025-12-19T20:30:32.224892] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-12-19T20:30:32.225733] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-12-19T20:30:32.225787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:32.225828] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:32.225857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:32.225913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:32.281648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:32.282292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:32.282377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:32.282409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:32.412822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:32.413007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:32.413089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:32.413138] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:32.417965] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=34.73%)
[2025-12-19T20:30:32.418327] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-12-19T20:30:32.418496] [INFO ] [sig       ] RELX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:32.555882] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RELX.txt
[2025-12-19T20:30:32.556008] [INFO ] [sig       ] [2694/3561] Completed RELX in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-19T20:30:32.556047] [INFO ] [sig       ] [2695/3561] Forecasting RELY...
[2025-12-19T20:30:32.556076] [INFO ] [sig       ] Generating forecast for: RELY
[2025-12-19T20:30:32.556105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2025-12-19T20:30:32.567269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2025-12-19T20:30:32.567621] [INFO ] [FORECASTER] Starting predict_future for RELY
[2025-12-19T20:30:32.568355] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2025-12-19T20:30:32.568406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:32.568476] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:32.568504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:32.568560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:32.625002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:32.625632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:32.625709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:32.625740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:32.743615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:32.743762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:32.743799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:32.743827] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:32.747099] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: DOWN (p=29.79%)
[2025-12-19T20:30:32.747363] [INFO ] [FORECASTER] Completed predict_future for RELY
[2025-12-19T20:30:32.747481] [INFO ] [sig       ] RELY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:32.884620] [INFO ] [LOCAL     ] Saved forecast: RELY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RELY.txt
[2025-12-19T20:30:32.884748] [INFO ] [sig       ] [2695/3561] Completed RELY in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-19T20:30:32.884787] [INFO ] [sig       ] [2696/3561] Forecasting REPL...
[2025-12-19T20:30:32.884815] [INFO ] [sig       ] Generating forecast for: REPL
[2025-12-19T20:30:32.884844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2025-12-19T20:30:32.896831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2025-12-19T20:30:32.897158] [INFO ] [FORECASTER] Starting predict_future for REPL
[2025-12-19T20:30:32.897915] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2025-12-19T20:30:32.897965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:32.897998] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:32.898024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:32.898078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:32.953791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:32.954436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:32.954513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:32.954544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:33.074251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:33.074415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:33.074454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:33.074482] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:33.077814] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: DOWN (p=36.50%)
[2025-12-19T20:30:33.078086] [INFO ] [FORECASTER] Completed predict_future for REPL
[2025-12-19T20:30:33.078207] [INFO ] [sig       ] REPL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:33.216363] [INFO ] [LOCAL     ] Saved forecast: REPL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/REPL.txt
[2025-12-19T20:30:33.216515] [INFO ] [sig       ] [2696/3561] Completed REPL in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-19T20:30:33.216556] [INFO ] [sig       ] [2697/3561] Forecasting RERE...
[2025-12-19T20:30:33.216608] [INFO ] [sig       ] Generating forecast for: RERE
[2025-12-19T20:30:33.216640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-12-19T20:30:33.227963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2025-12-19T20:30:33.228337] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-12-19T20:30:33.229169] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-12-19T20:30:33.229231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:33.229270] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:33.229302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:33.229363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:33.285389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:33.286237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:33.286321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:33.286353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:33.404893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:33.405052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:33.405090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:33.405118] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:33.408448] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: UP (p=98.30%)
[2025-12-19T20:30:33.408779] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-12-19T20:30:33.408921] [INFO ] [sig       ] RERE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:33.546557] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RERE.txt
[2025-12-19T20:30:33.546730] [INFO ] [sig       ] [2697/3561] Completed RERE in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-19T20:30:33.546770] [INFO ] [sig       ] [2698/3561] Forecasting RES...
[2025-12-19T20:30:33.546808] [INFO ] [sig       ] Generating forecast for: RES
[2025-12-19T20:30:33.546839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-12-19T20:30:33.558124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2025-12-19T20:30:33.558481] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-12-19T20:30:33.559319] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-12-19T20:30:33.559380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:33.559428] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:33.559456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:33.559511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:33.615414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:33.616242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:33.616325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:33.616358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:33.737681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:33.737843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:33.737883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:33.737945] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:33.741415] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=99.03%)
[2025-12-19T20:30:33.741730] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-12-19T20:30:33.741859] [INFO ] [sig       ] RES: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:33.880979] [INFO ] [LOCAL     ] Saved forecast: RES	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RES.txt
[2025-12-19T20:30:33.881136] [INFO ] [sig       ] [2698/3561] Completed RES in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-19T20:30:33.881177] [INFO ] [sig       ] [2699/3561] Forecasting REVG...
[2025-12-19T20:30:33.881207] [INFO ] [sig       ] Generating forecast for: REVG
[2025-12-19T20:30:33.881249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-12-19T20:30:33.892599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REVG'.
[2025-12-19T20:30:33.892969] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-12-19T20:30:33.893740] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-12-19T20:30:33.893790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:33.893822] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:33.893848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:33.893903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:33.949606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:33.950412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:33.950493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:33.950525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:34.079934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:34.080094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:34.080132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:34.080161] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:34.083480] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: UP (p=96.82%)
[2025-12-19T20:30:34.083767] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-12-19T20:30:34.083890] [INFO ] [sig       ] REVG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:34.224831] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/REVG.txt
[2025-12-19T20:30:34.224983] [INFO ] [sig       ] [2699/3561] Completed REVG in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-19T20:30:34.225024] [INFO ] [sig       ] [2700/3561] Forecasting REX...
[2025-12-19T20:30:34.225053] [INFO ] [sig       ] Generating forecast for: REX
[2025-12-19T20:30:34.225082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-12-19T20:30:34.236602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2025-12-19T20:30:34.236974] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-12-19T20:30:34.237744] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-12-19T20:30:34.237799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:34.237830] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:34.237856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:34.237912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:34.293936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:34.294796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:34.294886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:34.294918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:34.417627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:34.417792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:34.417830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:34.417860] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:34.421522] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: UP (p=70.51%)
[2025-12-19T20:30:34.421872] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-12-19T20:30:34.422004] [INFO ] [sig       ] REX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:34.566762] [INFO ] [LOCAL     ] Saved forecast: REX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/REX.txt
[2025-12-19T20:30:34.566914] [INFO ] [sig       ] [2700/3561] Completed REX in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-19T20:30:34.566953] [INFO ] [sig       ] [2701/3561] Forecasting REYN...
[2025-12-19T20:30:34.566984] [INFO ] [sig       ] Generating forecast for: REYN
[2025-12-19T20:30:34.567016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2025-12-19T20:30:34.579141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2025-12-19T20:30:34.579541] [INFO ] [FORECASTER] Starting predict_future for REYN
[2025-12-19T20:30:34.580341] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2025-12-19T20:30:34.580393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:34.580425] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:34.580451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:34.580506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:34.638498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:34.639410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:34.639499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:34.639533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:34.758598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:34.758774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:34.758814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:34.758842] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:34.762279] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: DOWN (p=19.52%)
[2025-12-19T20:30:34.762569] [INFO ] [FORECASTER] Completed predict_future for REYN
[2025-12-19T20:30:34.762712] [INFO ] [sig       ] REYN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:34.903889] [INFO ] [LOCAL     ] Saved forecast: REYN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/REYN.txt
[2025-12-19T20:30:34.904044] [INFO ] [sig       ] [2701/3561] Completed REYN in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-19T20:30:34.904086] [INFO ] [sig       ] [2702/3561] Forecasting REZI...
[2025-12-19T20:30:34.904123] [INFO ] [sig       ] Generating forecast for: REZI
[2025-12-19T20:30:34.904154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-12-19T20:30:34.915650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2025-12-19T20:30:34.916029] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-12-19T20:30:34.916861] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-12-19T20:30:34.916915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:34.916947] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:34.916975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:34.917032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:34.975198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:34.976042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:34.976125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:34.976159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:35.096531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:35.096715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:35.096757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:35.096785] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:35.100316] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: UP (p=51.27%)
[2025-12-19T20:30:35.100621] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-12-19T20:30:35.100748] [INFO ] [sig       ] REZI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:35.241556] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/REZI.txt
[2025-12-19T20:30:35.241732] [INFO ] [sig       ] [2702/3561] Completed REZI in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-19T20:30:35.241774] [INFO ] [sig       ] [2703/3561] Forecasting RF...
[2025-12-19T20:30:35.241804] [INFO ] [sig       ] Generating forecast for: RF
[2025-12-19T20:30:35.241834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-12-19T20:30:35.253131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2025-12-19T20:30:35.253555] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-12-19T20:30:35.254410] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-12-19T20:30:35.254464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:35.254497] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:35.254525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:35.254614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:35.311238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:35.312071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:35.312172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:35.312205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:35.433982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:35.434141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:35.434179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:35.434208] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:35.437525] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: UP (p=91.09%)
[2025-12-19T20:30:35.437817] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-12-19T20:30:35.437940] [INFO ] [sig       ] RF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:35.580466] [INFO ] [LOCAL     ] Saved forecast: RF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RF.txt
[2025-12-19T20:30:35.580645] [INFO ] [sig       ] [2703/3561] Completed RF in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-19T20:30:35.580688] [INFO ] [sig       ] [2704/3561] Forecasting RFI...
[2025-12-19T20:30:35.580718] [INFO ] [sig       ] Generating forecast for: RFI
[2025-12-19T20:30:35.580748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-12-19T20:30:35.594232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2025-12-19T20:30:35.594635] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-12-19T20:30:35.595384] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-12-19T20:30:35.595434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:35.595466] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:35.595492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:35.595546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:35.653089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:35.653913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:35.653999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:35.654032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:35.774472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:35.774651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:35.774695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:35.774723] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:35.778168] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: DOWN (p=29.32%)
[2025-12-19T20:30:35.778476] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-12-19T20:30:35.778627] [INFO ] [sig       ] RFI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:35.917014] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RFI.txt
[2025-12-19T20:30:35.917175] [INFO ] [sig       ] [2704/3561] Completed RFI in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-19T20:30:35.917214] [INFO ] [sig       ] [2705/3561] Forecasting RFL...
[2025-12-19T20:30:35.917250] [INFO ] [sig       ] Generating forecast for: RFL
[2025-12-19T20:30:35.917286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-12-19T20:30:35.928779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2025-12-19T20:30:35.929147] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-12-19T20:30:35.929915] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-12-19T20:30:35.929965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:35.929997] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:35.930024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:35.930079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:35.984988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:35.985846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:35.985938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:35.986003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:36.102951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:36.103107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:36.103146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:36.103191] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:36.106514] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=38.99%)
[2025-12-19T20:30:36.106797] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-12-19T20:30:36.106920] [INFO ] [sig       ] RFL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:36.244160] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RFL.txt
[2025-12-19T20:30:36.244306] [INFO ] [sig       ] [2705/3561] Completed RFL in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-19T20:30:36.244346] [INFO ] [sig       ] [2706/3561] Forecasting RFM...
[2025-12-19T20:30:36.244375] [INFO ] [sig       ] Generating forecast for: RFM
[2025-12-19T20:30:36.244405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-12-19T20:30:36.256524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2025-12-19T20:30:36.256921] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-12-19T20:30:36.257687] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-12-19T20:30:36.257738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:36.257769] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:36.257796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:36.257851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:36.313725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:36.314612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:36.314694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:36.314725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:36.427021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:36.427174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:36.427217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:36.427246] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:36.430643] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: DOWN (p=36.31%)
[2025-12-19T20:30:36.430913] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-12-19T20:30:36.431032] [INFO ] [sig       ] RFM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:36.570203] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RFM.txt
[2025-12-19T20:30:36.570329] [INFO ] [sig       ] [2706/3561] Completed RFM in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-19T20:30:36.570368] [INFO ] [sig       ] [2707/3561] Forecasting RFMZ...
[2025-12-19T20:30:36.570397] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-12-19T20:30:36.570427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-12-19T20:30:36.581856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2025-12-19T20:30:36.582174] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-12-19T20:30:36.582938] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-12-19T20:30:36.582989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:36.583020] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:36.583046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:36.583101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:36.639465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:36.640085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:36.640164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:36.640210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:36.763743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:36.763892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:36.763932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:36.763959] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:36.767248] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: DOWN (p=5.05%)
[2025-12-19T20:30:36.767513] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-12-19T20:30:36.767665] [INFO ] [sig       ] RFMZ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:36.908113] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RFMZ.txt
[2025-12-19T20:30:36.908274] [INFO ] [sig       ] [2707/3561] Completed RFMZ in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-19T20:30:36.908316] [INFO ] [sig       ] [2708/3561] Forecasting RGA...
[2025-12-19T20:30:36.908344] [INFO ] [sig       ] Generating forecast for: RGA
[2025-12-19T20:30:36.908375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-12-19T20:30:36.920476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2025-12-19T20:30:36.920890] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-12-19T20:30:36.921698] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-12-19T20:30:36.921751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:36.921783] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:36.921812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:36.921869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:36.978554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:36.979213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:36.979300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:36.979340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:37.098550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:37.098745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:37.098791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:37.098824] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:37.102151] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=74.65%)
[2025-12-19T20:30:37.102424] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-12-19T20:30:37.102544] [INFO ] [sig       ] RGA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:37.242728] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RGA.txt
[2025-12-19T20:30:37.242863] [INFO ] [sig       ] [2708/3561] Completed RGA in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-19T20:30:37.242901] [INFO ] [sig       ] [2709/3561] Forecasting RGCO...
[2025-12-19T20:30:37.242931] [INFO ] [sig       ] Generating forecast for: RGCO
[2025-12-19T20:30:37.242961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2025-12-19T20:30:37.253478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2025-12-19T20:30:37.253805] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2025-12-19T20:30:37.254542] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2025-12-19T20:30:37.254613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:37.254646] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:37.254673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:37.254740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:37.311163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:37.311856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:37.311934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:37.311967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:37.415410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:37.415549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:37.415603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:37.415634] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:37.419009] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: DOWN (p=10.59%)
[2025-12-19T20:30:37.419285] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2025-12-19T20:30:37.419432] [INFO ] [sig       ] RGCO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:37.558116] [INFO ] [LOCAL     ] Saved forecast: RGCO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RGCO.txt
[2025-12-19T20:30:37.558231] [INFO ] [sig       ] [2709/3561] Completed RGCO in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-19T20:30:37.558269] [INFO ] [sig       ] [2710/3561] Forecasting RGEN...
[2025-12-19T20:30:37.558297] [INFO ] [sig       ] Generating forecast for: RGEN
[2025-12-19T20:30:37.558326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2025-12-19T20:30:37.570007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2025-12-19T20:30:37.570335] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2025-12-19T20:30:37.571138] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2025-12-19T20:30:37.571198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:37.571231] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:37.571259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:37.571315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:37.628979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:37.629636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:37.629713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:37.629746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:37.748368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:37.748519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:37.748557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:37.748603] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:37.751877] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: DOWN (p=36.73%)
[2025-12-19T20:30:37.752144] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2025-12-19T20:30:37.752264] [INFO ] [sig       ] RGEN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:37.890470] [INFO ] [LOCAL     ] Saved forecast: RGEN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RGEN.txt
[2025-12-19T20:30:37.890604] [INFO ] [sig       ] [2710/3561] Completed RGEN in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-19T20:30:37.890647] [INFO ] [sig       ] [2711/3561] Forecasting RGLD...
[2025-12-19T20:30:37.890676] [INFO ] [sig       ] Generating forecast for: RGLD
[2025-12-19T20:30:37.890706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2025-12-19T20:30:37.902516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2025-12-19T20:30:37.902855] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2025-12-19T20:30:37.903619] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2025-12-19T20:30:37.903670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:37.903703] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:37.903730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:37.903787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:37.959824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:37.960412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:37.960487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:37.960518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:38.076804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:38.076956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:38.076994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:38.077022] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:38.080329] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: DOWN (p=43.12%)
[2025-12-19T20:30:38.080629] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2025-12-19T20:30:38.080750] [INFO ] [sig       ] RGLD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:38.218898] [INFO ] [LOCAL     ] Saved forecast: RGLD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RGLD.txt
[2025-12-19T20:30:38.219009] [INFO ] [sig       ] [2711/3561] Completed RGLD in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-19T20:30:38.219047] [INFO ] [sig       ] [2712/3561] Forecasting RGNX...
[2025-12-19T20:30:38.219075] [INFO ] [sig       ] Generating forecast for: RGNX
[2025-12-19T20:30:38.219105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2025-12-19T20:30:38.230181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2025-12-19T20:30:38.230502] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2025-12-19T20:30:38.231288] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2025-12-19T20:30:38.231342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:38.231409] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:38.231442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:38.231499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:38.288231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:38.288880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:38.288956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:38.288988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:38.413372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:38.413530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:38.413587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:38.413619] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:38.417072] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: DOWN (p=16.16%)
[2025-12-19T20:30:38.417364] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2025-12-19T20:30:38.417531] [INFO ] [sig       ] RGNX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:38.557162] [INFO ] [LOCAL     ] Saved forecast: RGNX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RGNX.txt
[2025-12-19T20:30:38.557294] [INFO ] [sig       ] [2712/3561] Completed RGNX in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-19T20:30:38.557336] [INFO ] [sig       ] [2713/3561] Forecasting RGP...
[2025-12-19T20:30:38.557363] [INFO ] [sig       ] Generating forecast for: RGP
[2025-12-19T20:30:38.557430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2025-12-19T20:30:38.569535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2025-12-19T20:30:38.569897] [INFO ] [FORECASTER] Starting predict_future for RGP
[2025-12-19T20:30:38.570706] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2025-12-19T20:30:38.570758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:38.570790] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:38.570816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:38.570873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:38.627956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:38.628799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:38.628881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:38.628913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:38.746055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:38.746205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:38.746244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:38.746273] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:38.749647] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: DOWN (p=23.54%)
[2025-12-19T20:30:38.749919] [INFO ] [FORECASTER] Completed predict_future for RGP
[2025-12-19T20:30:38.750043] [INFO ] [sig       ] RGP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:38.890878] [INFO ] [LOCAL     ] Saved forecast: RGP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RGP.txt
[2025-12-19T20:30:38.891002] [INFO ] [sig       ] [2713/3561] Completed RGP in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-19T20:30:38.891041] [INFO ] [sig       ] [2714/3561] Forecasting RGS...
[2025-12-19T20:30:38.891069] [INFO ] [sig       ] Generating forecast for: RGS
[2025-12-19T20:30:38.891099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2025-12-19T20:30:38.901981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2025-12-19T20:30:38.902316] [INFO ] [FORECASTER] Starting predict_future for RGS
[2025-12-19T20:30:38.903100] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2025-12-19T20:30:38.903150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:38.903183] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:38.903210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:38.903265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:38.960350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:38.960991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:38.961077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:38.961110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:39.069647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:39.069799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:39.069837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:39.069865] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:39.073196] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: DOWN (p=5.13%)
[2025-12-19T20:30:39.073468] [INFO ] [FORECASTER] Completed predict_future for RGS
[2025-12-19T20:30:39.073609] [INFO ] [sig       ] RGS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:39.212968] [INFO ] [LOCAL     ] Saved forecast: RGS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RGS.txt
[2025-12-19T20:30:39.213105] [INFO ] [sig       ] [2714/3561] Completed RGS in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-19T20:30:39.213145] [INFO ] [sig       ] [2715/3561] Forecasting RGTI...
[2025-12-19T20:30:39.213174] [INFO ] [sig       ] Generating forecast for: RGTI
[2025-12-19T20:30:39.213203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2025-12-19T20:30:39.224824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2025-12-19T20:30:39.225148] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2025-12-19T20:30:39.225920] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2025-12-19T20:30:39.225971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:39.226002] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:39.226028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:39.226083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:39.282966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:39.283557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:39.283650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:39.283681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:39.405794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:39.405941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:39.405981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:39.406042] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:39.409455] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2025-12-19T20:30:39.409746] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2025-12-19T20:30:39.409872] [INFO ] [sig       ] RGTI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:39.550921] [INFO ] [LOCAL     ] Saved forecast: RGTI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RGTI.txt
[2025-12-19T20:30:39.551076] [INFO ] [sig       ] [2715/3561] Completed RGTI in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-19T20:30:39.551116] [INFO ] [sig       ] [2716/3561] Forecasting RH...
[2025-12-19T20:30:39.551146] [INFO ] [sig       ] Generating forecast for: RH
[2025-12-19T20:30:39.551177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-12-19T20:30:39.562906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2025-12-19T20:30:39.563287] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-12-19T20:30:39.564084] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-12-19T20:30:39.564136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:39.564169] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:39.564196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:39.564252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:39.622301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:39.623205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:39.623289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:39.623322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:39.745273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:39.745439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:39.745479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:39.745508] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:39.748914] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: DOWN (p=21.01%)
[2025-12-19T20:30:39.749213] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-12-19T20:30:39.749340] [INFO ] [sig       ] RH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:39.892949] [INFO ] [LOCAL     ] Saved forecast: RH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RH.txt
[2025-12-19T20:30:39.893120] [INFO ] [sig       ] [2716/3561] Completed RH in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-19T20:30:39.893160] [INFO ] [sig       ] [2717/3561] Forecasting RHI...
[2025-12-19T20:30:39.893191] [INFO ] [sig       ] Generating forecast for: RHI
[2025-12-19T20:30:39.893220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-12-19T20:30:39.905222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2025-12-19T20:30:39.905652] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-12-19T20:30:39.906436] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-12-19T20:30:39.906487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:39.906519] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:39.906546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:39.906625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:39.962049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:39.962936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:39.963060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:39.963094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:40.087925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:40.088082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:40.088120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:40.088150] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:40.091605] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: UP (p=60.76%)
[2025-12-19T20:30:40.091909] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-12-19T20:30:40.092042] [INFO ] [sig       ] RHI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:40.233361] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RHI.txt
[2025-12-19T20:30:40.233501] [INFO ] [sig       ] [2717/3561] Completed RHI in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-19T20:30:40.233540] [INFO ] [sig       ] [2718/3561] Forecasting RHP...
[2025-12-19T20:30:40.233586] [INFO ] [sig       ] Generating forecast for: RHP
[2025-12-19T20:30:40.233620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-12-19T20:30:40.244184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2025-12-19T20:30:40.244520] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-12-19T20:30:40.245278] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-12-19T20:30:40.245329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:40.245360] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:40.245387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:40.245442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:40.301238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:40.301862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:40.301937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:40.301970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:40.419800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:40.419963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:40.420001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:40.420028] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:40.423297] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: DOWN (p=10.94%)
[2025-12-19T20:30:40.423559] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-12-19T20:30:40.423707] [INFO ] [sig       ] RHP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:40.561032] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RHP.txt
[2025-12-19T20:30:40.561195] [INFO ] [sig       ] [2718/3561] Completed RHP in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-19T20:30:40.561260] [INFO ] [sig       ] [2719/3561] Forecasting RIG...
[2025-12-19T20:30:40.561307] [INFO ] [sig       ] Generating forecast for: RIG
[2025-12-19T20:30:40.561344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-12-19T20:30:40.575102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2025-12-19T20:30:40.575524] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-12-19T20:30:40.576535] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-12-19T20:30:40.576614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:40.576649] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:40.576679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:40.576736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:40.634568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:40.635504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:40.635604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:40.635640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:40.755331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:40.755490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:40.755531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:40.755559] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:40.758929] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: UP (p=92.14%)
[2025-12-19T20:30:40.759212] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-12-19T20:30:40.759336] [INFO ] [sig       ] RIG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:40.897288] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RIG.txt
[2025-12-19T20:30:40.897425] [INFO ] [sig       ] [2719/3561] Completed RIG in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-19T20:30:40.897469] [INFO ] [sig       ] [2720/3561] Forecasting RIGL...
[2025-12-19T20:30:40.897499] [INFO ] [sig       ] Generating forecast for: RIGL
[2025-12-19T20:30:40.897529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2025-12-19T20:30:40.908788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2025-12-19T20:30:40.909107] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2025-12-19T20:30:40.909896] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2025-12-19T20:30:40.909946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:40.909976] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:40.910003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:40.910058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:40.964785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:40.965407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:40.965483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:40.965514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:41.083298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:41.083455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:41.083494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:41.083521] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:41.086819] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-12-19T20:30:41.087086] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2025-12-19T20:30:41.087214] [INFO ] [sig       ] RIGL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:41.223456] [INFO ] [LOCAL     ] Saved forecast: RIGL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RIGL.txt
[2025-12-19T20:30:41.223594] [INFO ] [sig       ] [2720/3561] Completed RIGL in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-19T20:30:41.223634] [INFO ] [sig       ] [2721/3561] Forecasting RILY...
[2025-12-19T20:30:41.223663] [INFO ] [sig       ] Generating forecast for: RILY
[2025-12-19T20:30:41.223693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2025-12-19T20:30:41.234817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2025-12-19T20:30:41.235151] [INFO ] [FORECASTER] Starting predict_future for RILY
[2025-12-19T20:30:41.235913] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2025-12-19T20:30:41.235963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:41.235994] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:41.236021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:41.236076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:41.292971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:41.293900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:41.293998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:41.294038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:41.437084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:41.437243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:41.437282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:41.437310] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:41.440741] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: UP (p=55.34%)
[2025-12-19T20:30:41.441009] [INFO ] [FORECASTER] Completed predict_future for RILY
[2025-12-19T20:30:41.441145] [INFO ] [sig       ] RILY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:41.579779] [INFO ] [LOCAL     ] Saved forecast: RILY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RILY.txt
[2025-12-19T20:30:41.579951] [INFO ] [sig       ] [2721/3561] Completed RILY in 0.4s | 2.90 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-19T20:30:41.579991] [INFO ] [sig       ] [2722/3561] Forecasting RILYN...
[2025-12-19T20:30:41.580020] [INFO ] [sig       ] Generating forecast for: RILYN
[2025-12-19T20:30:41.580050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2025-12-19T20:30:41.591791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2025-12-19T20:30:41.592144] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2025-12-19T20:30:41.592974] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2025-12-19T20:30:41.593025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:41.593069] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:41.593097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:41.593152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:41.649658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:41.650376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:41.650486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:41.650519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:41.764946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:41.765121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:41.765173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:41.765215] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:41.768947] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: UP (p=88.97%)
[2025-12-19T20:30:41.769242] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2025-12-19T20:30:41.769374] [INFO ] [sig       ] RILYN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:41.908621] [INFO ] [LOCAL     ] Saved forecast: RILYN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RILYN.txt
[2025-12-19T20:30:41.908792] [INFO ] [sig       ] [2722/3561] Completed RILYN in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-19T20:30:41.908834] [INFO ] [sig       ] [2723/3561] Forecasting RILYZ...
[2025-12-19T20:30:41.908865] [INFO ] [sig       ] Generating forecast for: RILYZ
[2025-12-19T20:30:41.908896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2025-12-19T20:30:41.920263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2025-12-19T20:30:41.920642] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2025-12-19T20:30:41.921428] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2025-12-19T20:30:41.921480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:41.921512] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:41.921538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:41.921616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:41.978796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:41.979479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:41.979558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:41.979610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:42.100161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:42.100317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:42.100355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:42.100383] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:42.103801] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: DOWN (p=21.01%)
[2025-12-19T20:30:42.104064] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2025-12-19T20:30:42.104184] [INFO ] [sig       ] RILYZ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:42.241489] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RILYZ.txt
[2025-12-19T20:30:42.241636] [INFO ] [sig       ] [2723/3561] Completed RILYZ in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-19T20:30:42.241676] [INFO ] [sig       ] [2724/3561] Forecasting RIME...
[2025-12-19T20:30:42.241706] [INFO ] [sig       ] Generating forecast for: RIME
[2025-12-19T20:30:42.241735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'.
[2025-12-19T20:30:42.253245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIME'.
[2025-12-19T20:30:42.253648] [INFO ] [FORECASTER] Starting predict_future for RIME
[2025-12-19T20:30:42.254408] [DEBUG] [LOCAL     ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt
[2025-12-19T20:30:42.254463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:42.254496] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:42.254523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:42.254599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:42.310478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:42.311413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:42.311496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:42.311529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:42.434557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:42.434739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:42.434780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:42.434808] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:42.438213] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: UP (p=99.14%)
[2025-12-19T20:30:42.438512] [INFO ] [FORECASTER] Completed predict_future for RIME
[2025-12-19T20:30:42.438661] [INFO ] [sig       ] RIME: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:42.577383] [INFO ] [LOCAL     ] Saved forecast: RIME	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RIME.txt
[2025-12-19T20:30:42.577548] [INFO ] [sig       ] [2724/3561] Completed RIME in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-19T20:30:42.577607] [INFO ] [sig       ] [2725/3561] Forecasting RING...
[2025-12-19T20:30:42.577789] [INFO ] [sig       ] Generating forecast for: RING
[2025-12-19T20:30:42.577818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2025-12-19T20:30:42.590179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2025-12-19T20:30:42.590531] [INFO ] [FORECASTER] Starting predict_future for RING
[2025-12-19T20:30:42.591287] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2025-12-19T20:30:42.591338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:42.591370] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:42.591397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:42.591452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:42.648644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:42.649428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:42.649516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:42.649550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:42.775224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:42.775383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:42.775422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:42.775451] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:42.779183] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: UP (p=53.90%)
[2025-12-19T20:30:42.779449] [INFO ] [FORECASTER] Completed predict_future for RING
[2025-12-19T20:30:42.779569] [INFO ] [sig       ] RING: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:42.921100] [INFO ] [LOCAL     ] Saved forecast: RING	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RING.txt
[2025-12-19T20:30:42.921235] [INFO ] [sig       ] [2725/3561] Completed RING in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-19T20:30:42.921288] [INFO ] [sig       ] [2726/3561] Forecasting RIO...
[2025-12-19T20:30:42.921321] [INFO ] [sig       ] Generating forecast for: RIO
[2025-12-19T20:30:42.921351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-12-19T20:30:42.933850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2025-12-19T20:30:42.934186] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-12-19T20:30:42.934947] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-12-19T20:30:42.934998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:42.935042] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:42.935071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:42.935127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:42.991370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:42.992023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:42.992133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:42.992166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:43.118922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:43.119070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:43.119108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:43.119137] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:43.122921] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=93.58%)
[2025-12-19T20:30:43.123190] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-12-19T20:30:43.123314] [INFO ] [sig       ] RIO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:43.263296] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RIO.txt
[2025-12-19T20:30:43.263426] [INFO ] [sig       ] [2726/3561] Completed RIO in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-19T20:30:43.263464] [INFO ] [sig       ] [2727/3561] Forecasting RITM...
[2025-12-19T20:30:43.263493] [INFO ] [sig       ] Generating forecast for: RITM
[2025-12-19T20:30:43.263523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-12-19T20:30:43.275260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2025-12-19T20:30:43.275656] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-12-19T20:30:43.276395] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-12-19T20:30:43.276446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:43.276477] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:43.276504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:43.276560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:43.332756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:43.333409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:43.333510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:43.333553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:43.461934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:43.462090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:43.462130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:43.462158] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:43.465662] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: UP (p=94.10%)
[2025-12-19T20:30:43.465930] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-12-19T20:30:43.466070] [INFO ] [sig       ] RITM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:43.605159] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RITM.txt
[2025-12-19T20:30:43.605279] [INFO ] [sig       ] [2727/3561] Completed RITM in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-19T20:30:43.605315] [INFO ] [sig       ] [2728/3561] Forecasting RIVN...
[2025-12-19T20:30:43.605345] [INFO ] [sig       ] Generating forecast for: RIVN
[2025-12-19T20:30:43.605374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2025-12-19T20:30:43.617060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2025-12-19T20:30:43.617388] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2025-12-19T20:30:43.618151] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2025-12-19T20:30:43.618202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:43.618233] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:43.618259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:43.618314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:43.677250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:43.678065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:43.678145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:43.678177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:43.804165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:43.804318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:43.804357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:43.804384] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:43.807671] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: DOWN (p=20.79%)
[2025-12-19T20:30:43.807936] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2025-12-19T20:30:43.808054] [INFO ] [sig       ] RIVN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:43.945833] [INFO ] [LOCAL     ] Saved forecast: RIVN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RIVN.txt
[2025-12-19T20:30:43.945941] [INFO ] [sig       ] [2728/3561] Completed RIVN in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-19T20:30:43.945978] [INFO ] [sig       ] [2729/3561] Forecasting RKLB...
[2025-12-19T20:30:43.946006] [INFO ] [sig       ] Generating forecast for: RKLB
[2025-12-19T20:30:43.946036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2025-12-19T20:30:43.957646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2025-12-19T20:30:43.957985] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2025-12-19T20:30:43.958774] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2025-12-19T20:30:43.958873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:43.958906] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:43.958933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:43.958988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:44.016090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:44.016711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:44.016786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:44.016818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:44.137918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:44.138048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:44.138102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:44.138131] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:44.141547] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: UP (p=57.24%)
[2025-12-19T20:30:44.142016] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2025-12-19T20:30:44.142135] [INFO ] [sig       ] RKLB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:44.279882] [INFO ] [LOCAL     ] Saved forecast: RKLB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RKLB.txt
[2025-12-19T20:30:44.279999] [INFO ] [sig       ] [2729/3561] Completed RKLB in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-19T20:30:44.280037] [INFO ] [sig       ] [2730/3561] Forecasting RL...
[2025-12-19T20:30:44.280066] [INFO ] [sig       ] Generating forecast for: RL
[2025-12-19T20:30:44.280095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-12-19T20:30:44.291137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2025-12-19T20:30:44.291449] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-12-19T20:30:44.292199] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-12-19T20:30:44.292250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:44.292281] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:44.292307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:44.292364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:44.351431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:44.352271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:44.352372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:44.352406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:44.478151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:44.478344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:44.478388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:44.478434] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:44.483220] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=96.04%)
[2025-12-19T20:30:44.483602] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-12-19T20:30:44.483913] [INFO ] [sig       ] RL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:44.623405] [INFO ] [LOCAL     ] Saved forecast: RL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RL.txt
[2025-12-19T20:30:44.623528] [INFO ] [sig       ] [2730/3561] Completed RL in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-19T20:30:44.623566] [INFO ] [sig       ] [2731/3561] Forecasting RLAY...
[2025-12-19T20:30:44.623613] [INFO ] [sig       ] Generating forecast for: RLAY
[2025-12-19T20:30:44.623643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2025-12-19T20:30:44.635209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2025-12-19T20:30:44.635548] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2025-12-19T20:30:44.636297] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2025-12-19T20:30:44.636349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:44.636380] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:44.636405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:44.636461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:44.692842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:44.693449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:44.693539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:44.693588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:44.819181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:44.819326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:44.819364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:44.819392] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:44.823064] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: UP (p=73.45%)
[2025-12-19T20:30:44.823329] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2025-12-19T20:30:44.823449] [INFO ] [sig       ] RLAY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:44.961668] [INFO ] [LOCAL     ] Saved forecast: RLAY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RLAY.txt
[2025-12-19T20:30:44.961814] [INFO ] [sig       ] [2731/3561] Completed RLAY in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-19T20:30:44.961852] [INFO ] [sig       ] [2732/3561] Forecasting RLI...
[2025-12-19T20:30:44.961882] [INFO ] [sig       ] Generating forecast for: RLI
[2025-12-19T20:30:44.961911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-12-19T20:30:44.974326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2025-12-19T20:30:44.974751] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-12-19T20:30:44.975918] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-12-19T20:30:44.975969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:44.975999] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:44.976025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:44.976080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:45.031817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:45.032690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:45.032772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:45.032804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:45.154380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:45.154533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:45.154618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:45.154648] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:45.158072] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2025-12-19T20:30:45.158336] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-12-19T20:30:45.158453] [INFO ] [sig       ] RLI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:45.296969] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RLI.txt
[2025-12-19T20:30:45.297093] [INFO ] [sig       ] [2732/3561] Completed RLI in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-19T20:30:45.297132] [INFO ] [sig       ] [2733/3561] Forecasting RLJ...
[2025-12-19T20:30:45.297161] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-12-19T20:30:45.297189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-12-19T20:30:45.308494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2025-12-19T20:30:45.308836] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-12-19T20:30:45.309588] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-12-19T20:30:45.309639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:45.309682] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:45.309710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:45.309765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:45.365379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:45.365988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:45.366062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:45.366094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:45.485299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:45.485456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:45.485493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:45.485520] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:45.489380] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=21.66%)
[2025-12-19T20:30:45.489663] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-12-19T20:30:45.489967] [INFO ] [sig       ] RLJ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:45.635379] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RLJ.txt
[2025-12-19T20:30:45.635509] [INFO ] [sig       ] [2733/3561] Completed RLJ in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-19T20:30:45.635547] [INFO ] [sig       ] [2734/3561] Forecasting RLMD...
[2025-12-19T20:30:45.635595] [INFO ] [sig       ] Generating forecast for: RLMD
[2025-12-19T20:30:45.635628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2025-12-19T20:30:45.647184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2025-12-19T20:30:45.647497] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2025-12-19T20:30:45.648261] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2025-12-19T20:30:45.648311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:45.648342] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:45.648369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:45.648424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:45.705141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:45.705732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:45.706000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:45.706031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:45.833553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:45.833724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:45.833764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:45.833797] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:45.837541] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: UP (p=81.33%)
[2025-12-19T20:30:45.837854] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2025-12-19T20:30:45.838160] [INFO ] [sig       ] RLMD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:45.979650] [INFO ] [LOCAL     ] Saved forecast: RLMD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RLMD.txt
[2025-12-19T20:30:45.979764] [INFO ] [sig       ] [2734/3561] Completed RLMD in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-19T20:30:45.979802] [INFO ] [sig       ] [2735/3561] Forecasting RLTY...
[2025-12-19T20:30:45.980021] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-12-19T20:30:45.980050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-12-19T20:30:45.992686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2025-12-19T20:30:45.993023] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-12-19T20:30:45.993809] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-12-19T20:30:45.993859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:45.993889] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:45.993916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:45.993971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:46.053134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:46.053778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:46.053864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:46.053900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:46.174023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:46.174169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:46.174205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:46.174233] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:46.177507] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2025-12-19T20:30:46.177791] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-12-19T20:30:46.178059] [INFO ] [sig       ] RLTY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:46.320915] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RLTY.txt
[2025-12-19T20:30:46.321036] [INFO ] [sig       ] [2735/3561] Completed RLTY in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-19T20:30:46.321074] [INFO ] [sig       ] [2736/3561] Forecasting RLX...
[2025-12-19T20:30:46.321103] [INFO ] [sig       ] Generating forecast for: RLX
[2025-12-19T20:30:46.321156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-12-19T20:30:46.332518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2025-12-19T20:30:46.333059] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-12-19T20:30:46.333980] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-12-19T20:30:46.334030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:46.334062] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:46.334088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:46.334144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:46.391970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:46.392615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:46.392707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:46.392738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:46.510643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:46.510786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:46.510823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:46.510851] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:46.514112] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: DOWN (p=6.74%)
[2025-12-19T20:30:46.514376] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-12-19T20:30:46.514493] [INFO ] [sig       ] RLX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:46.654402] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RLX.txt
[2025-12-19T20:30:46.654556] [INFO ] [sig       ] [2736/3561] Completed RLX in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-19T20:30:46.654616] [INFO ] [sig       ] [2737/3561] Forecasting RM...
[2025-12-19T20:30:46.654654] [INFO ] [sig       ] Generating forecast for: RM
[2025-12-19T20:30:46.654686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-12-19T20:30:46.665767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2025-12-19T20:30:46.666143] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-12-19T20:30:46.666914] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-12-19T20:30:46.666964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:46.666996] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:46.667022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:46.667078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:46.726077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:46.726951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:46.727037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:46.727071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:46.849277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:46.849463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:46.849529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:46.849609] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:46.853484] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: DOWN (p=43.87%)
[2025-12-19T20:30:46.853859] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-12-19T20:30:46.853998] [INFO ] [sig       ] RM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:46.992954] [INFO ] [LOCAL     ] Saved forecast: RM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RM.txt
[2025-12-19T20:30:46.993081] [INFO ] [sig       ] [2737/3561] Completed RM in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-19T20:30:46.993119] [INFO ] [sig       ] [2738/3561] Forecasting RMAX...
[2025-12-19T20:30:46.993149] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-12-19T20:30:46.993179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-12-19T20:30:47.004171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2025-12-19T20:30:47.004484] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-12-19T20:30:47.005236] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-12-19T20:30:47.005288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:47.005319] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:47.005346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:47.005402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:47.063777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:47.064517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:47.064615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:47.064650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:47.178745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:47.178879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:47.178916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:47.178944] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:47.182260] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: UP (p=86.31%)
[2025-12-19T20:30:47.182521] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-12-19T20:30:47.182666] [INFO ] [sig       ] RMAX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:47.323309] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RMAX.txt
[2025-12-19T20:30:47.323441] [INFO ] [sig       ] [2738/3561] Completed RMAX in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-19T20:30:47.323481] [INFO ] [sig       ] [2739/3561] Forecasting RMBI...
[2025-12-19T20:30:47.323510] [INFO ] [sig       ] Generating forecast for: RMBI
[2025-12-19T20:30:47.323539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2025-12-19T20:30:47.334486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2025-12-19T20:30:47.334858] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2025-12-19T20:30:47.335745] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2025-12-19T20:30:47.335796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:47.335827] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:47.335853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:47.335907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:47.391230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:47.391835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:47.391918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:47.391951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:47.507612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:47.507777] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-19T20:30:47.507818] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:47.507848] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:47.511510] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: UP (p=67.54%)
[2025-12-19T20:30:47.511843] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2025-12-19T20:30:47.512166] [INFO ] [sig       ] RMBI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:47.652419] [INFO ] [LOCAL     ] Saved forecast: RMBI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RMBI.txt
[2025-12-19T20:30:47.652564] [INFO ] [sig       ] [2739/3561] Completed RMBI in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-19T20:30:47.652623] [INFO ] [sig       ] [2740/3561] Forecasting RMBS...
[2025-12-19T20:30:47.652653] [INFO ] [sig       ] Generating forecast for: RMBS
[2025-12-19T20:30:47.652682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2025-12-19T20:30:47.665330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2025-12-19T20:30:47.665692] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2025-12-19T20:30:47.666458] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2025-12-19T20:30:47.666511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:47.666545] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:47.666590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:47.666652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:47.726729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:47.727504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:47.727613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:47.727652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:47.856024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:47.856183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:47.856223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:47.856270] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:47.859734] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: DOWN (p=0.91%)
[2025-12-19T20:30:47.860007] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2025-12-19T20:30:47.860130] [INFO ] [sig       ] RMBS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:48.002561] [INFO ] [LOCAL     ] Saved forecast: RMBS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RMBS.txt
[2025-12-19T20:30:48.002734] [INFO ] [sig       ] [2740/3561] Completed RMBS in 0.4s | 2.90 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-19T20:30:48.002773] [INFO ] [sig       ] [2741/3561] Forecasting RMD...
[2025-12-19T20:30:48.002802] [INFO ] [sig       ] Generating forecast for: RMD
[2025-12-19T20:30:48.002833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-12-19T20:30:48.014059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2025-12-19T20:30:48.014390] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-12-19T20:30:48.015179] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-12-19T20:30:48.015230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:48.015262] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:48.015289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:48.015344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:48.072198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:48.072865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:48.072944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:48.072977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:48.196788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:48.196945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:48.196984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:48.197013] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:48.200813] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: DOWN (p=47.89%)
[2025-12-19T20:30:48.201152] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-12-19T20:30:48.201288] [INFO ] [sig       ] RMD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:48.342590] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RMD.txt
[2025-12-19T20:30:48.342756] [INFO ] [sig       ] [2741/3561] Completed RMD in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-19T20:30:48.342802] [INFO ] [sig       ] [2742/3561] Forecasting RMI...
[2025-12-19T20:30:48.342834] [INFO ] [sig       ] Generating forecast for: RMI
[2025-12-19T20:30:48.342865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-12-19T20:30:48.354314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2025-12-19T20:30:48.354719] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-12-19T20:30:48.355500] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-12-19T20:30:48.355551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:48.355610] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:48.355641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:48.355698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:48.414965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:48.415754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:48.415852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:48.415887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:48.527515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:48.527690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:48.527729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:48.527758] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:48.531325] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: UP (p=95.38%)
[2025-12-19T20:30:48.531658] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-12-19T20:30:48.531840] [INFO ] [sig       ] RMI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:48.676239] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RMI.txt
[2025-12-19T20:30:48.676379] [INFO ] [sig       ] [2742/3561] Completed RMI in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-19T20:30:48.676417] [INFO ] [sig       ] [2743/3561] Forecasting RMM...
[2025-12-19T20:30:48.676448] [INFO ] [sig       ] Generating forecast for: RMM
[2025-12-19T20:30:48.676478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-12-19T20:30:48.688865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2025-12-19T20:30:48.689218] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-12-19T20:30:48.690073] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-12-19T20:30:48.690128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:48.690160] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:48.690187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:48.690244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:48.748851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:48.749549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:48.749671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:48.749712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:48.875840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:48.875996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:48.876036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:48.876066] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:48.879558] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: DOWN (p=12.27%)
[2025-12-19T20:30:48.879857] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-12-19T20:30:48.879981] [INFO ] [sig       ] RMM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:49.024709] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RMM.txt
[2025-12-19T20:30:49.024851] [INFO ] [sig       ] [2743/3561] Completed RMM in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-19T20:30:49.024891] [INFO ] [sig       ] [2744/3561] Forecasting RMMZ...
[2025-12-19T20:30:49.024920] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-12-19T20:30:49.024950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-12-19T20:30:49.036548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2025-12-19T20:30:49.036942] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-12-19T20:30:49.037764] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-12-19T20:30:49.037819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:49.037850] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:49.037876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:49.037942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:49.098175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:49.099003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:49.099089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:49.099122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:49.211326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:49.211485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:49.211528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:49.211558] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:49.215048] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=91.79%)
[2025-12-19T20:30:49.215324] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-12-19T20:30:49.215447] [INFO ] [sig       ] RMMZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:49.361501] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RMMZ.txt
[2025-12-19T20:30:49.361702] [INFO ] [sig       ] [2744/3561] Completed RMMZ in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-19T20:30:49.361750] [INFO ] [sig       ] [2745/3561] Forecasting RMNI...
[2025-12-19T20:30:49.361781] [INFO ] [sig       ] Generating forecast for: RMNI
[2025-12-19T20:30:49.361813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2025-12-19T20:30:49.373083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2025-12-19T20:30:49.373439] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2025-12-19T20:30:49.374249] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2025-12-19T20:30:49.374303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:49.374335] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:49.374363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:49.374420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:49.434262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:49.435008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:49.435088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:49.435120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:49.557781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:49.557929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:49.557967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:49.557997] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:49.561502] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: DOWN (p=10.77%)
[2025-12-19T20:30:49.561801] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2025-12-19T20:30:49.561926] [INFO ] [sig       ] RMNI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:49.705821] [INFO ] [LOCAL     ] Saved forecast: RMNI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RMNI.txt
[2025-12-19T20:30:49.705967] [INFO ] [sig       ] [2745/3561] Completed RMNI in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-19T20:30:49.706006] [INFO ] [sig       ] [2746/3561] Forecasting RNA...
[2025-12-19T20:30:49.706034] [INFO ] [sig       ] Generating forecast for: RNA
[2025-12-19T20:30:49.706064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2025-12-19T20:30:49.718702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2025-12-19T20:30:49.719036] [INFO ] [FORECASTER] Starting predict_future for RNA
[2025-12-19T20:30:49.719847] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2025-12-19T20:30:49.719911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:49.719943] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:49.719971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:49.720027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:49.779258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:49.779983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:49.780064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:49.780098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:49.900879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:49.901039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:49.901079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:49.901109] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:49.904607] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: UP (p=97.05%)
[2025-12-19T20:30:49.904885] [INFO ] [FORECASTER] Completed predict_future for RNA
[2025-12-19T20:30:49.905010] [INFO ] [sig       ] RNA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:50.049854] [INFO ] [LOCAL     ] Saved forecast: RNA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RNA.txt
[2025-12-19T20:30:50.050051] [INFO ] [sig       ] [2746/3561] Completed RNA in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-19T20:30:50.050103] [INFO ] [sig       ] [2747/3561] Forecasting RNAC...
[2025-12-19T20:30:50.050144] [INFO ] [sig       ] Generating forecast for: RNAC
[2025-12-19T20:30:50.050183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2025-12-19T20:30:50.066793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2025-12-19T20:30:50.067269] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2025-12-19T20:30:50.068120] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2025-12-19T20:30:50.068172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:50.068204] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:50.068232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:50.068289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:50.132339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:50.133233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:50.133326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:50.133360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:50.253861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:50.254015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:50.254053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:50.254080] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:50.257369] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2025-12-19T20:30:50.257664] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2025-12-19T20:30:50.257802] [INFO ] [sig       ] RNAC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:50.400617] [INFO ] [LOCAL     ] Saved forecast: RNAC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RNAC.txt
[2025-12-19T20:30:50.400758] [INFO ] [sig       ] [2747/3561] Completed RNAC in 0.4s | 2.90 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-19T20:30:50.400796] [INFO ] [sig       ] [2748/3561] Forecasting RNAZ...
[2025-12-19T20:30:50.400825] [INFO ] [sig       ] Generating forecast for: RNAZ
[2025-12-19T20:30:50.400864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'.
[2025-12-19T20:30:50.412263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAZ'.
[2025-12-19T20:30:50.412616] [INFO ] [FORECASTER] Starting predict_future for RNAZ
[2025-12-19T20:30:50.413350] [DEBUG] [LOCAL     ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt
[2025-12-19T20:30:50.413407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:50.413439] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:50.413465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:50.413520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:50.471737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:50.472433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:50.472519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:50.472553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:50.589471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:50.589657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:50.589707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:50.589742] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:50.593190] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: UP (p=98.22%)
[2025-12-19T20:30:50.593461] [INFO ] [FORECASTER] Completed predict_future for RNAZ
[2025-12-19T20:30:50.593606] [INFO ] [sig       ] RNAZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:50.733495] [INFO ] [LOCAL     ] Saved forecast: RNAZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RNAZ.txt
[2025-12-19T20:30:50.733682] [INFO ] [sig       ] [2748/3561] Completed RNAZ in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-19T20:30:50.733728] [INFO ] [sig       ] [2749/3561] Forecasting RNG...
[2025-12-19T20:30:50.733758] [INFO ] [sig       ] Generating forecast for: RNG
[2025-12-19T20:30:50.733789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-12-19T20:30:50.745877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2025-12-19T20:30:50.746241] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-12-19T20:30:50.747216] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-12-19T20:30:50.747268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:50.747300] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:50.747326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:50.747382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:50.808091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:50.808947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:50.809029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:50.809063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:50.933654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:50.933866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:50.933907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:50.933941] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:50.937398] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: DOWN (p=32.63%)
[2025-12-19T20:30:50.937708] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-12-19T20:30:50.937830] [INFO ] [sig       ] RNG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:51.080994] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RNG.txt
[2025-12-19T20:30:51.081140] [INFO ] [sig       ] [2749/3561] Completed RNG in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-19T20:30:51.081182] [INFO ] [sig       ] [2750/3561] Forecasting RNP...
[2025-12-19T20:30:51.081212] [INFO ] [sig       ] Generating forecast for: RNP
[2025-12-19T20:30:51.081242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-12-19T20:30:51.095404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2025-12-19T20:30:51.095864] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-12-19T20:30:51.096742] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-12-19T20:30:51.096794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:51.096826] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:51.096852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:51.096908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:51.156415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:51.157357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:51.157454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:51.157489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:51.299908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:51.300089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:51.300143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:51.300187] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:51.304781] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: DOWN (p=38.96%)
[2025-12-19T20:30:51.305184] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-12-19T20:30:51.305369] [INFO ] [sig       ] RNP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:51.511718] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RNP.txt
[2025-12-19T20:30:51.511854] [INFO ] [sig       ] [2750/3561] Completed RNP in 0.4s | 2.90 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-19T20:30:51.511893] [INFO ] [sig       ] [2751/3561] Forecasting ROAD...
[2025-12-19T20:30:51.511923] [INFO ] [sig       ] Generating forecast for: ROAD
[2025-12-19T20:30:51.511953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2025-12-19T20:30:51.524377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2025-12-19T20:30:51.524748] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2025-12-19T20:30:51.525526] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2025-12-19T20:30:51.525597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:51.525633] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:51.525661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:51.525719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:51.584194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:51.584908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:51.584987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:51.585020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:51.715831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:51.716019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:51.716076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:51.716124] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:51.720225] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: DOWN (p=20.21%)
[2025-12-19T20:30:51.720620] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2025-12-19T20:30:51.720788] [INFO ] [sig       ] ROAD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:51.875338] [INFO ] [LOCAL     ] Saved forecast: ROAD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ROAD.txt
[2025-12-19T20:30:51.875544] [INFO ] [sig       ] [2751/3561] Completed ROAD in 0.4s | 2.90 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-19T20:30:51.875608] [INFO ] [sig       ] [2752/3561] Forecasting ROCK...
[2025-12-19T20:30:51.875639] [INFO ] [sig       ] Generating forecast for: ROCK
[2025-12-19T20:30:51.875680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2025-12-19T20:30:51.889633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2025-12-19T20:30:51.890061] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2025-12-19T20:30:51.891182] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2025-12-19T20:30:51.891236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:51.891268] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:51.891294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:51.891350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:51.964954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:51.965938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:51.966029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:51.966064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:52.083219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:52.083378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:52.083418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:52.083446] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:52.086776] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: UP (p=56.42%)
[2025-12-19T20:30:52.087041] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2025-12-19T20:30:52.087161] [INFO ] [sig       ] ROCK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:52.228432] [INFO ] [LOCAL     ] Saved forecast: ROCK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ROCK.txt
[2025-12-19T20:30:52.228555] [INFO ] [sig       ] [2752/3561] Completed ROCK in 0.4s | 2.90 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-19T20:30:52.228635] [INFO ] [sig       ] [2753/3561] Forecasting ROE...
[2025-12-19T20:30:52.228681] [INFO ] [sig       ] Generating forecast for: ROE
[2025-12-19T20:30:52.228712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2025-12-19T20:30:52.240267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2025-12-19T20:30:52.240635] [INFO ] [FORECASTER] Starting predict_future for ROE
[2025-12-19T20:30:52.241586] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2025-12-19T20:30:52.241650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:52.241690] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:52.241724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:52.241795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:52.301395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:52.302139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:52.302220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:52.302252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:52.421477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:52.421646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:52.421703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:52.421732] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:52.425659] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: DOWN (p=24.84%)
[2025-12-19T20:30:52.426106] [INFO ] [FORECASTER] Completed predict_future for ROE
[2025-12-19T20:30:52.426225] [INFO ] [sig       ] ROE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:52.567981] [INFO ] [LOCAL     ] Saved forecast: ROE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ROE.txt
[2025-12-19T20:30:52.568125] [INFO ] [sig       ] [2753/3561] Completed ROE in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-19T20:30:52.568167] [INFO ] [sig       ] [2754/3561] Forecasting ROP...
[2025-12-19T20:30:52.568196] [INFO ] [sig       ] Generating forecast for: ROP
[2025-12-19T20:30:52.568226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2025-12-19T20:30:52.579966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2025-12-19T20:30:52.580305] [INFO ] [FORECASTER] Starting predict_future for ROP
[2025-12-19T20:30:52.581061] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2025-12-19T20:30:52.581112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:52.581143] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:52.581170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:52.581226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:52.637986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:52.638615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:52.638709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:52.638744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:52.756039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:52.756190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:52.756228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:52.756256] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:52.759805] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: DOWN (p=9.03%)
[2025-12-19T20:30:52.760225] [INFO ] [FORECASTER] Completed predict_future for ROP
[2025-12-19T20:30:52.760344] [INFO ] [sig       ] ROP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:52.899175] [INFO ] [LOCAL     ] Saved forecast: ROP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ROP.txt
[2025-12-19T20:30:52.899302] [INFO ] [sig       ] [2754/3561] Completed ROP in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-19T20:30:52.899341] [INFO ] [sig       ] [2755/3561] Forecasting RPAY...
[2025-12-19T20:30:52.899369] [INFO ] [sig       ] Generating forecast for: RPAY
[2025-12-19T20:30:52.899398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2025-12-19T20:30:52.910894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2025-12-19T20:30:52.911228] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2025-12-19T20:30:52.911997] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2025-12-19T20:30:52.912047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:52.912078] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:52.912105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:52.912161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:52.968201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:52.968876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:52.968956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:52.968987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:53.090292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:53.090451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:53.090490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:53.090517] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:53.093881] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2025-12-19T20:30:53.094146] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2025-12-19T20:30:53.094265] [INFO ] [sig       ] RPAY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:53.234051] [INFO ] [LOCAL     ] Saved forecast: RPAY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RPAY.txt
[2025-12-19T20:30:53.234204] [INFO ] [sig       ] [2755/3561] Completed RPAY in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-19T20:30:53.234244] [INFO ] [sig       ] [2756/3561] Forecasting RPD...
[2025-12-19T20:30:53.234274] [INFO ] [sig       ] Generating forecast for: RPD
[2025-12-19T20:30:53.234304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2025-12-19T20:30:53.245982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2025-12-19T20:30:53.246391] [INFO ] [FORECASTER] Starting predict_future for RPD
[2025-12-19T20:30:53.247201] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2025-12-19T20:30:53.247253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:53.247284] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:53.247340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:53.247398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:53.308952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:53.309972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:53.310069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:53.310102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:53.438698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:53.438860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:53.438900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:53.438928] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:53.442512] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: DOWN (p=37.87%)
[2025-12-19T20:30:53.442836] [INFO ] [FORECASTER] Completed predict_future for RPD
[2025-12-19T20:30:53.442984] [INFO ] [sig       ] RPD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:53.588261] [INFO ] [LOCAL     ] Saved forecast: RPD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RPD.txt
[2025-12-19T20:30:53.588406] [INFO ] [sig       ] [2756/3561] Completed RPD in 0.4s | 2.90 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-19T20:30:53.588447] [INFO ] [sig       ] [2757/3561] Forecasting RPID...
[2025-12-19T20:30:53.588476] [INFO ] [sig       ] Generating forecast for: RPID
[2025-12-19T20:30:53.588506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2025-12-19T20:30:53.600102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2025-12-19T20:30:53.600437] [INFO ] [FORECASTER] Starting predict_future for RPID
[2025-12-19T20:30:53.601385] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2025-12-19T20:30:53.601436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:53.601479] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:53.601507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:53.601563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:53.659298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:53.660162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:53.660243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:53.660275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:53.786974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:53.787129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:53.787167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:53.787196] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:53.790764] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: UP (p=84.23%)
[2025-12-19T20:30:53.791190] [INFO ] [FORECASTER] Completed predict_future for RPID
[2025-12-19T20:30:53.791310] [INFO ] [sig       ] RPID: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:53.933184] [INFO ] [LOCAL     ] Saved forecast: RPID	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RPID.txt
[2025-12-19T20:30:53.933352] [INFO ] [sig       ] [2757/3561] Completed RPID in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-19T20:30:53.933419] [INFO ] [sig       ] [2758/3561] Forecasting RPRX...
[2025-12-19T20:30:53.933465] [INFO ] [sig       ] Generating forecast for: RPRX
[2025-12-19T20:30:53.933508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2025-12-19T20:30:53.945504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2025-12-19T20:30:53.945926] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2025-12-19T20:30:53.946715] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2025-12-19T20:30:53.946766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:53.946797] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:53.946825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:53.946881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:54.003963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:54.004861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:54.005133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:54.005165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:54.134880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:54.135060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:54.135100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:54.135128] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:54.138645] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: UP (p=78.28%)
[2025-12-19T20:30:54.138951] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2025-12-19T20:30:54.139092] [INFO ] [sig       ] RPRX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:54.282696] [INFO ] [LOCAL     ] Saved forecast: RPRX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RPRX.txt
[2025-12-19T20:30:54.282819] [INFO ] [sig       ] [2758/3561] Completed RPRX in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-19T20:30:54.283047] [INFO ] [sig       ] [2759/3561] Forecasting RPTX...
[2025-12-19T20:30:54.283077] [INFO ] [sig       ] Generating forecast for: RPTX
[2025-12-19T20:30:54.283107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'.
[2025-12-19T20:30:54.294954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPTX'.
[2025-12-19T20:30:54.295340] [INFO ] [FORECASTER] Starting predict_future for RPTX
[2025-12-19T20:30:54.296154] [DEBUG] [LOCAL     ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt
[2025-12-19T20:30:54.296207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:54.296241] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:54.296269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:54.296328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:54.353471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:54.354098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:54.354173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:54.354207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:54.477021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:54.477177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:54.477215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:54.477243] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:54.480598] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: DOWN (p=9.49%)
[2025-12-19T20:30:54.480866] [INFO ] [FORECASTER] Completed predict_future for RPTX
[2025-12-19T20:30:54.480988] [INFO ] [sig       ] RPTX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:54.621871] [INFO ] [LOCAL     ] Saved forecast: RPTX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RPTX.txt
[2025-12-19T20:30:54.622174] [INFO ] [sig       ] [2759/3561] Completed RPTX in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-19T20:30:54.622212] [INFO ] [sig       ] [2760/3561] Forecasting RQI...
[2025-12-19T20:30:54.622241] [INFO ] [sig       ] Generating forecast for: RQI
[2025-12-19T20:30:54.622271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-12-19T20:30:54.634623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2025-12-19T20:30:54.634955] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-12-19T20:30:54.635715] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-12-19T20:30:54.635765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:54.635797] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:54.635825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:54.635880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:54.692899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:54.693523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:54.693629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:54.693664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:54.811099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:54.811262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:54.811301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:54.811329] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:54.814626] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: UP (p=81.73%)
[2025-12-19T20:30:54.814890] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-12-19T20:30:54.815009] [INFO ] [sig       ] RQI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:54.960536] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RQI.txt
[2025-12-19T20:30:54.960696] [INFO ] [sig       ] [2760/3561] Completed RQI in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-19T20:30:54.960742] [INFO ] [sig       ] [2761/3561] Forecasting RRBI...
[2025-12-19T20:30:54.960772] [INFO ] [sig       ] Generating forecast for: RRBI
[2025-12-19T20:30:54.960801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2025-12-19T20:30:54.972211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2025-12-19T20:30:54.972515] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2025-12-19T20:30:54.973421] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2025-12-19T20:30:54.973473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:54.973706] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:54.973735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:54.973790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:55.029563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:55.030272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:55.030351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:55.030383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:55.135171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:55.135323] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-19T20:30:55.135361] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:55.135389] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:55.138700] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: DOWN (p=25.67%)
[2025-12-19T20:30:55.138972] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2025-12-19T20:30:55.139089] [INFO ] [sig       ] RRBI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:55.278746] [INFO ] [LOCAL     ] Saved forecast: RRBI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RRBI.txt
[2025-12-19T20:30:55.278872] [INFO ] [sig       ] [2761/3561] Completed RRBI in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-19T20:30:55.278912] [INFO ] [sig       ] [2762/3561] Forecasting RRC...
[2025-12-19T20:30:55.278941] [INFO ] [sig       ] Generating forecast for: RRC
[2025-12-19T20:30:55.278970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-12-19T20:30:55.290944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2025-12-19T20:30:55.291260] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-12-19T20:30:55.292020] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-12-19T20:30:55.292070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:55.292102] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:55.292128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:55.292183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:55.350019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:55.350678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:55.350756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:55.350788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:55.472346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:55.472492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:55.472529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:55.472556] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:55.476418] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: UP (p=99.53%)
[2025-12-19T20:30:55.476700] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-12-19T20:30:55.476823] [INFO ] [sig       ] RRC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:55.624386] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RRC.txt
[2025-12-19T20:30:55.624549] [INFO ] [sig       ] [2762/3561] Completed RRC in 0.3s | 2.90 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-19T20:30:55.624614] [INFO ] [sig       ] [2763/3561] Forecasting RRGB...
[2025-12-19T20:30:55.624645] [INFO ] [sig       ] Generating forecast for: RRGB
[2025-12-19T20:30:55.624677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2025-12-19T20:30:55.636289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2025-12-19T20:30:55.636715] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2025-12-19T20:30:55.637725] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2025-12-19T20:30:55.637780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:55.637824] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:55.637860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:55.637926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:55.697974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:55.701923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:55.702030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:55.702071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:55.827263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:55.827420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:55.827461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:55.827489] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:55.831174] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: UP (p=56.95%)
[2025-12-19T20:30:55.831449] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2025-12-19T20:30:55.831593] [INFO ] [sig       ] RRGB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:55.972053] [INFO ] [LOCAL     ] Saved forecast: RRGB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RRGB.txt
[2025-12-19T20:30:55.972188] [INFO ] [sig       ] [2763/3561] Completed RRGB in 0.3s | 2.90 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-19T20:30:55.972228] [INFO ] [sig       ] [2764/3561] Forecasting RRX...
[2025-12-19T20:30:55.972257] [INFO ] [sig       ] Generating forecast for: RRX
[2025-12-19T20:30:55.972287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-12-19T20:30:55.986742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2025-12-19T20:30:55.987110] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-12-19T20:30:55.987955] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-12-19T20:30:55.988008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:55.988041] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:55.988068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:55.988125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:56.047847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:56.048781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:56.048871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:56.048905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:56.171792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:56.171961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:56.172001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:56.172049] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:56.175410] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: UP (p=76.23%)
[2025-12-19T20:30:56.175723] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-12-19T20:30:56.175851] [INFO ] [sig       ] RRX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:56.327830] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RRX.txt
[2025-12-19T20:30:56.327973] [INFO ] [sig       ] [2764/3561] Completed RRX in 0.4s | 2.90 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-19T20:30:56.328012] [INFO ] [sig       ] [2765/3561] Forecasting RS...
[2025-12-19T20:30:56.328042] [INFO ] [sig       ] Generating forecast for: RS
[2025-12-19T20:30:56.328071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-12-19T20:30:56.339517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2025-12-19T20:30:56.339883] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-12-19T20:30:56.340652] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-12-19T20:30:56.340703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:56.340734] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:56.340761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:56.340816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:56.403248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:56.404177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:56.404264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:56.404298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:56.529707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:56.529867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:56.529906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:56.529936] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:56.533527] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: UP (p=65.05%)
[2025-12-19T20:30:56.533808] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-12-19T20:30:56.533926] [INFO ] [sig       ] RS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:56.674348] [INFO ] [LOCAL     ] Saved forecast: RS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RS.txt
[2025-12-19T20:30:56.674507] [INFO ] [sig       ] [2765/3561] Completed RS in 0.3s | 2.90 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-19T20:30:56.674547] [INFO ] [sig       ] [2766/3561] Forecasting RSG...
[2025-12-19T20:30:56.674597] [INFO ] [sig       ] Generating forecast for: RSG
[2025-12-19T20:30:56.674629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-12-19T20:30:56.685941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2025-12-19T20:30:56.686326] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-12-19T20:30:56.687107] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-12-19T20:30:56.687158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:56.687189] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:56.687216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:56.687272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:56.745038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:56.745921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:56.746004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:56.746082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:56.867744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:56.867896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:56.867936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:56.867965] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:56.871688] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: UP (p=52.35%)
[2025-12-19T20:30:56.871978] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-12-19T20:30:56.872099] [INFO ] [sig       ] RSG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:57.011670] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RSG.txt
[2025-12-19T20:30:57.011782] [INFO ] [sig       ] [2766/3561] Completed RSG in 0.3s | 2.90 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-19T20:30:57.011821] [INFO ] [sig       ] [2767/3561] Forecasting RSI...
[2025-12-19T20:30:57.011849] [INFO ] [sig       ] Generating forecast for: RSI
[2025-12-19T20:30:57.011880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-12-19T20:30:57.023781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2025-12-19T20:30:57.024110] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-12-19T20:30:57.024871] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-12-19T20:30:57.024921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:57.024953] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:57.024980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:57.025035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:57.083774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:57.084830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:57.084912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:57.084946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:57.210134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:57.210297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:57.210335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:57.210365] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:57.213722] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: DOWN (p=16.41%)
[2025-12-19T20:30:57.214006] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-12-19T20:30:57.214131] [INFO ] [sig       ] RSI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:57.357105] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RSI.txt
[2025-12-19T20:30:57.357267] [INFO ] [sig       ] [2767/3561] Completed RSI in 0.3s | 2.90 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-19T20:30:57.357310] [INFO ] [sig       ] [2768/3561] Forecasting RSKD...
[2025-12-19T20:30:57.357342] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-12-19T20:30:57.357374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-12-19T20:30:57.369336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2025-12-19T20:30:57.369719] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-12-19T20:30:57.370456] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-12-19T20:30:57.370507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:57.370539] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:57.370585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:57.370660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:57.428283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:57.429172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:57.429257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:57.429291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:57.546684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:57.546841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:57.546880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:57.546910] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:57.550285] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: UP (p=86.25%)
[2025-12-19T20:30:57.550549] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-12-19T20:30:57.550686] [INFO ] [sig       ] RSKD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:57.688454] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RSKD.txt
[2025-12-19T20:30:57.688591] [INFO ] [sig       ] [2768/3561] Completed RSKD in 0.3s | 2.90 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-19T20:30:57.688631] [INFO ] [sig       ] [2769/3561] Forecasting RSSS...
[2025-12-19T20:30:57.688672] [INFO ] [sig       ] Generating forecast for: RSSS
[2025-12-19T20:30:57.688708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2025-12-19T20:30:57.700463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2025-12-19T20:30:57.700853] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2025-12-19T20:30:57.701607] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2025-12-19T20:30:57.701657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:57.701688] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:57.701716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:57.701771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:57.759411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:57.760150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:57.760229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:57.760261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:57.882671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:57.882843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:57.882882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:57.882909] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:57.887413] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: UP (p=61.92%)
[2025-12-19T20:30:57.887853] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2025-12-19T20:30:57.888177] [INFO ] [sig       ] RSSS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:58.028722] [INFO ] [LOCAL     ] Saved forecast: RSSS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RSSS.txt
[2025-12-19T20:30:58.028891] [INFO ] [sig       ] [2769/3561] Completed RSSS in 0.3s | 2.90 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-19T20:30:58.028933] [INFO ] [sig       ] [2770/3561] Forecasting RTO...
[2025-12-19T20:30:58.028962] [INFO ] [sig       ] Generating forecast for: RTO
[2025-12-19T20:30:58.028992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-12-19T20:30:58.040800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2025-12-19T20:30:58.041228] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-12-19T20:30:58.042268] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-12-19T20:30:58.042326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:58.042360] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:58.042390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:58.042447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:58.101622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:58.102473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:58.102557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:58.102609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:58.229519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:58.229692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:58.229733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:58.229763] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:58.233167] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=31.72%)
[2025-12-19T20:30:58.233440] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-12-19T20:30:58.233614] [INFO ] [sig       ] RTO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:30:58.373593] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RTO.txt
[2025-12-19T20:30:58.373753] [INFO ] [sig       ] [2770/3561] Completed RTO in 0.3s | 2.90 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-19T20:30:58.373791] [INFO ] [sig       ] [2771/3561] Forecasting RUM...
[2025-12-19T20:30:58.373821] [INFO ] [sig       ] Generating forecast for: RUM
[2025-12-19T20:30:58.373850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2025-12-19T20:30:58.385091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2025-12-19T20:30:58.385428] [INFO ] [FORECASTER] Starting predict_future for RUM
[2025-12-19T20:30:58.386187] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2025-12-19T20:30:58.386238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:58.386269] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:58.386296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:58.386351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:58.443460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:58.444181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:58.444262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:58.444295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:58.574492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:58.574698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:58.574740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:58.574769] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:58.578537] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: UP (p=84.05%)
[2025-12-19T20:30:58.578887] [INFO ] [FORECASTER] Completed predict_future for RUM
[2025-12-19T20:30:58.579229] [INFO ] [sig       ] RUM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:58.725934] [INFO ] [LOCAL     ] Saved forecast: RUM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RUM.txt
[2025-12-19T20:30:58.726107] [INFO ] [sig       ] [2771/3561] Completed RUM in 0.4s | 2.90 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-19T20:30:58.726148] [INFO ] [sig       ] [2772/3561] Forecasting RUN...
[2025-12-19T20:30:58.726178] [INFO ] [sig       ] Generating forecast for: RUN
[2025-12-19T20:30:58.726209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2025-12-19T20:30:58.739195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2025-12-19T20:30:58.739542] [INFO ] [FORECASTER] Starting predict_future for RUN
[2025-12-19T20:30:58.740317] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2025-12-19T20:30:58.740369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:58.740401] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:58.740428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:58.740483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:58.799344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:58.800210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:58.800290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:58.800324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:58.921665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:58.921817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:58.921857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:58.921886] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:58.925563] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: UP (p=68.53%)
[2025-12-19T20:30:58.925847] [INFO ] [FORECASTER] Completed predict_future for RUN
[2025-12-19T20:30:58.925991] [INFO ] [sig       ] RUN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:59.070615] [INFO ] [LOCAL     ] Saved forecast: RUN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RUN.txt
[2025-12-19T20:30:59.070762] [INFO ] [sig       ] [2772/3561] Completed RUN in 0.3s | 2.90 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-19T20:30:59.070801] [INFO ] [sig       ] [2773/3561] Forecasting RUNN...
[2025-12-19T20:30:59.070831] [INFO ] [sig       ] Generating forecast for: RUNN
[2025-12-19T20:30:59.070860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2025-12-19T20:30:59.082007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2025-12-19T20:30:59.082380] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2025-12-19T20:30:59.083146] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2025-12-19T20:30:59.083197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:59.083254] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:59.083282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:59.083341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:59.140769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:59.141550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:59.141651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:59.141685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:59.260940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:59.261091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:59.261130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:59.261158] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:59.264487] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: UP (p=65.67%)
[2025-12-19T20:30:59.264776] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2025-12-19T20:30:59.264896] [INFO ] [sig       ] RUNN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:59.425156] [INFO ] [LOCAL     ] Saved forecast: RUNN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RUNN.txt
[2025-12-19T20:30:59.425309] [INFO ] [sig       ] [2773/3561] Completed RUNN in 0.4s | 2.90 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-19T20:30:59.425350] [INFO ] [sig       ] [2774/3561] Forecasting RUSHA...
[2025-12-19T20:30:59.425382] [INFO ] [sig       ] Generating forecast for: RUSHA
[2025-12-19T20:30:59.425412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2025-12-19T20:30:59.436559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2025-12-19T20:30:59.436918] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2025-12-19T20:30:59.437692] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2025-12-19T20:30:59.437743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:59.437775] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:59.437801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:59.437857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:59.493127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:59.493897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:59.493976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:59.494008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:59.613723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:59.613891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:59.613931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:59.613959] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:59.617379] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-12-19T20:30:59.617706] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2025-12-19T20:30:59.617846] [INFO ] [sig       ] RUSHA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:30:59.762116] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RUSHA.txt
[2025-12-19T20:30:59.762275] [INFO ] [sig       ] [2774/3561] Completed RUSHA in 0.3s | 2.90 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-19T20:30:59.762316] [INFO ] [sig       ] [2775/3561] Forecasting RUSHB...
[2025-12-19T20:30:59.762345] [INFO ] [sig       ] Generating forecast for: RUSHB
[2025-12-19T20:30:59.762374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2025-12-19T20:30:59.774691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2025-12-19T20:30:59.775165] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2025-12-19T20:30:59.776073] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2025-12-19T20:30:59.776129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:30:59.776164] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:30:59.776192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:30:59.776249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:30:59.838478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:30:59.839414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:30:59.839505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:30:59.839538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:30:59.974019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:30:59.974196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:30:59.974237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:30:59.974265] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:30:59.978330] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: DOWN (p=5.58%)
[2025-12-19T20:30:59.978879] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2025-12-19T20:30:59.979092] [INFO ] [sig       ] RUSHB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:00.194778] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RUSHB.txt
[2025-12-19T20:31:00.195015] [INFO ] [sig       ] [2775/3561] Completed RUSHB in 0.4s | 2.90 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-19T20:31:00.195079] [INFO ] [sig       ] [2776/3561] Forecasting RVMD...
[2025-12-19T20:31:00.195119] [INFO ] [sig       ] Generating forecast for: RVMD
[2025-12-19T20:31:00.195162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2025-12-19T20:31:00.218059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2025-12-19T20:31:00.218612] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2025-12-19T20:31:00.219907] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2025-12-19T20:31:00.219978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:00.220031] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:00.220079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:00.220171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:00.308644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:00.309943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:00.310088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:00.310145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:00.495007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:00.495160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:00.495207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:00.495284] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:00.500214] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: UP (p=63.90%)
[2025-12-19T20:31:00.500802] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2025-12-19T20:31:00.501038] [INFO ] [sig       ] RVMD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:00.675026] [INFO ] [LOCAL     ] Saved forecast: RVMD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RVMD.txt
[2025-12-19T20:31:00.675196] [INFO ] [sig       ] [2776/3561] Completed RVMD in 0.5s | 2.90 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-19T20:31:00.675268] [INFO ] [sig       ] [2777/3561] Forecasting RVSB...
[2025-12-19T20:31:00.675310] [INFO ] [sig       ] Generating forecast for: RVSB
[2025-12-19T20:31:00.675343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2025-12-19T20:31:00.687412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2025-12-19T20:31:00.687883] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2025-12-19T20:31:00.688849] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2025-12-19T20:31:00.688903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:00.688935] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:00.688962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:00.689018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:00.773115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:00.774219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:00.774334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:00.774390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:00.947335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:00.947455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:00.947494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:00.947523] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:00.951169] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: DOWN (p=20.82%)
[2025-12-19T20:31:00.951500] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2025-12-19T20:31:00.951658] [INFO ] [sig       ] RVSB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:01.095231] [INFO ] [LOCAL     ] Saved forecast: RVSB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RVSB.txt
[2025-12-19T20:31:01.095382] [INFO ] [sig       ] [2777/3561] Completed RVSB in 0.4s | 2.90 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-19T20:31:01.095423] [INFO ] [sig       ] [2778/3561] Forecasting RVTY...
[2025-12-19T20:31:01.095456] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-12-19T20:31:01.095485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-12-19T20:31:01.107321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2025-12-19T20:31:01.107700] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-12-19T20:31:01.108515] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-12-19T20:31:01.108570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:01.108625] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:01.108653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:01.108758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:01.166723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:01.167500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:01.167599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:01.167636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:01.304341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:01.304543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:01.304627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:01.304676] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:01.309897] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=30.11%)
[2025-12-19T20:31:01.310389] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-12-19T20:31:01.310600] [INFO ] [sig       ] RVTY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:01.464246] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RVTY.txt
[2025-12-19T20:31:01.464378] [INFO ] [sig       ] [2778/3561] Completed RVTY in 0.4s | 2.90 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-19T20:31:01.464417] [INFO ] [sig       ] [2779/3561] Forecasting RWAY...
[2025-12-19T20:31:01.464448] [INFO ] [sig       ] Generating forecast for: RWAY
[2025-12-19T20:31:01.464479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2025-12-19T20:31:01.476316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2025-12-19T20:31:01.476671] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2025-12-19T20:31:01.477427] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2025-12-19T20:31:01.477479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:01.477512] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:01.477538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:01.477614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:01.534841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:01.535498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:01.535595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:01.535630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:01.657302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:01.657468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:01.657508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:01.657536] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:01.660919] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: UP (p=99.61%)
[2025-12-19T20:31:01.661196] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2025-12-19T20:31:01.661321] [INFO ] [sig       ] RWAY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:01.803762] [INFO ] [LOCAL     ] Saved forecast: RWAY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RWAY.txt
[2025-12-19T20:31:01.803908] [INFO ] [sig       ] [2779/3561] Completed RWAY in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-19T20:31:01.803951] [INFO ] [sig       ] [2780/3561] Forecasting RXO...
[2025-12-19T20:31:01.803982] [INFO ] [sig       ] Generating forecast for: RXO
[2025-12-19T20:31:01.804012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-12-19T20:31:01.815444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2025-12-19T20:31:01.815857] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-12-19T20:31:01.816772] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-12-19T20:31:01.816829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:01.816870] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:01.816905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:01.816969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:01.873110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:01.873986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:01.874071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:01.874103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:01.996012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:01.996208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:01.996268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:01.996315] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:02.001005] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: UP (p=60.58%)
[2025-12-19T20:31:02.001353] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-12-19T20:31:02.001493] [INFO ] [sig       ] RXO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:02.147753] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RXO.txt
[2025-12-19T20:31:02.147921] [INFO ] [sig       ] [2780/3561] Completed RXO in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-19T20:31:02.147974] [INFO ] [sig       ] [2781/3561] Forecasting RXRX...
[2025-12-19T20:31:02.148022] [INFO ] [sig       ] Generating forecast for: RXRX
[2025-12-19T20:31:02.148070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2025-12-19T20:31:02.159610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2025-12-19T20:31:02.159987] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2025-12-19T20:31:02.160777] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2025-12-19T20:31:02.160841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:02.160874] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:02.160905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:02.160961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:02.218630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:02.219511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:02.219614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:02.219650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:02.341663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:02.341827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:02.341865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:02.341895] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:02.345376] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: UP (p=70.54%)
[2025-12-19T20:31:02.345659] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2025-12-19T20:31:02.345780] [INFO ] [sig       ] RXRX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:02.484689] [INFO ] [LOCAL     ] Saved forecast: RXRX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RXRX.txt
[2025-12-19T20:31:02.484833] [INFO ] [sig       ] [2781/3561] Completed RXRX in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-19T20:31:02.484873] [INFO ] [sig       ] [2782/3561] Forecasting RY...
[2025-12-19T20:31:02.484903] [INFO ] [sig       ] Generating forecast for: RY
[2025-12-19T20:31:02.484933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-12-19T20:31:02.496226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2025-12-19T20:31:02.496549] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-12-19T20:31:02.497307] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-12-19T20:31:02.497358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:02.497389] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:02.497416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:02.497472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:02.553697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:02.554373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:02.554451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:02.554483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:02.681554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:02.681851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:02.681892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:02.681920] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:02.685629] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=50.28%)
[2025-12-19T20:31:02.685896] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-12-19T20:31:02.686023] [INFO ] [sig       ] RY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:02.823726] [INFO ] [LOCAL     ] Saved forecast: RY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RY.txt
[2025-12-19T20:31:02.823868] [INFO ] [sig       ] [2782/3561] Completed RY in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-19T20:31:02.823908] [INFO ] [sig       ] [2783/3561] Forecasting RYAAY...
[2025-12-19T20:31:02.823937] [INFO ] [sig       ] Generating forecast for: RYAAY
[2025-12-19T20:31:02.823967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2025-12-19T20:31:02.834887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2025-12-19T20:31:02.835229] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2025-12-19T20:31:02.835985] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2025-12-19T20:31:02.836036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:02.836229] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:02.836256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:02.836313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:02.892504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:02.893304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:02.893415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:02.893450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:03.020548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:03.020730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:03.020771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:03.020799] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:03.024656] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: DOWN (p=11.22%)
[2025-12-19T20:31:03.024939] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2025-12-19T20:31:03.025065] [INFO ] [sig       ] RYAAY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:03.166159] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RYAAY.txt
[2025-12-19T20:31:03.166312] [INFO ] [sig       ] [2783/3561] Completed RYAAY in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-19T20:31:03.166355] [INFO ] [sig       ] [2784/3561] Forecasting RYAM...
[2025-12-19T20:31:03.166385] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-12-19T20:31:03.166417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-12-19T20:31:03.177876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2025-12-19T20:31:03.178235] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-12-19T20:31:03.179063] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-12-19T20:31:03.179115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:03.179148] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:03.179176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:03.179250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:03.238385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:03.239190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:03.239271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:03.239302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:03.365324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:03.365484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:03.365524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:03.365553] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:03.372000] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: UP (p=92.02%)
[2025-12-19T20:31:03.372353] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-12-19T20:31:03.372483] [INFO ] [sig       ] RYAM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:03.516051] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RYAM.txt
[2025-12-19T20:31:03.516184] [INFO ] [sig       ] [2784/3561] Completed RYAM in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-19T20:31:03.516230] [INFO ] [sig       ] [2785/3561] Forecasting RYAN...
[2025-12-19T20:31:03.516261] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-12-19T20:31:03.516290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-12-19T20:31:03.527119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2025-12-19T20:31:03.527473] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-12-19T20:31:03.528275] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-12-19T20:31:03.528333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:03.528367] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:03.528395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:03.528451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:03.587818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:03.588635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:03.588741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:03.588776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:03.710182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:03.710336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:03.710375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:03.710403] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:03.713820] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2025-12-19T20:31:03.714099] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-12-19T20:31:03.714224] [INFO ] [sig       ] RYAN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:03.852886] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RYAN.txt
[2025-12-19T20:31:03.853014] [INFO ] [sig       ] [2785/3561] Completed RYAN in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-19T20:31:03.853054] [INFO ] [sig       ] [2786/3561] Forecasting RYI...
[2025-12-19T20:31:03.853083] [INFO ] [sig       ] Generating forecast for: RYI
[2025-12-19T20:31:03.853112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-12-19T20:31:03.864178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2025-12-19T20:31:03.864542] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-12-19T20:31:03.865319] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-12-19T20:31:03.865374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:03.865406] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:03.865433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:03.865488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:03.921127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:03.921890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:03.921971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:03.922003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:04.039662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:04.039825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:04.039863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:04.039892] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:04.043410] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: UP (p=58.08%)
[2025-12-19T20:31:04.043725] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-12-19T20:31:04.043850] [INFO ] [sig       ] RYI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:04.187184] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RYI.txt
[2025-12-19T20:31:04.187370] [INFO ] [sig       ] [2786/3561] Completed RYI in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-19T20:31:04.187410] [INFO ] [sig       ] [2787/3561] Forecasting RYN...
[2025-12-19T20:31:04.187440] [INFO ] [sig       ] Generating forecast for: RYN
[2025-12-19T20:31:04.187470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-12-19T20:31:04.199402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2025-12-19T20:31:04.199772] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-12-19T20:31:04.200529] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-12-19T20:31:04.200597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:04.200632] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:04.200659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:04.200715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:04.259554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:04.260280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:04.260361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:04.260395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:04.373477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:04.373660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:04.373699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:04.373728] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:04.377155] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-12-19T20:31:04.377442] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-12-19T20:31:04.377569] [INFO ] [sig       ] RYN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:04.515927] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RYN.txt
[2025-12-19T20:31:04.516060] [INFO ] [sig       ] [2787/3561] Completed RYN in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-19T20:31:04.516100] [INFO ] [sig       ] [2788/3561] Forecasting RYTM...
[2025-12-19T20:31:04.516129] [INFO ] [sig       ] Generating forecast for: RYTM
[2025-12-19T20:31:04.516160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2025-12-19T20:31:04.528941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2025-12-19T20:31:04.529506] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2025-12-19T20:31:04.530325] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2025-12-19T20:31:04.530378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:04.530411] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:04.530439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:04.530496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:04.588925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:04.589765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:04.589847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:04.589880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:04.713293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:04.713449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:04.713506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:04.713537] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:04.716992] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: DOWN (p=37.71%)
[2025-12-19T20:31:04.717277] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2025-12-19T20:31:04.717402] [INFO ] [sig       ] RYTM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:04.872567] [INFO ] [LOCAL     ] Saved forecast: RYTM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RYTM.txt
[2025-12-19T20:31:04.872716] [INFO ] [sig       ] [2788/3561] Completed RYTM in 0.4s | 2.90 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-19T20:31:04.872755] [INFO ] [sig       ] [2789/3561] Forecasting RZB...
[2025-12-19T20:31:04.872783] [INFO ] [sig       ] Generating forecast for: RZB
[2025-12-19T20:31:04.872813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-12-19T20:31:04.884401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2025-12-19T20:31:04.884801] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-12-19T20:31:04.885649] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-12-19T20:31:04.885704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:04.885738] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:04.885767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:04.885826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:04.942144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:04.942818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:04.942898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:04.942932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:05.063199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:05.063359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:05.063400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:05.063431] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:05.066882] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=83.67%)
[2025-12-19T20:31:05.067168] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-12-19T20:31:05.067296] [INFO ] [sig       ] RZB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:05.212859] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/RZB.txt
[2025-12-19T20:31:05.213016] [INFO ] [sig       ] [2789/3561] Completed RZB in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-19T20:31:05.213058] [INFO ] [sig       ] [2790/3561] Forecasting RZC...
[2025-12-19T20:31:05.213087] [INFO ] [sig       ] Generating forecast for: RZC
[2025-12-19T20:31:05.213116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-12-19T20:31:05.224288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2025-12-19T20:31:05.224713] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-12-19T20:31:05.225498] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-12-19T20:31:05.225551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:05.225648] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:05.225692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:05.225785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:05.287364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:05.288260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:05.288345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:05.288380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:05.412393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:05.412615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:05.412657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:05.412686] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:05.416151] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: DOWN (p=11.29%)
[2025-12-19T20:31:05.416427] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-12-19T20:31:05.416551] [INFO ] [sig       ] RZC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:05.562256] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/RZC.txt
[2025-12-19T20:31:05.562408] [INFO ] [sig       ] [2790/3561] Completed RZC in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-19T20:31:05.562446] [INFO ] [sig       ] [2791/3561] Forecasting S...
[2025-12-19T20:31:05.562477] [INFO ] [sig       ] Generating forecast for: S
[2025-12-19T20:31:05.562507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-12-19T20:31:05.574406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2025-12-19T20:31:05.574762] [INFO ] [FORECASTER] Starting predict_future for S
[2025-12-19T20:31:05.575528] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-12-19T20:31:05.575618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:05.575673] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:05.575702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:05.575761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:05.633517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:05.634237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:05.634320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:05.634354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:05.760054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:05.760213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:05.760254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:05.760284] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:05.763762] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: UP (p=88.19%)
[2025-12-19T20:31:05.764094] [INFO ] [FORECASTER] Completed predict_future for S
[2025-12-19T20:31:05.764233] [INFO ] [sig       ] S: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:05.906282] [INFO ] [LOCAL     ] Saved forecast: S	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/S.txt
[2025-12-19T20:31:05.906440] [INFO ] [sig       ] [2791/3561] Completed S in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-19T20:31:05.906481] [INFO ] [sig       ] [2792/3561] Forecasting SA...
[2025-12-19T20:31:05.906511] [INFO ] [sig       ] Generating forecast for: SA
[2025-12-19T20:31:05.906541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-12-19T20:31:05.918039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2025-12-19T20:31:05.918393] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-12-19T20:31:05.919229] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-12-19T20:31:05.919282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:05.919328] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:05.919358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:05.919416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:05.978183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:05.978894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:05.978986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:05.979027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:06.104921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:06.105074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:06.105115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:06.105145] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:06.108600] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=88.80%)
[2025-12-19T20:31:06.108886] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-12-19T20:31:06.109025] [INFO ] [sig       ] SA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:06.257150] [INFO ] [LOCAL     ] Saved forecast: SA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SA.txt
[2025-12-19T20:31:06.257312] [INFO ] [sig       ] [2792/3561] Completed SA in 0.4s | 2.90 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-19T20:31:06.257354] [INFO ] [sig       ] [2793/3561] Forecasting SAFE...
[2025-12-19T20:31:06.257386] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-12-19T20:31:06.257420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-12-19T20:31:06.269431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2025-12-19T20:31:06.269778] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-12-19T20:31:06.270554] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-12-19T20:31:06.270623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:06.270656] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:06.270682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:06.270738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:06.328229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:06.328999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:06.329082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:06.329115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:06.455329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:06.455480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:06.455518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:06.455546] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:06.459177] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=99.95%)
[2025-12-19T20:31:06.459484] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-12-19T20:31:06.459639] [INFO ] [sig       ] SAFE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:06.600515] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SAFE.txt
[2025-12-19T20:31:06.600671] [INFO ] [sig       ] [2793/3561] Completed SAFE in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-19T20:31:06.600713] [INFO ] [sig       ] [2794/3561] Forecasting SAH...
[2025-12-19T20:31:06.600742] [INFO ] [sig       ] Generating forecast for: SAH
[2025-12-19T20:31:06.600773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-12-19T20:31:06.611614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2025-12-19T20:31:06.611955] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-12-19T20:31:06.612761] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-12-19T20:31:06.612815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:06.612847] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:06.612874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:06.612930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:06.669237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:06.669935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:06.670028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:06.670068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:06.808964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:06.809117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:06.809157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:06.809186] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:06.812598] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: DOWN (p=40.50%)
[2025-12-19T20:31:06.812884] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-12-19T20:31:06.813010] [INFO ] [sig       ] SAH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:06.952627] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SAH.txt
[2025-12-19T20:31:06.952796] [INFO ] [sig       ] [2794/3561] Completed SAH in 0.4s | 2.90 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-19T20:31:06.952841] [INFO ] [sig       ] [2795/3561] Forecasting SAIA...
[2025-12-19T20:31:06.952870] [INFO ] [sig       ] Generating forecast for: SAIA
[2025-12-19T20:31:06.952900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2025-12-19T20:31:06.968208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2025-12-19T20:31:06.968738] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2025-12-19T20:31:06.969882] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2025-12-19T20:31:06.969950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:06.969996] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:06.970041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:06.970132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:07.035178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:07.036296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:07.036378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:07.036411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:07.160480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:07.160664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:07.160707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:07.160735] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:07.164129] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: DOWN (p=20.09%)
[2025-12-19T20:31:07.164435] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2025-12-19T20:31:07.164569] [INFO ] [sig       ] SAIA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:07.302424] [INFO ] [LOCAL     ] Saved forecast: SAIA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SAIA.txt
[2025-12-19T20:31:07.302551] [INFO ] [sig       ] [2795/3561] Completed SAIA in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-19T20:31:07.302607] [INFO ] [sig       ] [2796/3561] Forecasting SAIC...
[2025-12-19T20:31:07.302639] [INFO ] [sig       ] Generating forecast for: SAIC
[2025-12-19T20:31:07.302677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2025-12-19T20:31:07.313886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2025-12-19T20:31:07.314219] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2025-12-19T20:31:07.314989] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2025-12-19T20:31:07.315051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:07.315088] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:07.315120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:07.315188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:07.371146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:07.371905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:07.371987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:07.372023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:07.499201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:07.499378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:07.499422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:07.499451] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:07.502990] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: DOWN (p=11.90%)
[2025-12-19T20:31:07.503273] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2025-12-19T20:31:07.503394] [INFO ] [sig       ] SAIC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:07.641427] [INFO ] [LOCAL     ] Saved forecast: SAIC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SAIC.txt
[2025-12-19T20:31:07.641564] [INFO ] [sig       ] [2796/3561] Completed SAIC in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-19T20:31:07.641624] [INFO ] [sig       ] [2797/3561] Forecasting SAM...
[2025-12-19T20:31:07.641654] [INFO ] [sig       ] Generating forecast for: SAM
[2025-12-19T20:31:07.641683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-12-19T20:31:07.653081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2025-12-19T20:31:07.653421] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-12-19T20:31:07.654216] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-12-19T20:31:07.654269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:07.654301] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:07.654328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:07.654385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:07.710839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:07.711516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:07.711612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:07.711647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:07.832202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:07.832360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:07.832400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:07.832428] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:07.835737] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=19.00%)
[2025-12-19T20:31:07.836000] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-12-19T20:31:07.836118] [INFO ] [sig       ] SAM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:07.978742] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SAM.txt
[2025-12-19T20:31:07.978890] [INFO ] [sig       ] [2797/3561] Completed SAM in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-19T20:31:07.978929] [INFO ] [sig       ] [2798/3561] Forecasting SAMG...
[2025-12-19T20:31:07.978957] [INFO ] [sig       ] Generating forecast for: SAMG
[2025-12-19T20:31:07.978985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2025-12-19T20:31:07.990545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2025-12-19T20:31:07.990970] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2025-12-19T20:31:07.991821] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2025-12-19T20:31:07.991877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:07.991910] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:07.991936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:07.991992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:08.048955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:08.049732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:08.049813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:08.049845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:08.167192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:08.167357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:08.167395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:08.167423] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:08.171240] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: DOWN (p=25.85%)
[2025-12-19T20:31:08.171527] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2025-12-19T20:31:08.171676] [INFO ] [sig       ] SAMG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:08.313149] [INFO ] [LOCAL     ] Saved forecast: SAMG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SAMG.txt
[2025-12-19T20:31:08.313303] [INFO ] [sig       ] [2798/3561] Completed SAMG in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-19T20:31:08.313343] [INFO ] [sig       ] [2799/3561] Forecasting SAN...
[2025-12-19T20:31:08.313374] [INFO ] [sig       ] Generating forecast for: SAN
[2025-12-19T20:31:08.313405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-12-19T20:31:08.324593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2025-12-19T20:31:08.324973] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-12-19T20:31:08.325743] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-12-19T20:31:08.325794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:08.325825] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:08.325851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:08.325910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:08.381843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:08.382881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:08.382965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:08.382997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:08.506102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:08.506266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:08.506304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:08.506350] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:08.509750] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: UP (p=96.50%)
[2025-12-19T20:31:08.510040] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-12-19T20:31:08.510169] [INFO ] [sig       ] SAN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:08.676678] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SAN.txt
[2025-12-19T20:31:08.676833] [INFO ] [sig       ] [2799/3561] Completed SAN in 0.4s | 2.90 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-19T20:31:08.676873] [INFO ] [sig       ] [2800/3561] Forecasting SANA...
[2025-12-19T20:31:08.676902] [INFO ] [sig       ] Generating forecast for: SANA
[2025-12-19T20:31:08.676932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2025-12-19T20:31:08.688458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2025-12-19T20:31:08.688911] [INFO ] [FORECASTER] Starting predict_future for SANA
[2025-12-19T20:31:08.689753] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2025-12-19T20:31:08.689805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:08.689836] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:08.689863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:08.689919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:08.747362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:08.748236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:08.748349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:08.748382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:08.867339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:08.867494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:08.867533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:08.867562] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:08.870895] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: DOWN (p=4.36%)
[2025-12-19T20:31:08.871159] [INFO ] [FORECASTER] Completed predict_future for SANA
[2025-12-19T20:31:08.871275] [INFO ] [sig       ] SANA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:09.008039] [INFO ] [LOCAL     ] Saved forecast: SANA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SANA.txt
[2025-12-19T20:31:09.008174] [INFO ] [sig       ] [2800/3561] Completed SANA in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-19T20:31:09.008212] [INFO ] [sig       ] [2801/3561] Forecasting SANM...
[2025-12-19T20:31:09.008243] [INFO ] [sig       ] Generating forecast for: SANM
[2025-12-19T20:31:09.008274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2025-12-19T20:31:09.019265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2025-12-19T20:31:09.019614] [INFO ] [FORECASTER] Starting predict_future for SANM
[2025-12-19T20:31:09.020390] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2025-12-19T20:31:09.020440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:09.020472] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:09.020497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:09.020552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:09.077805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:09.078491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:09.078588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:09.078624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:09.202765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:09.202925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:09.202972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:09.203011] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:09.206415] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: DOWN (p=35.80%)
[2025-12-19T20:31:09.206700] [INFO ] [FORECASTER] Completed predict_future for SANM
[2025-12-19T20:31:09.206821] [INFO ] [sig       ] SANM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:09.346018] [INFO ] [LOCAL     ] Saved forecast: SANM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SANM.txt
[2025-12-19T20:31:09.346145] [INFO ] [sig       ] [2801/3561] Completed SANM in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-19T20:31:09.346184] [INFO ] [sig       ] [2802/3561] Forecasting SAP...
[2025-12-19T20:31:09.346214] [INFO ] [sig       ] Generating forecast for: SAP
[2025-12-19T20:31:09.346245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-12-19T20:31:09.357222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2025-12-19T20:31:09.357752] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-12-19T20:31:09.358504] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-12-19T20:31:09.358555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:09.358607] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:09.358636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:09.358709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:09.414846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:09.415500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:09.415600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:09.415635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:09.534123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:09.534272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:09.534310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:09.534338] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:09.537615] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: UP (p=91.34%)
[2025-12-19T20:31:09.537891] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-12-19T20:31:09.538010] [INFO ] [sig       ] SAP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:09.677196] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SAP.txt
[2025-12-19T20:31:09.677349] [INFO ] [sig       ] [2802/3561] Completed SAP in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-19T20:31:09.677388] [INFO ] [sig       ] [2803/3561] Forecasting SARK...
[2025-12-19T20:31:09.677418] [INFO ] [sig       ] Generating forecast for: SARK
[2025-12-19T20:31:09.677449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2025-12-19T20:31:09.689202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2025-12-19T20:31:09.689620] [INFO ] [FORECASTER] Starting predict_future for SARK
[2025-12-19T20:31:09.690424] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2025-12-19T20:31:09.690477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:09.690510] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:09.690537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:09.690634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:09.746741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:09.747360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:09.747439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:09.747471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:09.865758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:09.865910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:09.865948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:09.865976] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:09.869277] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: DOWN (p=10.52%)
[2025-12-19T20:31:09.869557] [INFO ] [FORECASTER] Completed predict_future for SARK
[2025-12-19T20:31:09.869699] [INFO ] [sig       ] SARK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:10.009477] [INFO ] [LOCAL     ] Saved forecast: SARK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SARK.txt
[2025-12-19T20:31:10.009740] [INFO ] [sig       ] [2803/3561] Completed SARK in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-19T20:31:10.009802] [INFO ] [sig       ] [2804/3561] Forecasting SATL...
[2025-12-19T20:31:10.009851] [INFO ] [sig       ] Generating forecast for: SATL
[2025-12-19T20:31:10.009897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2025-12-19T20:31:10.024220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2025-12-19T20:31:10.024703] [INFO ] [FORECASTER] Starting predict_future for SATL
[2025-12-19T20:31:10.025806] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2025-12-19T20:31:10.025875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:10.025926] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:10.025971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:10.026057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:10.082102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:10.082967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:10.083051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:10.083084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:10.198825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:10.198982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:10.199021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:10.199049] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:10.202360] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: DOWN (p=24.26%)
[2025-12-19T20:31:10.202645] [INFO ] [FORECASTER] Completed predict_future for SATL
[2025-12-19T20:31:10.202764] [INFO ] [sig       ] SATL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:10.343156] [INFO ] [LOCAL     ] Saved forecast: SATL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SATL.txt
[2025-12-19T20:31:10.343319] [INFO ] [sig       ] [2804/3561] Completed SATL in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-19T20:31:10.343361] [INFO ] [sig       ] [2805/3561] Forecasting SATS...
[2025-12-19T20:31:10.343391] [INFO ] [sig       ] Generating forecast for: SATS
[2025-12-19T20:31:10.343422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2025-12-19T20:31:10.356341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2025-12-19T20:31:10.356751] [INFO ] [FORECASTER] Starting predict_future for SATS
[2025-12-19T20:31:10.357546] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2025-12-19T20:31:10.357628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:10.357662] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:10.357690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:10.357745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:10.413269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:10.414091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:10.414176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:10.414209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:10.538832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:10.538996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:10.539034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:10.539063] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:10.542413] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: UP (p=61.54%)
[2025-12-19T20:31:10.542716] [INFO ] [FORECASTER] Completed predict_future for SATS
[2025-12-19T20:31:10.542841] [INFO ] [sig       ] SATS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:10.681323] [INFO ] [LOCAL     ] Saved forecast: SATS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SATS.txt
[2025-12-19T20:31:10.681477] [INFO ] [sig       ] [2805/3561] Completed SATS in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-19T20:31:10.681516] [INFO ] [sig       ] [2806/3561] Forecasting SAVA...
[2025-12-19T20:31:10.681547] [INFO ] [sig       ] Generating forecast for: SAVA
[2025-12-19T20:31:10.681597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2025-12-19T20:31:10.693085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2025-12-19T20:31:10.693484] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2025-12-19T20:31:10.694337] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2025-12-19T20:31:10.694398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:10.694432] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:10.694459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:10.694515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:10.767319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:10.768321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:10.768421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:10.768458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:10.888006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:10.888157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:10.888200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:10.888231] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:10.891622] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: DOWN (p=29.36%)
[2025-12-19T20:31:10.891894] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2025-12-19T20:31:10.892013] [INFO ] [sig       ] SAVA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:11.033427] [INFO ] [LOCAL     ] Saved forecast: SAVA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SAVA.txt
[2025-12-19T20:31:11.033599] [INFO ] [sig       ] [2806/3561] Completed SAVA in 0.4s | 2.90 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-19T20:31:11.033642] [INFO ] [sig       ] [2807/3561] Forecasting SB...
[2025-12-19T20:31:11.033673] [INFO ] [sig       ] Generating forecast for: SB
[2025-12-19T20:31:11.033704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-12-19T20:31:11.045363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2025-12-19T20:31:11.045761] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-12-19T20:31:11.046520] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-12-19T20:31:11.046590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:11.046649] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:11.046678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:11.046735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:11.101960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:11.102848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:11.102931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:11.102964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:11.218016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:11.218168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:11.218206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:11.218235] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:11.221635] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=18.82%)
[2025-12-19T20:31:11.221909] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-12-19T20:31:11.222030] [INFO ] [sig       ] SB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:11.362006] [INFO ] [LOCAL     ] Saved forecast: SB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SB.txt
[2025-12-19T20:31:11.362168] [INFO ] [sig       ] [2807/3561] Completed SB in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-19T20:31:11.362209] [INFO ] [sig       ] [2808/3561] Forecasting SBAC...
[2025-12-19T20:31:11.362240] [INFO ] [sig       ] Generating forecast for: SBAC
[2025-12-19T20:31:11.362271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2025-12-19T20:31:11.374505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2025-12-19T20:31:11.374935] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2025-12-19T20:31:11.375732] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2025-12-19T20:31:11.375787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:11.375819] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:11.375845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:11.375900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:11.431909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:11.432777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:11.432862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:11.432894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:11.554156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:11.554317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:11.554357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:11.554385] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:11.557773] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: DOWN (p=40.94%)
[2025-12-19T20:31:11.558083] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2025-12-19T20:31:11.558219] [INFO ] [sig       ] SBAC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:11.703816] [INFO ] [LOCAL     ] Saved forecast: SBAC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SBAC.txt
[2025-12-19T20:31:11.703993] [INFO ] [sig       ] [2808/3561] Completed SBAC in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-19T20:31:11.704033] [INFO ] [sig       ] [2809/3561] Forecasting SBCF...
[2025-12-19T20:31:11.704065] [INFO ] [sig       ] Generating forecast for: SBCF
[2025-12-19T20:31:11.704103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2025-12-19T20:31:11.716408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2025-12-19T20:31:11.716843] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2025-12-19T20:31:11.717877] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2025-12-19T20:31:11.717930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:11.717962] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:11.717989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:11.718044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:11.784553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:11.785468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:11.785566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:11.785627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:11.908434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:11.908613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:11.908653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:11.908696] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:11.912469] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: DOWN (p=4.62%)
[2025-12-19T20:31:11.912755] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2025-12-19T20:31:11.912877] [INFO ] [sig       ] SBCF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:12.052273] [INFO ] [LOCAL     ] Saved forecast: SBCF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SBCF.txt
[2025-12-19T20:31:12.052395] [INFO ] [sig       ] [2809/3561] Completed SBCF in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-19T20:31:12.052433] [INFO ] [sig       ] [2810/3561] Forecasting SBFM...
[2025-12-19T20:31:12.052463] [INFO ] [sig       ] Generating forecast for: SBFM
[2025-12-19T20:31:12.052494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2025-12-19T20:31:12.065484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2025-12-19T20:31:12.065855] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2025-12-19T20:31:12.066618] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2025-12-19T20:31:12.066668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:12.066699] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:12.066725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:12.066780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:12.126221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:12.126930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:12.127009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:12.127041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:12.248378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:12.248532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:12.248585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:12.248647] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:12.252159] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: UP (p=85.71%)
[2025-12-19T20:31:12.252459] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2025-12-19T20:31:12.252604] [INFO ] [sig       ] SBFM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:12.392996] [INFO ] [LOCAL     ] Saved forecast: SBFM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SBFM.txt
[2025-12-19T20:31:12.393117] [INFO ] [sig       ] [2810/3561] Completed SBFM in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-19T20:31:12.393158] [INFO ] [sig       ] [2811/3561] Forecasting SBGI...
[2025-12-19T20:31:12.393189] [INFO ] [sig       ] Generating forecast for: SBGI
[2025-12-19T20:31:12.393219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2025-12-19T20:31:12.405061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2025-12-19T20:31:12.405388] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2025-12-19T20:31:12.406159] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2025-12-19T20:31:12.406222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:12.406259] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:12.406288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:12.406342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:12.462735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:12.463650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:12.463744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:12.463775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:12.581646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:12.581809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:12.581849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:12.581878] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:12.585265] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: DOWN (p=14.52%)
[2025-12-19T20:31:12.585550] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2025-12-19T20:31:12.585696] [INFO ] [sig       ] SBGI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:12.722983] [INFO ] [LOCAL     ] Saved forecast: SBGI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SBGI.txt
[2025-12-19T20:31:12.723157] [INFO ] [sig       ] [2811/3561] Completed SBGI in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-19T20:31:12.723206] [INFO ] [sig       ] [2812/3561] Forecasting SBH...
[2025-12-19T20:31:12.723241] [INFO ] [sig       ] Generating forecast for: SBH
[2025-12-19T20:31:12.723277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-12-19T20:31:12.734769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2025-12-19T20:31:12.735176] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-12-19T20:31:12.735968] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-12-19T20:31:12.736020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:12.736051] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:12.736077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:12.736132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:12.791490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:12.792372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:12.792459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:12.792490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:12.917073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:12.917263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:12.917309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:12.917341] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:12.920748] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: UP (p=68.86%)
[2025-12-19T20:31:12.921039] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-12-19T20:31:12.921166] [INFO ] [sig       ] SBH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:13.061063] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SBH.txt
[2025-12-19T20:31:13.061208] [INFO ] [sig       ] [2812/3561] Completed SBH in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-19T20:31:13.061247] [INFO ] [sig       ] [2813/3561] Forecasting SBI...
[2025-12-19T20:31:13.061278] [INFO ] [sig       ] Generating forecast for: SBI
[2025-12-19T20:31:13.061309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-12-19T20:31:13.073249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2025-12-19T20:31:13.073583] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-12-19T20:31:13.074316] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-12-19T20:31:13.074367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:13.074399] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:13.074426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:13.074482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:13.131424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:13.132035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:13.132111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:13.132143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:13.247091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:13.247231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:13.247267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:13.247295] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:13.250893] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=48.19%)
[2025-12-19T20:31:13.251206] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-12-19T20:31:13.251344] [INFO ] [sig       ] SBI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:13.391819] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SBI.txt
[2025-12-19T20:31:13.391944] [INFO ] [sig       ] [2813/3561] Completed SBI in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-19T20:31:13.391981] [INFO ] [sig       ] [2814/3561] Forecasting SBLK...
[2025-12-19T20:31:13.392010] [INFO ] [sig       ] Generating forecast for: SBLK
[2025-12-19T20:31:13.392039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2025-12-19T20:31:13.403749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2025-12-19T20:31:13.404076] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2025-12-19T20:31:13.404843] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2025-12-19T20:31:13.404894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:13.404925] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:13.404951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:13.405007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:13.462642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:13.463356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:13.463433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:13.463465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:13.584847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:13.585019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:13.585058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:13.585086] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:13.588375] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: UP (p=84.25%)
[2025-12-19T20:31:13.588657] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2025-12-19T20:31:13.588828] [INFO ] [sig       ] SBLK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:13.733367] [INFO ] [LOCAL     ] Saved forecast: SBLK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SBLK.txt
[2025-12-19T20:31:13.733517] [INFO ] [sig       ] [2814/3561] Completed SBLK in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-19T20:31:13.733559] [INFO ] [sig       ] [2815/3561] Forecasting SBRA...
[2025-12-19T20:31:13.733608] [INFO ] [sig       ] Generating forecast for: SBRA
[2025-12-19T20:31:13.733639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2025-12-19T20:31:13.746370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2025-12-19T20:31:13.746741] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2025-12-19T20:31:13.747480] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2025-12-19T20:31:13.747532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:13.747565] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:13.747616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:13.747672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:13.804751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:13.805415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:13.805493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:13.805525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:13.930533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:13.930711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:13.930749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:13.930777] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:13.934154] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: UP (p=63.36%)
[2025-12-19T20:31:13.934429] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2025-12-19T20:31:13.934552] [INFO ] [sig       ] SBRA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:14.077934] [INFO ] [LOCAL     ] Saved forecast: SBRA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SBRA.txt
[2025-12-19T20:31:14.078062] [INFO ] [sig       ] [2815/3561] Completed SBRA in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-19T20:31:14.078100] [INFO ] [sig       ] [2816/3561] Forecasting SBS...
[2025-12-19T20:31:14.078129] [INFO ] [sig       ] Generating forecast for: SBS
[2025-12-19T20:31:14.078159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-12-19T20:31:14.089809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2025-12-19T20:31:14.090130] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-12-19T20:31:14.090919] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-12-19T20:31:14.090970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:14.091014] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:14.091041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:14.091097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:14.148219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:14.148845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:14.148923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:14.148955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:14.279650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:14.279799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:14.279836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:14.279864] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:14.283151] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: UP (p=95.27%)
[2025-12-19T20:31:14.283415] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-12-19T20:31:14.283545] [INFO ] [sig       ] SBS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:14.422808] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SBS.txt
[2025-12-19T20:31:14.422940] [INFO ] [sig       ] [2816/3561] Completed SBS in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-19T20:31:14.422978] [INFO ] [sig       ] [2817/3561] Forecasting SBSI...
[2025-12-19T20:31:14.423007] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-12-19T20:31:14.423036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-12-19T20:31:14.434894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2025-12-19T20:31:14.435246] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-12-19T20:31:14.436013] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-12-19T20:31:14.436065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:14.436096] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:14.436123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:14.436179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:14.493014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:14.493748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:14.493872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:14.493906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:14.611279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:14.611653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:14.611693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:14.611721] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:14.615209] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: UP (p=85.13%)
[2025-12-19T20:31:14.615668] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-12-19T20:31:14.615789] [INFO ] [sig       ] SBSI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:14.754319] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SBSI.txt
[2025-12-19T20:31:14.754445] [INFO ] [sig       ] [2817/3561] Completed SBSI in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-19T20:31:14.754484] [INFO ] [sig       ] [2818/3561] Forecasting SBUX...
[2025-12-19T20:31:14.754515] [INFO ] [sig       ] Generating forecast for: SBUX
[2025-12-19T20:31:14.754544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2025-12-19T20:31:14.766084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2025-12-19T20:31:14.766439] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2025-12-19T20:31:14.767222] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2025-12-19T20:31:14.767285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:14.767322] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:14.767354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:14.767408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:14.825278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:14.826037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:14.826122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:14.826159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:14.953727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:14.953886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:14.953924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:14.953954] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:14.957232] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: UP (p=70.17%)
[2025-12-19T20:31:14.957501] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2025-12-19T20:31:14.957636] [INFO ] [sig       ] SBUX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:15.101528] [INFO ] [LOCAL     ] Saved forecast: SBUX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SBUX.txt
[2025-12-19T20:31:15.101680] [INFO ] [sig       ] [2818/3561] Completed SBUX in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-19T20:31:15.101719] [INFO ] [sig       ] [2819/3561] Forecasting SCD...
[2025-12-19T20:31:15.101749] [INFO ] [sig       ] Generating forecast for: SCD
[2025-12-19T20:31:15.101778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-12-19T20:31:15.114052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2025-12-19T20:31:15.114412] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-12-19T20:31:15.115164] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-12-19T20:31:15.115215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:15.115247] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:15.115273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:15.115329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:15.173459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:15.174091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:15.174167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:15.174199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:15.293813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:15.293972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:15.294012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:15.294041] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:15.297381] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=55.33%)
[2025-12-19T20:31:15.297678] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-12-19T20:31:15.297804] [INFO ] [sig       ] SCD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:15.439269] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SCD.txt
[2025-12-19T20:31:15.439401] [INFO ] [sig       ] [2819/3561] Completed SCD in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-19T20:31:15.439445] [INFO ] [sig       ] [2820/3561] Forecasting SCHL...
[2025-12-19T20:31:15.439711] [INFO ] [sig       ] Generating forecast for: SCHL
[2025-12-19T20:31:15.439742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2025-12-19T20:31:15.451895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2025-12-19T20:31:15.452230] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2025-12-19T20:31:15.452980] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2025-12-19T20:31:15.453032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:15.453072] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:15.453098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:15.453158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:15.509487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:15.510157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:15.510237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:15.510270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:15.633282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:15.633431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:15.633483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:15.633512] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:15.636799] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: UP (p=50.95%)
[2025-12-19T20:31:15.637063] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2025-12-19T20:31:15.637185] [INFO ] [sig       ] SCHL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:15.775103] [INFO ] [LOCAL     ] Saved forecast: SCHL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SCHL.txt
[2025-12-19T20:31:15.775260] [INFO ] [sig       ] [2820/3561] Completed SCHL in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-19T20:31:15.775306] [INFO ] [sig       ] [2821/3561] Forecasting SCI...
[2025-12-19T20:31:15.775343] [INFO ] [sig       ] Generating forecast for: SCI
[2025-12-19T20:31:15.775375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-12-19T20:31:15.787857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2025-12-19T20:31:15.788275] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-12-19T20:31:15.789124] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-12-19T20:31:15.789176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:15.789207] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:15.789234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:15.789293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:15.846153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:15.847039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:15.847121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:15.847153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:15.963935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:15.964101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:15.964141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:15.964169] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:15.967588] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: DOWN (p=31.66%)
[2025-12-19T20:31:15.967889] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-12-19T20:31:15.968038] [INFO ] [sig       ] SCI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:16.109689] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SCI.txt
[2025-12-19T20:31:16.109845] [INFO ] [sig       ] [2821/3561] Completed SCI in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-19T20:31:16.109886] [INFO ] [sig       ] [2822/3561] Forecasting SCL...
[2025-12-19T20:31:16.109915] [INFO ] [sig       ] Generating forecast for: SCL
[2025-12-19T20:31:16.109946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-12-19T20:31:16.122216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2025-12-19T20:31:16.122611] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-12-19T20:31:16.123355] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-12-19T20:31:16.123406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:16.123438] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:16.123465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:16.123521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:16.181968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:16.182829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:16.182911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:16.182945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:16.297760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:16.297907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:16.297945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:16.297972] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:16.301233] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=37.99%)
[2025-12-19T20:31:16.301494] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-12-19T20:31:16.301634] [INFO ] [sig       ] SCL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:16.437755] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SCL.txt
[2025-12-19T20:31:16.437873] [INFO ] [sig       ] [2822/3561] Completed SCL in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-19T20:31:16.437911] [INFO ] [sig       ] [2823/3561] Forecasting SCLX...
[2025-12-19T20:31:16.437939] [INFO ] [sig       ] Generating forecast for: SCLX
[2025-12-19T20:31:16.437969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCLX' from 'https://tdm.silogroup.org/data/derivative_storage/SCLX.csv'.
[2025-12-19T20:31:16.450170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCLX'.
[2025-12-19T20:31:16.450502] [INFO ] [FORECASTER] Starting predict_future for SCLX
[2025-12-19T20:31:16.451258] [DEBUG] [LOCAL     ] No optimal features file found for SCLX: ./output/feature-sets/SCLX.txt
[2025-12-19T20:31:16.451308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:16.451340] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:16.451366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:16.451422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:16.508102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:16.508923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:16.509004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:16.509038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:16.626101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:16.626241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:16.626279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:16.626324] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:16.629669] [DEBUG] [FORECASTER] SCLX: Forecast T+1@11:T+2@11: UP (p=84.55%)
[2025-12-19T20:31:16.629936] [INFO ] [FORECASTER] Completed predict_future for SCLX
[2025-12-19T20:31:16.630055] [INFO ] [sig       ] SCLX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:16.768778] [INFO ] [LOCAL     ] Saved forecast: SCLX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SCLX.txt
[2025-12-19T20:31:16.768908] [INFO ] [sig       ] [2823/3561] Completed SCLX in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-19T20:31:16.768947] [INFO ] [sig       ] [2824/3561] Forecasting SCM...
[2025-12-19T20:31:16.768975] [INFO ] [sig       ] Generating forecast for: SCM
[2025-12-19T20:31:16.769004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-12-19T20:31:16.780203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2025-12-19T20:31:16.780538] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-12-19T20:31:16.781296] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-12-19T20:31:16.781347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:16.781403] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:16.781432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:16.781488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:16.837893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:16.838685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:16.838765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:16.838799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:16.957082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:16.957236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:16.957278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:16.957306] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:16.960777] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=88.58%)
[2025-12-19T20:31:16.961053] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-12-19T20:31:16.961174] [INFO ] [sig       ] SCM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:17.100663] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SCM.txt
[2025-12-19T20:31:17.100790] [INFO ] [sig       ] [2824/3561] Completed SCM in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-19T20:31:17.100828] [INFO ] [sig       ] [2825/3561] Forecasting SCSC...
[2025-12-19T20:31:17.100858] [INFO ] [sig       ] Generating forecast for: SCSC
[2025-12-19T20:31:17.100888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2025-12-19T20:31:17.112703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2025-12-19T20:31:17.113049] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2025-12-19T20:31:17.113975] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2025-12-19T20:31:17.114025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:17.114056] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:17.114081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:17.114136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:17.179069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:17.180130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:17.180252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:17.180304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:17.307047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:17.307196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:17.307239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:17.307267] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:17.310608] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: UP (p=89.43%)
[2025-12-19T20:31:17.310876] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2025-12-19T20:31:17.310997] [INFO ] [sig       ] SCSC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:17.449727] [INFO ] [LOCAL     ] Saved forecast: SCSC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SCSC.txt
[2025-12-19T20:31:17.449881] [INFO ] [sig       ] [2825/3561] Completed SCSC in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-19T20:31:17.449922] [INFO ] [sig       ] [2826/3561] Forecasting SCVL...
[2025-12-19T20:31:17.449952] [INFO ] [sig       ] Generating forecast for: SCVL
[2025-12-19T20:31:17.449983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2025-12-19T20:31:17.461618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2025-12-19T20:31:17.462016] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2025-12-19T20:31:17.463107] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2025-12-19T20:31:17.463164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:17.463198] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:17.463225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:17.463282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:17.522958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:17.523984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:17.524064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:17.524096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:17.645795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:17.645944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:17.645982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:17.646009] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:17.649305] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: DOWN (p=18.97%)
[2025-12-19T20:31:17.649595] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2025-12-19T20:31:17.649715] [INFO ] [sig       ] SCVL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:17.788617] [INFO ] [LOCAL     ] Saved forecast: SCVL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SCVL.txt
[2025-12-19T20:31:17.788773] [INFO ] [sig       ] [2826/3561] Completed SCVL in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-19T20:31:17.788812] [INFO ] [sig       ] [2827/3561] Forecasting SCZ...
[2025-12-19T20:31:17.788842] [INFO ] [sig       ] Generating forecast for: SCZ
[2025-12-19T20:31:17.788872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2025-12-19T20:31:17.799697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2025-12-19T20:31:17.800041] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2025-12-19T20:31:17.800846] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2025-12-19T20:31:17.800898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:17.800930] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:17.800969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:17.801026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:17.857758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:17.858412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:17.858493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:17.858526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:17.976453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:17.976619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:17.976658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:17.976717] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:17.980027] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: DOWN (p=41.76%)
[2025-12-19T20:31:17.980301] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2025-12-19T20:31:17.980436] [INFO ] [sig       ] SCZ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:18.117747] [INFO ] [LOCAL     ] Saved forecast: SCZ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SCZ.txt
[2025-12-19T20:31:18.117874] [INFO ] [sig       ] [2827/3561] Completed SCZ in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-19T20:31:18.117912] [INFO ] [sig       ] [2828/3561] Forecasting SD...
[2025-12-19T20:31:18.117941] [INFO ] [sig       ] Generating forecast for: SD
[2025-12-19T20:31:18.117971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-12-19T20:31:18.128784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2025-12-19T20:31:18.129129] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-12-19T20:31:18.129941] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-12-19T20:31:18.129992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:18.130024] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:18.130051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:18.130106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:18.187318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:18.187994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:18.188073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:18.188106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:18.309308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:18.309447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:18.309487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:18.309514] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:18.312837] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=42.26%)
[2025-12-19T20:31:18.313105] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-12-19T20:31:18.313226] [INFO ] [sig       ] SD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:18.460295] [INFO ] [LOCAL     ] Saved forecast: SD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SD.txt
[2025-12-19T20:31:18.460493] [INFO ] [sig       ] [2828/3561] Completed SD in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-19T20:31:18.460556] [INFO ] [sig       ] [2829/3561] Forecasting SDA...
[2025-12-19T20:31:18.460625] [INFO ] [sig       ] Generating forecast for: SDA
[2025-12-19T20:31:18.460673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2025-12-19T20:31:18.473417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2025-12-19T20:31:18.473859] [INFO ] [FORECASTER] Starting predict_future for SDA
[2025-12-19T20:31:18.474741] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2025-12-19T20:31:18.474795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:18.474828] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:18.474857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:18.474916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:18.532394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:18.533210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:18.533290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:18.533323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:18.650499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:18.650658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:18.650697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:18.650726] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:18.653978] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: UP (p=91.21%)
[2025-12-19T20:31:18.654239] [INFO ] [FORECASTER] Completed predict_future for SDA
[2025-12-19T20:31:18.654359] [INFO ] [sig       ] SDA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:18.796728] [INFO ] [LOCAL     ] Saved forecast: SDA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SDA.txt
[2025-12-19T20:31:18.796849] [INFO ] [sig       ] [2829/3561] Completed SDA in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-19T20:31:18.796888] [INFO ] [sig       ] [2830/3561] Forecasting SDHY...
[2025-12-19T20:31:18.796917] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-12-19T20:31:18.796947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-12-19T20:31:18.808460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2025-12-19T20:31:18.808841] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-12-19T20:31:18.809649] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-12-19T20:31:18.809702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:18.809735] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:18.809763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:18.809822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:18.865685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:18.866276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:18.866355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:18.866388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:18.986984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:18.987138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:18.987178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:18.987210] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:18.990616] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: UP (p=83.65%)
[2025-12-19T20:31:18.990890] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-12-19T20:31:18.991020] [INFO ] [sig       ] SDHY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:19.133181] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SDHY.txt
[2025-12-19T20:31:19.133313] [INFO ] [sig       ] [2830/3561] Completed SDHY in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-19T20:31:19.133352] [INFO ] [sig       ] [2831/3561] Forecasting SDRL...
[2025-12-19T20:31:19.133380] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-12-19T20:31:19.133418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-12-19T20:31:19.145230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2025-12-19T20:31:19.145608] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-12-19T20:31:19.146410] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-12-19T20:31:19.146464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:19.146497] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:19.146524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:19.146604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:19.204014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:19.204668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:19.204744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:19.204776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:19.322185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:19.322330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:19.322369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:19.322397] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:19.325712] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-19T20:31:19.325988] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-12-19T20:31:19.326110] [INFO ] [sig       ] SDRL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:19.465636] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SDRL.txt
[2025-12-19T20:31:19.465798] [INFO ] [sig       ] [2831/3561] Completed SDRL in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-19T20:31:19.465842] [INFO ] [sig       ] [2832/3561] Forecasting SDVY...
[2025-12-19T20:31:19.465873] [INFO ] [sig       ] Generating forecast for: SDVY
[2025-12-19T20:31:19.465906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2025-12-19T20:31:19.477486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2025-12-19T20:31:19.477906] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2025-12-19T20:31:19.478777] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2025-12-19T20:31:19.478831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:19.478863] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:19.478891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:19.478948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:19.544783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:19.545678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:19.545767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:19.545804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:19.668726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:19.668893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:19.668936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:19.668967] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:19.672467] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: UP (p=60.56%)
[2025-12-19T20:31:19.672799] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2025-12-19T20:31:19.672931] [INFO ] [sig       ] SDVY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:19.813721] [INFO ] [LOCAL     ] Saved forecast: SDVY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SDVY.txt
[2025-12-19T20:31:19.813884] [INFO ] [sig       ] [2832/3561] Completed SDVY in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-19T20:31:19.813926] [INFO ] [sig       ] [2833/3561] Forecasting SE...
[2025-12-19T20:31:19.813956] [INFO ] [sig       ] Generating forecast for: SE
[2025-12-19T20:31:19.813986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-12-19T20:31:19.825414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2025-12-19T20:31:19.825813] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-12-19T20:31:19.826595] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-12-19T20:31:19.826647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:19.826679] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:19.826706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:19.826762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:19.883935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:19.884745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:19.884828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:19.884863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:20.010107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:20.010271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:20.010310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:20.010343] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:20.013765] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: UP (p=99.68%)
[2025-12-19T20:31:20.014070] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-12-19T20:31:20.014198] [INFO ] [sig       ] SE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:20.152621] [INFO ] [LOCAL     ] Saved forecast: SE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SE.txt
[2025-12-19T20:31:20.152762] [INFO ] [sig       ] [2833/3561] Completed SE in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-19T20:31:20.152802] [INFO ] [sig       ] [2834/3561] Forecasting SEDG...
[2025-12-19T20:31:20.152831] [INFO ] [sig       ] Generating forecast for: SEDG
[2025-12-19T20:31:20.152861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2025-12-19T20:31:20.164177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2025-12-19T20:31:20.164605] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2025-12-19T20:31:20.165384] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2025-12-19T20:31:20.165436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:20.165468] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:20.165496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:20.165551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:20.222094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:20.222949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:20.223090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:20.223141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:20.344682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:20.344837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:20.344878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:20.344907] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:20.348389] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2025-12-19T20:31:20.348737] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2025-12-19T20:31:20.348870] [INFO ] [sig       ] SEDG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:20.506153] [INFO ] [LOCAL     ] Saved forecast: SEDG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SEDG.txt
[2025-12-19T20:31:20.506314] [INFO ] [sig       ] [2834/3561] Completed SEDG in 0.4s | 2.90 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-19T20:31:20.506355] [INFO ] [sig       ] [2835/3561] Forecasting SEE...
[2025-12-19T20:31:20.506384] [INFO ] [sig       ] Generating forecast for: SEE
[2025-12-19T20:31:20.506415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-12-19T20:31:20.519062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2025-12-19T20:31:20.519442] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-12-19T20:31:20.520241] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-12-19T20:31:20.520293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:20.520327] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:20.520358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:20.520414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:20.577916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:20.578895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:20.578985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:20.579018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:20.716436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:20.716617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:20.716659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:20.716689] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:20.720126] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-12-19T20:31:20.720427] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-12-19T20:31:20.720554] [INFO ] [sig       ] SEE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:20.863654] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SEE.txt
[2025-12-19T20:31:20.863815] [INFO ] [sig       ] [2835/3561] Completed SEE in 0.4s | 2.90 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-19T20:31:20.863855] [INFO ] [sig       ] [2836/3561] Forecasting SEIC...
[2025-12-19T20:31:20.863885] [INFO ] [sig       ] Generating forecast for: SEIC
[2025-12-19T20:31:20.863917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2025-12-19T20:31:20.874989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2025-12-19T20:31:20.875318] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2025-12-19T20:31:20.876109] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2025-12-19T20:31:20.876161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:20.876193] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:20.876219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:20.876275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:20.934131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:20.935057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:20.935147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:20.935182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:21.058372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:21.058530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:21.058569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:21.058619] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:21.062048] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: DOWN (p=25.83%)
[2025-12-19T20:31:21.062315] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2025-12-19T20:31:21.062443] [INFO ] [sig       ] SEIC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:21.207681] [INFO ] [LOCAL     ] Saved forecast: SEIC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SEIC.txt
[2025-12-19T20:31:21.207833] [INFO ] [sig       ] [2836/3561] Completed SEIC in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-19T20:31:21.207873] [INFO ] [sig       ] [2837/3561] Forecasting SELF...
[2025-12-19T20:31:21.207903] [INFO ] [sig       ] Generating forecast for: SELF
[2025-12-19T20:31:21.207932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2025-12-19T20:31:21.218630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2025-12-19T20:31:21.218983] [INFO ] [FORECASTER] Starting predict_future for SELF
[2025-12-19T20:31:21.219761] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2025-12-19T20:31:21.219814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:21.219846] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:21.219873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:21.219930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:21.277019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:21.277922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:21.278012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:21.278044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:21.386664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:21.386818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:21.386858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:21.386887] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:21.390295] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: DOWN (p=11.70%)
[2025-12-19T20:31:21.390559] [INFO ] [FORECASTER] Completed predict_future for SELF
[2025-12-19T20:31:21.390698] [INFO ] [sig       ] SELF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:21.530800] [INFO ] [LOCAL     ] Saved forecast: SELF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SELF.txt
[2025-12-19T20:31:21.530998] [INFO ] [sig       ] [2837/3561] Completed SELF in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-19T20:31:21.531039] [INFO ] [sig       ] [2838/3561] Forecasting SEM...
[2025-12-19T20:31:21.531068] [INFO ] [sig       ] Generating forecast for: SEM
[2025-12-19T20:31:21.531099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-12-19T20:31:21.542710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2025-12-19T20:31:21.543094] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-12-19T20:31:21.543875] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-12-19T20:31:21.543927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:21.543959] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:21.543986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:21.544042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:21.601044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:21.601927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:21.602020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:21.602053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:21.723459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:21.723644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:21.723684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:21.723714] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:21.727152] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=48.47%)
[2025-12-19T20:31:21.727464] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-12-19T20:31:21.727618] [INFO ] [sig       ] SEM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:21.867994] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SEM.txt
[2025-12-19T20:31:21.868146] [INFO ] [sig       ] [2838/3561] Completed SEM in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-19T20:31:21.868186] [INFO ] [sig       ] [2839/3561] Forecasting SENEA...
[2025-12-19T20:31:21.868215] [INFO ] [sig       ] Generating forecast for: SENEA
[2025-12-19T20:31:21.868245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2025-12-19T20:31:21.879040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2025-12-19T20:31:21.879372] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2025-12-19T20:31:21.880329] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2025-12-19T20:31:21.880380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:21.880410] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:21.880437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:21.880492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:21.936248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:21.937122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:21.937205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:21.937238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:22.053198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:22.053354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:22.053395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:22.053424] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:22.056960] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: DOWN (p=1.71%)
[2025-12-19T20:31:22.057268] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2025-12-19T20:31:22.057406] [INFO ] [sig       ] SENEA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:22.199091] [INFO ] [LOCAL     ] Saved forecast: SENEA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SENEA.txt
[2025-12-19T20:31:22.199228] [INFO ] [sig       ] [2839/3561] Completed SENEA in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-19T20:31:22.199269] [INFO ] [sig       ] [2840/3561] Forecasting SENS...
[2025-12-19T20:31:22.199299] [INFO ] [sig       ] Generating forecast for: SENS
[2025-12-19T20:31:22.199329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2025-12-19T20:31:22.210915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2025-12-19T20:31:22.211266] [INFO ] [FORECASTER] Starting predict_future for SENS
[2025-12-19T20:31:22.212075] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2025-12-19T20:31:22.212139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:22.212181] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:22.212223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:22.212283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:22.269106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:22.269741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:22.269818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:22.269850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:22.390625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:22.390792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:22.390832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:22.390862] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:22.394357] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: DOWN (p=0.22%)
[2025-12-19T20:31:22.394675] [INFO ] [FORECASTER] Completed predict_future for SENS
[2025-12-19T20:31:22.394806] [INFO ] [sig       ] SENS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:22.533649] [INFO ] [LOCAL     ] Saved forecast: SENS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SENS.txt
[2025-12-19T20:31:22.533776] [INFO ] [sig       ] [2840/3561] Completed SENS in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-19T20:31:22.533815] [INFO ] [sig       ] [2841/3561] Forecasting SERA...
[2025-12-19T20:31:22.533844] [INFO ] [sig       ] Generating forecast for: SERA
[2025-12-19T20:31:22.533873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2025-12-19T20:31:22.544197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2025-12-19T20:31:22.544554] [INFO ] [FORECASTER] Starting predict_future for SERA
[2025-12-19T20:31:22.545323] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2025-12-19T20:31:22.545373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:22.545431] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:22.545460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:22.545516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:22.600393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:22.601002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:22.601078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:22.601111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:22.718317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:22.718468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:22.718505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:22.718533] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:22.721876] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: DOWN (p=6.13%)
[2025-12-19T20:31:22.722145] [INFO ] [FORECASTER] Completed predict_future for SERA
[2025-12-19T20:31:22.722263] [INFO ] [sig       ] SERA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:22.861625] [INFO ] [LOCAL     ] Saved forecast: SERA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SERA.txt
[2025-12-19T20:31:22.861760] [INFO ] [sig       ] [2841/3561] Completed SERA in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-19T20:31:22.861800] [INFO ] [sig       ] [2842/3561] Forecasting SES...
[2025-12-19T20:31:22.861830] [INFO ] [sig       ] Generating forecast for: SES
[2025-12-19T20:31:22.861859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-12-19T20:31:22.873133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2025-12-19T20:31:22.873463] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-12-19T20:31:22.874229] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-12-19T20:31:22.874280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:22.874311] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:22.874338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:22.874393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:22.931553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:22.932184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:22.932263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:22.932294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:23.052748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:23.052901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:23.052938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:23.052967] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:23.056304] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: DOWN (p=36.94%)
[2025-12-19T20:31:23.056611] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-12-19T20:31:23.056741] [INFO ] [sig       ] SES: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:23.192197] [INFO ] [LOCAL     ] Saved forecast: SES	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SES.txt
[2025-12-19T20:31:23.192351] [INFO ] [sig       ] [2842/3561] Completed SES in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-19T20:31:23.192392] [INFO ] [sig       ] [2843/3561] Forecasting SEVN...
[2025-12-19T20:31:23.192421] [INFO ] [sig       ] Generating forecast for: SEVN
[2025-12-19T20:31:23.192452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2025-12-19T20:31:23.204706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2025-12-19T20:31:23.205109] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2025-12-19T20:31:23.205908] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2025-12-19T20:31:23.205960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:23.205992] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:23.206019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:23.206074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:23.264819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:23.265711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:23.265798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:23.265831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:23.385645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:23.385803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:23.385841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:23.385870] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:23.389441] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2025-12-19T20:31:23.389787] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2025-12-19T20:31:23.389922] [INFO ] [sig       ] SEVN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:23.536526] [INFO ] [LOCAL     ] Saved forecast: SEVN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SEVN.txt
[2025-12-19T20:31:23.536886] [INFO ] [sig       ] [2843/3561] Completed SEVN in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-19T20:31:23.536927] [INFO ] [sig       ] [2844/3561] Forecasting SEZL...
[2025-12-19T20:31:23.536961] [INFO ] [sig       ] Generating forecast for: SEZL
[2025-12-19T20:31:23.536991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2025-12-19T20:31:23.548159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2025-12-19T20:31:23.548487] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2025-12-19T20:31:23.549479] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2025-12-19T20:31:23.549531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:23.549563] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:23.549621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:23.549682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:23.608452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:23.609317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:23.609403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:23.609438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:23.724042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:23.724200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:23.724238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:23.724300] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:23.728697] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: DOWN (p=2.59%)
[2025-12-19T20:31:23.729006] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2025-12-19T20:31:23.729143] [INFO ] [sig       ] SEZL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:23.868018] [INFO ] [LOCAL     ] Saved forecast: SEZL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SEZL.txt
[2025-12-19T20:31:23.868172] [INFO ] [sig       ] [2844/3561] Completed SEZL in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-19T20:31:23.868213] [INFO ] [sig       ] [2845/3561] Forecasting SF...
[2025-12-19T20:31:23.868241] [INFO ] [sig       ] Generating forecast for: SF
[2025-12-19T20:31:23.868271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-12-19T20:31:23.881204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2025-12-19T20:31:23.881648] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-12-19T20:31:23.882449] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-12-19T20:31:23.882502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:23.882535] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:23.882563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:23.882640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:23.944959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:23.945879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:23.945994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:23.946034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:24.073936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:24.074086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:24.074124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:24.074153] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:24.077570] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: UP (p=94.45%)
[2025-12-19T20:31:24.078048] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-12-19T20:31:24.078167] [INFO ] [sig       ] SF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:24.218207] [INFO ] [LOCAL     ] Saved forecast: SF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SF.txt
[2025-12-19T20:31:24.218335] [INFO ] [sig       ] [2845/3561] Completed SF in 0.4s | 2.90 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-19T20:31:24.218374] [INFO ] [sig       ] [2846/3561] Forecasting SFB...
[2025-12-19T20:31:24.218403] [INFO ] [sig       ] Generating forecast for: SFB
[2025-12-19T20:31:24.218432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-12-19T20:31:24.229224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2025-12-19T20:31:24.229526] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-12-19T20:31:24.230274] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-12-19T20:31:24.230325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:24.230356] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:24.230382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:24.230438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:24.285211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:24.285814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:24.285891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:24.285922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:24.396305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:24.396444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:24.396482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:24.396510] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:24.399837] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: UP (p=60.15%)
[2025-12-19T20:31:24.400103] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-12-19T20:31:24.400221] [INFO ] [sig       ] SFB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:24.540927] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SFB.txt
[2025-12-19T20:31:24.541055] [INFO ] [sig       ] [2846/3561] Completed SFB in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-19T20:31:24.541093] [INFO ] [sig       ] [2847/3561] Forecasting SFBS...
[2025-12-19T20:31:24.541122] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-12-19T20:31:24.541153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-12-19T20:31:24.553950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2025-12-19T20:31:24.554269] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-12-19T20:31:24.555029] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-12-19T20:31:24.555080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:24.555112] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:24.555138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:24.555193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:24.612053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:24.612971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:24.613060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:24.613093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:24.737502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:24.737677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:24.737760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:24.737791] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:24.741150] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: DOWN (p=0.52%)
[2025-12-19T20:31:24.741435] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-12-19T20:31:24.741558] [INFO ] [sig       ] SFBS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:24.886811] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SFBS.txt
[2025-12-19T20:31:24.886950] [INFO ] [sig       ] [2847/3561] Completed SFBS in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-19T20:31:24.886989] [INFO ] [sig       ] [2848/3561] Forecasting SFIX...
[2025-12-19T20:31:24.887018] [INFO ] [sig       ] Generating forecast for: SFIX
[2025-12-19T20:31:24.887046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2025-12-19T20:31:24.898788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2025-12-19T20:31:24.899135] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2025-12-19T20:31:24.899910] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2025-12-19T20:31:24.899961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:24.899993] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:24.900020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:24.900075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:24.955367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:24.956254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:24.956342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:24.956374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:25.072421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:25.072597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:25.072638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:25.072666] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:25.075952] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: UP (p=99.38%)
[2025-12-19T20:31:25.076218] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2025-12-19T20:31:25.076336] [INFO ] [sig       ] SFIX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:25.212841] [INFO ] [LOCAL     ] Saved forecast: SFIX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SFIX.txt
[2025-12-19T20:31:25.212979] [INFO ] [sig       ] [2848/3561] Completed SFIX in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-19T20:31:25.213018] [INFO ] [sig       ] [2849/3561] Forecasting SFL...
[2025-12-19T20:31:25.213048] [INFO ] [sig       ] Generating forecast for: SFL
[2025-12-19T20:31:25.213079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-12-19T20:31:25.224653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2025-12-19T20:31:25.225027] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-12-19T20:31:25.225991] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-12-19T20:31:25.226043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:25.226073] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:25.226100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:25.226155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:25.282080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:25.282907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:25.282993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:25.283026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:25.405608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:25.405961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:25.406000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:25.406029] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:25.409965] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2025-12-19T20:31:25.410243] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-12-19T20:31:25.410365] [INFO ] [sig       ] SFL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:25.554792] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SFL.txt
[2025-12-19T20:31:25.554918] [INFO ] [sig       ] [2849/3561] Completed SFL in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-19T20:31:25.554956] [INFO ] [sig       ] [2850/3561] Forecasting SFLO...
[2025-12-19T20:31:25.554984] [INFO ] [sig       ] Generating forecast for: SFLO
[2025-12-19T20:31:25.555013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2025-12-19T20:31:25.567433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2025-12-19T20:31:25.567863] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2025-12-19T20:31:25.568841] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2025-12-19T20:31:25.568894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:25.568926] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:25.568952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:25.569008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:25.631072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:25.632115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:25.632198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:25.632230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:25.752318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:25.752466] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-19T20:31:25.752504] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:25.752532] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:25.755779] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: UP (p=61.77%)
[2025-12-19T20:31:25.756055] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2025-12-19T20:31:25.756173] [INFO ] [sig       ] SFLO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:25.891965] [INFO ] [LOCAL     ] Saved forecast: SFLO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SFLO.txt
[2025-12-19T20:31:25.892094] [INFO ] [sig       ] [2850/3561] Completed SFLO in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-19T20:31:25.892133] [INFO ] [sig       ] [2851/3561] Forecasting SFM...
[2025-12-19T20:31:25.892163] [INFO ] [sig       ] Generating forecast for: SFM
[2025-12-19T20:31:25.892193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2025-12-19T20:31:25.903759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2025-12-19T20:31:25.904079] [INFO ] [FORECASTER] Starting predict_future for SFM
[2025-12-19T20:31:25.904869] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2025-12-19T20:31:25.904922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:25.904964] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:25.904993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:25.905050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:25.961292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:25.961956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:25.962060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:25.962120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:26.085928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:26.086083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:26.086122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:26.086151] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:26.090543] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: UP (p=82.13%)
[2025-12-19T20:31:26.091031] [INFO ] [FORECASTER] Completed predict_future for SFM
[2025-12-19T20:31:26.091207] [INFO ] [sig       ] SFM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:26.225753] [INFO ] [LOCAL     ] Saved forecast: SFM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SFM.txt
[2025-12-19T20:31:26.225870] [INFO ] [sig       ] [2851/3561] Completed SFM in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-19T20:31:26.225906] [INFO ] [sig       ] [2852/3561] Forecasting SFNC...
[2025-12-19T20:31:26.225935] [INFO ] [sig       ] Generating forecast for: SFNC
[2025-12-19T20:31:26.225963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2025-12-19T20:31:26.238836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2025-12-19T20:31:26.239278] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2025-12-19T20:31:26.240104] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2025-12-19T20:31:26.240172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:26.240207] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:26.240233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:26.240289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:26.299098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:26.300038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:26.300128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:26.300161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:26.426344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:26.426522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:26.426562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:26.426613] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:26.430241] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: UP (p=91.20%)
[2025-12-19T20:31:26.430606] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2025-12-19T20:31:26.430747] [INFO ] [sig       ] SFNC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:26.568556] [INFO ] [LOCAL     ] Saved forecast: SFNC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SFNC.txt
[2025-12-19T20:31:26.568739] [INFO ] [sig       ] [2852/3561] Completed SFNC in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-19T20:31:26.568784] [INFO ] [sig       ] [2853/3561] Forecasting SG...
[2025-12-19T20:31:26.568814] [INFO ] [sig       ] Generating forecast for: SG
[2025-12-19T20:31:26.568845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-12-19T20:31:26.580138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2025-12-19T20:31:26.580499] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-12-19T20:31:26.581283] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-12-19T20:31:26.581335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:26.581367] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:26.581395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:26.581452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:26.638492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:26.639262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:26.639345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:26.639378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:26.762859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:26.763010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:26.763048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:26.763076] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:26.766354] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=0.64%)
[2025-12-19T20:31:26.766637] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-12-19T20:31:26.766759] [INFO ] [sig       ] SG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:26.907256] [INFO ] [LOCAL     ] Saved forecast: SG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SG.txt
[2025-12-19T20:31:26.907386] [INFO ] [sig       ] [2853/3561] Completed SG in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-19T20:31:26.907424] [INFO ] [sig       ] [2854/3561] Forecasting SGBX...
[2025-12-19T20:31:26.907454] [INFO ] [sig       ] Generating forecast for: SGBX
[2025-12-19T20:31:26.907483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'.
[2025-12-19T20:31:26.919489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGBX'.
[2025-12-19T20:31:26.919884] [INFO ] [FORECASTER] Starting predict_future for SGBX
[2025-12-19T20:31:26.920789] [DEBUG] [LOCAL     ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt
[2025-12-19T20:31:26.920844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:26.920877] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:26.920905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:26.920961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:26.978421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:26.979105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:26.979185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:26.979218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:27.098123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:27.098274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:27.098311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:27.098340] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:27.101774] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: UP (p=87.21%)
[2025-12-19T20:31:27.102047] [INFO ] [FORECASTER] Completed predict_future for SGBX
[2025-12-19T20:31:27.102165] [INFO ] [sig       ] SGBX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:27.239218] [INFO ] [LOCAL     ] Saved forecast: SGBX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SGBX.txt
[2025-12-19T20:31:27.239405] [INFO ] [sig       ] [2854/3561] Completed SGBX in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-19T20:31:27.239471] [INFO ] [sig       ] [2855/3561] Forecasting SGC...
[2025-12-19T20:31:27.239522] [INFO ] [sig       ] Generating forecast for: SGC
[2025-12-19T20:31:27.239568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2025-12-19T20:31:27.251606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2025-12-19T20:31:27.251967] [INFO ] [FORECASTER] Starting predict_future for SGC
[2025-12-19T20:31:27.252751] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2025-12-19T20:31:27.252804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:27.252837] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:27.252865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:27.252921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:27.309970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:27.310660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:27.310737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:27.310768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:27.431157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:27.431304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:27.431342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:27.431370] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:27.434675] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: UP (p=81.12%)
[2025-12-19T20:31:27.434940] [INFO ] [FORECASTER] Completed predict_future for SGC
[2025-12-19T20:31:27.435062] [INFO ] [sig       ] SGC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:27.572939] [INFO ] [LOCAL     ] Saved forecast: SGC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SGC.txt
[2025-12-19T20:31:27.573081] [INFO ] [sig       ] [2855/3561] Completed SGC in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-19T20:31:27.573123] [INFO ] [sig       ] [2856/3561] Forecasting SGHC...
[2025-12-19T20:31:27.573152] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-12-19T20:31:27.573182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-12-19T20:31:27.586077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2025-12-19T20:31:27.586422] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-12-19T20:31:27.587182] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-12-19T20:31:27.587232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:27.587263] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:27.587289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:27.587345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:27.643461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:27.644134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:27.644210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:27.644241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:27.766505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:27.766673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:27.766712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:27.766740] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:27.770044] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: DOWN (p=33.52%)
[2025-12-19T20:31:27.770326] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-12-19T20:31:27.770447] [INFO ] [sig       ] SGHC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:27.909352] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SGHC.txt
[2025-12-19T20:31:27.909501] [INFO ] [sig       ] [2856/3561] Completed SGHC in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-19T20:31:27.909542] [INFO ] [sig       ] [2857/3561] Forecasting SGRY...
[2025-12-19T20:31:27.909589] [INFO ] [sig       ] Generating forecast for: SGRY
[2025-12-19T20:31:27.909623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2025-12-19T20:31:27.921398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2025-12-19T20:31:27.921793] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2025-12-19T20:31:27.922597] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2025-12-19T20:31:27.922652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:27.922686] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:27.922716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:27.922773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:27.980440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:27.981316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:27.981403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:27.981438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:28.103064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:28.103221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:28.103260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:28.103290] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:28.106624] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: UP (p=71.13%)
[2025-12-19T20:31:28.106900] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2025-12-19T20:31:28.107023] [INFO ] [sig       ] SGRY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:28.245609] [INFO ] [LOCAL     ] Saved forecast: SGRY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SGRY.txt
[2025-12-19T20:31:28.245969] [INFO ] [sig       ] [2857/3561] Completed SGRY in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-19T20:31:28.246010] [INFO ] [sig       ] [2858/3561] Forecasting SHAK...
[2025-12-19T20:31:28.246044] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-12-19T20:31:28.246076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-12-19T20:31:28.257709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2025-12-19T20:31:28.258097] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-12-19T20:31:28.259115] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-12-19T20:31:28.259168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:28.259228] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:28.259259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:28.259323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:28.316968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:28.317820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:28.317904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:28.317938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:28.439968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:28.440120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:28.440159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:28.440229] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:28.443510] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: DOWN (p=6.77%)
[2025-12-19T20:31:28.443797] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-12-19T20:31:28.443915] [INFO ] [sig       ] SHAK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:28.582782] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SHAK.txt
[2025-12-19T20:31:28.582930] [INFO ] [sig       ] [2858/3561] Completed SHAK in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-19T20:31:28.582972] [INFO ] [sig       ] [2859/3561] Forecasting SHBI...
[2025-12-19T20:31:28.583003] [INFO ] [sig       ] Generating forecast for: SHBI
[2025-12-19T20:31:28.583034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2025-12-19T20:31:28.593901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2025-12-19T20:31:28.594239] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2025-12-19T20:31:28.595006] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2025-12-19T20:31:28.595056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:28.595087] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:28.595114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:28.595170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:28.652300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:28.653243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:28.653327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:28.653358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:28.775630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:28.775792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:28.775830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:28.775859] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:28.779222] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: DOWN (p=49.26%)
[2025-12-19T20:31:28.779510] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2025-12-19T20:31:28.779661] [INFO ] [sig       ] SHBI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:28.918998] [INFO ] [LOCAL     ] Saved forecast: SHBI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SHBI.txt
[2025-12-19T20:31:28.919156] [INFO ] [sig       ] [2859/3561] Completed SHBI in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-19T20:31:28.919196] [INFO ] [sig       ] [2860/3561] Forecasting SHC...
[2025-12-19T20:31:28.919226] [INFO ] [sig       ] Generating forecast for: SHC
[2025-12-19T20:31:28.919256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2025-12-19T20:31:28.930984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2025-12-19T20:31:28.931355] [INFO ] [FORECASTER] Starting predict_future for SHC
[2025-12-19T20:31:28.932127] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2025-12-19T20:31:28.932178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:28.932210] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:28.932235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:28.932290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:28.988167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:28.989035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:28.989115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:28.989166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:29.106831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:29.106986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:29.107026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:29.107055] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:29.110433] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: DOWN (p=2.25%)
[2025-12-19T20:31:29.110733] [INFO ] [FORECASTER] Completed predict_future for SHC
[2025-12-19T20:31:29.110856] [INFO ] [sig       ] SHC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:29.248189] [INFO ] [LOCAL     ] Saved forecast: SHC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SHC.txt
[2025-12-19T20:31:29.248338] [INFO ] [sig       ] [2860/3561] Completed SHC in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-19T20:31:29.248378] [INFO ] [sig       ] [2861/3561] Forecasting SHCO...
[2025-12-19T20:31:29.248407] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-12-19T20:31:29.248439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-12-19T20:31:29.259932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHCO'.
[2025-12-19T20:31:29.260301] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-12-19T20:31:29.261062] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-12-19T20:31:29.261113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:29.261143] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:29.261168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:29.261223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:29.316461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:29.317283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:29.317370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:29.317402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:29.439219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:29.439379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:29.439418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:29.439480] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:29.442814] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2025-12-19T20:31:29.443095] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-12-19T20:31:29.443222] [INFO ] [sig       ] SHCO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:29.579082] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SHCO.txt
[2025-12-19T20:31:29.579229] [INFO ] [sig       ] [2861/3561] Completed SHCO in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-19T20:31:29.579269] [INFO ] [sig       ] [2862/3561] Forecasting SHEL...
[2025-12-19T20:31:29.579299] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-12-19T20:31:29.579330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-12-19T20:31:29.590452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2025-12-19T20:31:29.590822] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-12-19T20:31:29.591564] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-12-19T20:31:29.591640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:29.591672] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:29.591712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:29.591768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:29.650601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:29.651615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:29.651743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:29.651778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:29.770822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:29.770975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:29.771025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:29.771065] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:29.774451] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: UP (p=59.61%)
[2025-12-19T20:31:29.774745] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-12-19T20:31:29.774864] [INFO ] [sig       ] SHEL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:29.911090] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SHEL.txt
[2025-12-19T20:31:29.911230] [INFO ] [sig       ] [2862/3561] Completed SHEL in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-19T20:31:29.911271] [INFO ] [sig       ] [2863/3561] Forecasting SHEN...
[2025-12-19T20:31:29.911300] [INFO ] [sig       ] Generating forecast for: SHEN
[2025-12-19T20:31:29.911329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2025-12-19T20:31:29.922925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2025-12-19T20:31:29.923269] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2025-12-19T20:31:29.924026] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2025-12-19T20:31:29.924077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:29.924109] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:29.924135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:29.924191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:29.979180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:29.979852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:29.979931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:29.979964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:30.098668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:30.098825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:30.098864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:30.098893] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:30.102252] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: DOWN (p=23.38%)
[2025-12-19T20:31:30.102525] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2025-12-19T20:31:30.102673] [INFO ] [sig       ] SHEN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:30.239084] [INFO ] [LOCAL     ] Saved forecast: SHEN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SHEN.txt
[2025-12-19T20:31:30.239217] [INFO ] [sig       ] [2863/3561] Completed SHEN in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-19T20:31:30.239257] [INFO ] [sig       ] [2864/3561] Forecasting SHFS...
[2025-12-19T20:31:30.239285] [INFO ] [sig       ] Generating forecast for: SHFS
[2025-12-19T20:31:30.239315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'.
[2025-12-19T20:31:30.250627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHFS'.
[2025-12-19T20:31:30.250975] [INFO ] [FORECASTER] Starting predict_future for SHFS
[2025-12-19T20:31:30.251759] [DEBUG] [LOCAL     ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt
[2025-12-19T20:31:30.251811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:30.251843] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:30.251869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:30.251924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:30.307785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:30.308629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:30.308726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:30.308758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:30.421226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:30.421377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:30.421414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:30.421442] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:30.424740] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: UP (p=88.67%)
[2025-12-19T20:31:30.425010] [INFO ] [FORECASTER] Completed predict_future for SHFS
[2025-12-19T20:31:30.425126] [INFO ] [sig       ] SHFS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:30.561647] [INFO ] [LOCAL     ] Saved forecast: SHFS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SHFS.txt
[2025-12-19T20:31:30.561789] [INFO ] [sig       ] [2864/3561] Completed SHFS in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-19T20:31:30.561829] [INFO ] [sig       ] [2865/3561] Forecasting SHG...
[2025-12-19T20:31:30.561858] [INFO ] [sig       ] Generating forecast for: SHG
[2025-12-19T20:31:30.561888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-12-19T20:31:30.572849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2025-12-19T20:31:30.573193] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-12-19T20:31:30.573984] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-12-19T20:31:30.574035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:30.574066] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:30.574092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:30.574146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:30.628623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:30.629266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:30.629345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:30.629376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:30.752200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:30.752352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:30.752391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:30.752420] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:30.755798] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=51.91%)
[2025-12-19T20:31:30.756073] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-12-19T20:31:30.756193] [INFO ] [sig       ] SHG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:30.893752] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SHG.txt
[2025-12-19T20:31:30.893899] [INFO ] [sig       ] [2865/3561] Completed SHG in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-19T20:31:30.893938] [INFO ] [sig       ] [2866/3561] Forecasting SHIP...
[2025-12-19T20:31:30.893967] [INFO ] [sig       ] Generating forecast for: SHIP
[2025-12-19T20:31:30.894006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2025-12-19T20:31:30.905622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2025-12-19T20:31:30.905980] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2025-12-19T20:31:30.906774] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2025-12-19T20:31:30.906827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:30.906859] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:30.906885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:30.906941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:30.964057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:30.964876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:30.964956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:30.964990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:31.086205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:31.086358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:31.086396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:31.086424] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:31.089761] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: UP (p=50.13%)
[2025-12-19T20:31:31.090034] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2025-12-19T20:31:31.090155] [INFO ] [sig       ] SHIP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:31.229059] [INFO ] [LOCAL     ] Saved forecast: SHIP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SHIP.txt
[2025-12-19T20:31:31.229190] [INFO ] [sig       ] [2866/3561] Completed SHIP in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-19T20:31:31.229248] [INFO ] [sig       ] [2867/3561] Forecasting SHLS...
[2025-12-19T20:31:31.229279] [INFO ] [sig       ] Generating forecast for: SHLS
[2025-12-19T20:31:31.229309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2025-12-19T20:31:31.240342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2025-12-19T20:31:31.240687] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2025-12-19T20:31:31.241416] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2025-12-19T20:31:31.241466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:31.241496] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:31.241523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:31.241600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:31.298441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:31.299173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:31.299252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:31.299284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:31.420583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:31.420736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:31.420776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:31.420804] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:31.424148] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: UP (p=69.85%)
[2025-12-19T20:31:31.424424] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2025-12-19T20:31:31.424545] [INFO ] [sig       ] SHLS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:31.565449] [INFO ] [LOCAL     ] Saved forecast: SHLS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SHLS.txt
[2025-12-19T20:31:31.565615] [INFO ] [sig       ] [2867/3561] Completed SHLS in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-19T20:31:31.565657] [INFO ] [sig       ] [2868/3561] Forecasting SHO...
[2025-12-19T20:31:31.565686] [INFO ] [sig       ] Generating forecast for: SHO
[2025-12-19T20:31:31.565716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-12-19T20:31:31.576732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2025-12-19T20:31:31.577103] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-12-19T20:31:31.577901] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-12-19T20:31:31.577953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:31.577985] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:31.578013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:31.578070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:31.639082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:31.639919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:31.640035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:31.640068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:31.761380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:31.761538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:31.761599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:31.761633] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:31.765110] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: UP (p=74.28%)
[2025-12-19T20:31:31.765388] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-12-19T20:31:31.765508] [INFO ] [sig       ] SHO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:31.907185] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SHO.txt
[2025-12-19T20:31:31.907320] [INFO ] [sig       ] [2868/3561] Completed SHO in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-19T20:31:31.907359] [INFO ] [sig       ] [2869/3561] Forecasting SHOC...
[2025-12-19T20:31:31.907389] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-12-19T20:31:31.907419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-12-19T20:31:31.918892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2025-12-19T20:31:31.919242] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-12-19T20:31:31.920031] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-12-19T20:31:31.920082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:31.920113] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:31.920140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:31.920196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:31.975904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:31.976538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:31.976633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:31.976666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:32.091644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:32.091815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:32.091855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:32.091884] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:32.095623] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-12-19T20:31:32.095966] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-12-19T20:31:32.096132] [INFO ] [sig       ] SHOC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:32.234178] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SHOC.txt
[2025-12-19T20:31:32.234322] [INFO ] [sig       ] [2869/3561] Completed SHOC in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-19T20:31:32.234363] [INFO ] [sig       ] [2870/3561] Forecasting SHOO...
[2025-12-19T20:31:32.234393] [INFO ] [sig       ] Generating forecast for: SHOO
[2025-12-19T20:31:32.234424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2025-12-19T20:31:32.245851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2025-12-19T20:31:32.246182] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2025-12-19T20:31:32.246960] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2025-12-19T20:31:32.247011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:32.247042] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:32.247068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:32.247122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:32.304685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:32.305470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:32.305553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:32.305600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:32.428107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:32.428256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:32.428293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:32.428322] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:32.431667] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: DOWN (p=11.06%)
[2025-12-19T20:31:32.431937] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2025-12-19T20:31:32.432055] [INFO ] [sig       ] SHOO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:32.569117] [INFO ] [LOCAL     ] Saved forecast: SHOO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SHOO.txt
[2025-12-19T20:31:32.569249] [INFO ] [sig       ] [2870/3561] Completed SHOO in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-19T20:31:32.569289] [INFO ] [sig       ] [2871/3561] Forecasting SHOP...
[2025-12-19T20:31:32.569317] [INFO ] [sig       ] Generating forecast for: SHOP
[2025-12-19T20:31:32.569347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2025-12-19T20:31:32.581490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2025-12-19T20:31:32.581891] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2025-12-19T20:31:32.582676] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2025-12-19T20:31:32.582728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:32.582761] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:32.582789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:32.582848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:32.638159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:32.638797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:32.638874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:32.638907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:32.764402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:32.764588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:32.764633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:32.764667] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:32.768245] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: UP (p=93.46%)
[2025-12-19T20:31:32.768518] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2025-12-19T20:31:32.768677] [INFO ] [sig       ] SHOP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:32.905051] [INFO ] [LOCAL     ] Saved forecast: SHOP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SHOP.txt
[2025-12-19T20:31:32.905201] [INFO ] [sig       ] [2871/3561] Completed SHOP in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-19T20:31:32.905241] [INFO ] [sig       ] [2872/3561] Forecasting SHY...
[2025-12-19T20:31:32.905271] [INFO ] [sig       ] Generating forecast for: SHY
[2025-12-19T20:31:32.905301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2025-12-19T20:31:32.917280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2025-12-19T20:31:32.917717] [INFO ] [FORECASTER] Starting predict_future for SHY
[2025-12-19T20:31:32.918510] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2025-12-19T20:31:32.918564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:32.918637] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:32.918693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:32.918754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:32.976568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:32.977289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:32.977372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:32.977405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:33.099337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:33.099491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:33.099532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:33.099560] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:33.103273] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=88.91%)
[2025-12-19T20:31:33.103547] [INFO ] [FORECASTER] Completed predict_future for SHY
[2025-12-19T20:31:33.103717] [INFO ] [sig       ] SHY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:33.244930] [INFO ] [LOCAL     ] Saved forecast: SHY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SHY.txt
[2025-12-19T20:31:33.245070] [INFO ] [sig       ] [2872/3561] Completed SHY in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-19T20:31:33.245119] [INFO ] [sig       ] [2873/3561] Forecasting SIBN...
[2025-12-19T20:31:33.245148] [INFO ] [sig       ] Generating forecast for: SIBN
[2025-12-19T20:31:33.245179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2025-12-19T20:31:33.257020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2025-12-19T20:31:33.257388] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2025-12-19T20:31:33.258190] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2025-12-19T20:31:33.258245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:33.258277] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:33.258309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:33.258368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:33.317172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:33.317852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:33.317932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:33.317966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:33.439826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:33.439977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:33.440015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:33.440042] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:33.443322] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-12-19T20:31:33.443627] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2025-12-19T20:31:33.443761] [INFO ] [sig       ] SIBN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:33.582000] [INFO ] [LOCAL     ] Saved forecast: SIBN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SIBN.txt
[2025-12-19T20:31:33.582137] [INFO ] [sig       ] [2873/3561] Completed SIBN in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-19T20:31:33.582178] [INFO ] [sig       ] [2874/3561] Forecasting SID...
[2025-12-19T20:31:33.582208] [INFO ] [sig       ] Generating forecast for: SID
[2025-12-19T20:31:33.582239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-12-19T20:31:33.594627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2025-12-19T20:31:33.594992] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-12-19T20:31:33.595786] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-12-19T20:31:33.595837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:33.595868] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:33.595894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:33.595949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:33.651489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:33.652308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:33.652389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:33.652423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:33.770618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:33.770773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:33.770811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:33.770840] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:33.774146] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: UP (p=92.09%)
[2025-12-19T20:31:33.774411] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-12-19T20:31:33.774531] [INFO ] [sig       ] SID: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:33.910419] [INFO ] [LOCAL     ] Saved forecast: SID	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SID.txt
[2025-12-19T20:31:33.910552] [INFO ] [sig       ] [2874/3561] Completed SID in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-19T20:31:33.910611] [INFO ] [sig       ] [2875/3561] Forecasting SIEB...
[2025-12-19T20:31:33.910644] [INFO ] [sig       ] Generating forecast for: SIEB
[2025-12-19T20:31:33.910675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2025-12-19T20:31:33.921668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2025-12-19T20:31:33.922032] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2025-12-19T20:31:33.922818] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2025-12-19T20:31:33.922884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:33.922943] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:33.922974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:33.923032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:33.978423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:33.979109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:33.979188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:33.979219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:34.095534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:34.095707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:34.095746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:34.095775] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:34.099087] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: UP (p=82.57%)
[2025-12-19T20:31:34.099353] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2025-12-19T20:31:34.099475] [INFO ] [sig       ] SIEB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:34.236000] [INFO ] [LOCAL     ] Saved forecast: SIEB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SIEB.txt
[2025-12-19T20:31:34.236134] [INFO ] [sig       ] [2875/3561] Completed SIEB in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-19T20:31:34.236174] [INFO ] [sig       ] [2876/3561] Forecasting SIFY...
[2025-12-19T20:31:34.236203] [INFO ] [sig       ] Generating forecast for: SIFY
[2025-12-19T20:31:34.236233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2025-12-19T20:31:34.248234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2025-12-19T20:31:34.248656] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2025-12-19T20:31:34.249474] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2025-12-19T20:31:34.249525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:34.249557] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:34.249603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:34.249661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:34.307032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:34.307922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:34.308005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:34.308038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:34.424873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:34.425045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:34.425084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:34.425113] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:34.428747] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: UP (p=56.74%)
[2025-12-19T20:31:34.429118] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2025-12-19T20:31:34.429262] [INFO ] [sig       ] SIFY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:34.572897] [INFO ] [LOCAL     ] Saved forecast: SIFY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SIFY.txt
[2025-12-19T20:31:34.573061] [INFO ] [sig       ] [2876/3561] Completed SIFY in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-19T20:31:34.573102] [INFO ] [sig       ] [2877/3561] Forecasting SIG...
[2025-12-19T20:31:34.573131] [INFO ] [sig       ] Generating forecast for: SIG
[2025-12-19T20:31:34.573160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-12-19T20:31:34.584490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2025-12-19T20:31:34.584880] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-12-19T20:31:34.585674] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-12-19T20:31:34.585725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:34.585758] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:34.585785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:34.585840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:34.643941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:34.644789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:34.644871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:34.644905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:34.761987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:34.762122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:34.762160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:34.762188] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:34.765512] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: UP (p=66.81%)
[2025-12-19T20:31:34.765805] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-12-19T20:31:34.765926] [INFO ] [sig       ] SIG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:34.901021] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SIG.txt
[2025-12-19T20:31:34.901142] [INFO ] [sig       ] [2877/3561] Completed SIG in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-19T20:31:34.901180] [INFO ] [sig       ] [2878/3561] Forecasting SIGA...
[2025-12-19T20:31:34.901209] [INFO ] [sig       ] Generating forecast for: SIGA
[2025-12-19T20:31:34.901238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2025-12-19T20:31:34.912226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2025-12-19T20:31:34.912551] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2025-12-19T20:31:34.913329] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2025-12-19T20:31:34.913380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:34.913412] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:34.913438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:34.913494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:34.968323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:34.968939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:34.969015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:34.969048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:35.089424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:35.089600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:35.089640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:35.089700] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:35.092977] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: DOWN (p=46.71%)
[2025-12-19T20:31:35.093245] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2025-12-19T20:31:35.093366] [INFO ] [sig       ] SIGA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:35.233392] [INFO ] [LOCAL     ] Saved forecast: SIGA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SIGA.txt
[2025-12-19T20:31:35.233547] [INFO ] [sig       ] [2878/3561] Completed SIGA in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-19T20:31:35.233614] [INFO ] [sig       ] [2879/3561] Forecasting SIGI...
[2025-12-19T20:31:35.233646] [INFO ] [sig       ] Generating forecast for: SIGI
[2025-12-19T20:31:35.233677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2025-12-19T20:31:35.244533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2025-12-19T20:31:35.244871] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2025-12-19T20:31:35.245638] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2025-12-19T20:31:35.245688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:35.245721] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:35.245748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:35.245803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:35.300501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:35.301136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:35.301213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:35.301245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:35.419125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:35.419284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:35.419321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:35.419351] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:35.422634] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: UP (p=62.49%)
[2025-12-19T20:31:35.422907] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2025-12-19T20:31:35.423029] [INFO ] [sig       ] SIGI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:35.559969] [INFO ] [LOCAL     ] Saved forecast: SIGI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SIGI.txt
[2025-12-19T20:31:35.560093] [INFO ] [sig       ] [2879/3561] Completed SIGI in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-19T20:31:35.560132] [INFO ] [sig       ] [2880/3561] Forecasting SII...
[2025-12-19T20:31:35.560160] [INFO ] [sig       ] Generating forecast for: SII
[2025-12-19T20:31:35.560190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-12-19T20:31:35.571005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2025-12-19T20:31:35.571345] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-12-19T20:31:35.572145] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-12-19T20:31:35.572196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:35.572226] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:35.572252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:35.572308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:35.629029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:35.629718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:35.629811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:35.629845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:35.745504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:35.745671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:35.745716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:35.745745] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:35.749053] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: DOWN (p=7.51%)
[2025-12-19T20:31:35.749341] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-12-19T20:31:35.749463] [INFO ] [sig       ] SII: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:35.884335] [INFO ] [LOCAL     ] Saved forecast: SII	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SII.txt
[2025-12-19T20:31:35.884464] [INFO ] [sig       ] [2880/3561] Completed SII in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-19T20:31:35.884503] [INFO ] [sig       ] [2881/3561] Forecasting SIMO...
[2025-12-19T20:31:35.884530] [INFO ] [sig       ] Generating forecast for: SIMO
[2025-12-19T20:31:35.884560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2025-12-19T20:31:35.901385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2025-12-19T20:31:35.901778] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2025-12-19T20:31:35.902534] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2025-12-19T20:31:35.902600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:35.902644] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:35.902672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:35.902732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:35.957391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:35.958066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:35.958181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:35.958215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:36.075669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:36.075824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:36.075862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:36.075890] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:36.079209] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=95.19%)
[2025-12-19T20:31:36.079475] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2025-12-19T20:31:36.079611] [INFO ] [sig       ] SIMO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:36.268741] [INFO ] [LOCAL     ] Saved forecast: SIMO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SIMO.txt
[2025-12-19T20:31:36.268881] [INFO ] [sig       ] [2881/3561] Completed SIMO in 0.4s | 2.90 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-19T20:31:36.268919] [INFO ] [sig       ] [2882/3561] Forecasting SIRI...
[2025-12-19T20:31:36.268948] [INFO ] [sig       ] Generating forecast for: SIRI
[2025-12-19T20:31:36.268977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2025-12-19T20:31:36.280426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2025-12-19T20:31:36.280792] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2025-12-19T20:31:36.281549] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2025-12-19T20:31:36.281622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:36.281656] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:36.281683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:36.281751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:36.336346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:36.336994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:36.337073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:36.337105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:36.457830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:36.457989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:36.458046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:36.458085] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:36.461547] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: UP (p=64.62%)
[2025-12-19T20:31:36.461839] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2025-12-19T20:31:36.461965] [INFO ] [sig       ] SIRI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:36.597644] [INFO ] [LOCAL     ] Saved forecast: SIRI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SIRI.txt
[2025-12-19T20:31:36.597779] [INFO ] [sig       ] [2882/3561] Completed SIRI in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-19T20:31:36.597820] [INFO ] [sig       ] [2883/3561] Forecasting SITC...
[2025-12-19T20:31:36.597849] [INFO ] [sig       ] Generating forecast for: SITC
[2025-12-19T20:31:36.597878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-12-19T20:31:36.608803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2025-12-19T20:31:36.609149] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-12-19T20:31:36.609909] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-12-19T20:31:36.609960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:36.609992] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:36.610019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:36.610073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:36.665258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:36.665928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:36.666005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:36.666037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:36.786902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:36.787057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:36.787095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:36.787123] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:36.790440] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: DOWN (p=20.30%)
[2025-12-19T20:31:36.790721] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-12-19T20:31:36.790841] [INFO ] [sig       ] SITC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:36.927488] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SITC.txt
[2025-12-19T20:31:36.927623] [INFO ] [sig       ] [2883/3561] Completed SITC in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-19T20:31:36.927663] [INFO ] [sig       ] [2884/3561] Forecasting SITE...
[2025-12-19T20:31:36.927691] [INFO ] [sig       ] Generating forecast for: SITE
[2025-12-19T20:31:36.927721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-12-19T20:31:36.940391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2025-12-19T20:31:36.940720] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-12-19T20:31:36.941493] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-12-19T20:31:36.941544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:36.941597] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:36.941627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:36.941683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:36.998149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:36.998809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:36.998897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:36.998930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:37.114322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:37.114456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:37.114493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:37.114522] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:37.117789] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: UP (p=81.47%)
[2025-12-19T20:31:37.118054] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-12-19T20:31:37.118173] [INFO ] [sig       ] SITE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:37.255125] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SITE.txt
[2025-12-19T20:31:37.255234] [INFO ] [sig       ] [2884/3561] Completed SITE in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-19T20:31:37.255272] [INFO ] [sig       ] [2885/3561] Forecasting SITM...
[2025-12-19T20:31:37.255301] [INFO ] [sig       ] Generating forecast for: SITM
[2025-12-19T20:31:37.255330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2025-12-19T20:31:37.267204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2025-12-19T20:31:37.267519] [INFO ] [FORECASTER] Starting predict_future for SITM
[2025-12-19T20:31:37.268262] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2025-12-19T20:31:37.268313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:37.268344] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:37.268372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:37.268427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:37.323796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:37.324381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:37.324481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:37.324514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:37.447213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:37.447338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:37.447376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:37.447403] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:37.450731] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: UP (p=82.14%)
[2025-12-19T20:31:37.450993] [INFO ] [FORECASTER] Completed predict_future for SITM
[2025-12-19T20:31:37.451113] [INFO ] [sig       ] SITM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:37.587762] [INFO ] [LOCAL     ] Saved forecast: SITM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SITM.txt
[2025-12-19T20:31:37.587876] [INFO ] [sig       ] [2885/3561] Completed SITM in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-19T20:31:37.587913] [INFO ] [sig       ] [2886/3561] Forecasting SIXG...
[2025-12-19T20:31:37.587944] [INFO ] [sig       ] Generating forecast for: SIXG
[2025-12-19T20:31:37.587973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2025-12-19T20:31:37.599747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2025-12-19T20:31:37.600049] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2025-12-19T20:31:37.600814] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2025-12-19T20:31:37.600864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:37.600910] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:37.600937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:37.600993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:37.656046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:37.656640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:37.656716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:37.656747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:37.771808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:37.771952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:37.771988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:37.772016] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:37.775262] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: DOWN (p=24.99%)
[2025-12-19T20:31:37.775524] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2025-12-19T20:31:37.775670] [INFO ] [sig       ] SIXG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:37.912172] [INFO ] [LOCAL     ] Saved forecast: SIXG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SIXG.txt
[2025-12-19T20:31:37.912292] [INFO ] [sig       ] [2886/3561] Completed SIXG in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-19T20:31:37.912329] [INFO ] [sig       ] [2887/3561] Forecasting SJM...
[2025-12-19T20:31:37.912358] [INFO ] [sig       ] Generating forecast for: SJM
[2025-12-19T20:31:37.912387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-12-19T20:31:37.929432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2025-12-19T20:31:37.929979] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-12-19T20:31:37.931169] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-12-19T20:31:37.931241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:37.931292] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:37.931334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:37.931411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:37.994206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:37.995235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:37.995350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:37.995389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:38.130652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:38.130818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:38.130859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:38.130888] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:38.134454] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: DOWN (p=32.23%)
[2025-12-19T20:31:38.134818] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-12-19T20:31:38.134962] [INFO ] [sig       ] SJM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:38.278810] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SJM.txt
[2025-12-19T20:31:38.278988] [INFO ] [sig       ] [2887/3561] Completed SJM in 0.4s | 2.91 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-19T20:31:38.279030] [INFO ] [sig       ] [2888/3561] Forecasting SKE...
[2025-12-19T20:31:38.279061] [INFO ] [sig       ] Generating forecast for: SKE
[2025-12-19T20:31:38.279103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-12-19T20:31:38.292703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2025-12-19T20:31:38.293116] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-12-19T20:31:38.293899] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-12-19T20:31:38.293950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:38.293982] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:38.294008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:38.294071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:38.353529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:38.354616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:38.354717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:38.354761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:38.477204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:38.477357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:38.477397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:38.477426] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:38.480740] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: UP (p=98.13%)
[2025-12-19T20:31:38.481007] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-12-19T20:31:38.481130] [INFO ] [sig       ] SKE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:38.624445] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SKE.txt
[2025-12-19T20:31:38.624708] [INFO ] [sig       ] [2888/3561] Completed SKE in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-19T20:31:38.624762] [INFO ] [sig       ] [2889/3561] Forecasting SKIL...
[2025-12-19T20:31:38.624809] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-12-19T20:31:38.624880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-12-19T20:31:38.639406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2025-12-19T20:31:38.639842] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-12-19T20:31:38.640672] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-12-19T20:31:38.640726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:38.640760] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:38.640788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:38.640844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:38.700077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:38.701134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:38.701244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:38.701280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:38.826880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:38.827232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:38.827272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:38.827301] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:38.830916] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=10.63%)
[2025-12-19T20:31:38.831393] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-12-19T20:31:38.831521] [INFO ] [sig       ] SKIL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:38.976290] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SKIL.txt
[2025-12-19T20:31:38.976448] [INFO ] [sig       ] [2889/3561] Completed SKIL in 0.4s | 2.91 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-19T20:31:38.976495] [INFO ] [sig       ] [2890/3561] Forecasting SKIN...
[2025-12-19T20:31:38.976526] [INFO ] [sig       ] Generating forecast for: SKIN
[2025-12-19T20:31:38.976556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2025-12-19T20:31:38.990627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2025-12-19T20:31:38.991012] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2025-12-19T20:31:38.991978] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2025-12-19T20:31:38.992030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:38.992062] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:38.992089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:38.992144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:39.049874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:39.050940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:39.051023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:39.051055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:39.176418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:39.176614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:39.176665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:39.176706] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:39.180645] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: UP (p=65.32%)
[2025-12-19T20:31:39.180975] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2025-12-19T20:31:39.181110] [INFO ] [sig       ] SKIN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:39.324544] [INFO ] [LOCAL     ] Saved forecast: SKIN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SKIN.txt
[2025-12-19T20:31:39.324720] [INFO ] [sig       ] [2890/3561] Completed SKIN in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-19T20:31:39.324763] [INFO ] [sig       ] [2891/3561] Forecasting SKLZ...
[2025-12-19T20:31:39.324792] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-12-19T20:31:39.324823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-12-19T20:31:39.336857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2025-12-19T20:31:39.337236] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-12-19T20:31:39.338037] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-12-19T20:31:39.338089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:39.338123] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:39.338152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:39.338209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:39.395419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:39.396299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:39.396413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:39.396449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:39.526055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:39.526218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:39.526256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:39.526285] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:39.529661] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: UP (p=88.77%)
[2025-12-19T20:31:39.529944] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-12-19T20:31:39.530085] [INFO ] [sig       ] SKLZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:39.671682] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SKLZ.txt
[2025-12-19T20:31:39.671833] [INFO ] [sig       ] [2891/3561] Completed SKLZ in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-19T20:31:39.671874] [INFO ] [sig       ] [2892/3561] Forecasting SKM...
[2025-12-19T20:31:39.671903] [INFO ] [sig       ] Generating forecast for: SKM
[2025-12-19T20:31:39.671932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-12-19T20:31:39.684393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2025-12-19T20:31:39.684778] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-12-19T20:31:39.685528] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-12-19T20:31:39.685596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:39.685652] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:39.685680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:39.685736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:39.741516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:39.742440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:39.742525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:39.742557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:39.870248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:39.870409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:39.870451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:39.870480] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:39.874101] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=67.64%)
[2025-12-19T20:31:39.874403] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-12-19T20:31:39.874540] [INFO ] [sig       ] SKM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:40.016936] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SKM.txt
[2025-12-19T20:31:40.017118] [INFO ] [sig       ] [2892/3561] Completed SKM in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-19T20:31:40.017176] [INFO ] [sig       ] [2893/3561] Forecasting SKRE...
[2025-12-19T20:31:40.017216] [INFO ] [sig       ] Generating forecast for: SKRE
[2025-12-19T20:31:40.017247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2025-12-19T20:31:40.029926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2025-12-19T20:31:40.030283] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2025-12-19T20:31:40.031109] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2025-12-19T20:31:40.031162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:40.031194] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:40.031222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:40.031280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:40.093107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:40.093866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:40.093956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:40.093991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:40.212211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:40.212363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:40.212402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:40.212467] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:40.215803] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: DOWN (p=10.35%)
[2025-12-19T20:31:40.216079] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2025-12-19T20:31:40.216200] [INFO ] [sig       ] SKRE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:40.359038] [INFO ] [LOCAL     ] Saved forecast: SKRE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SKRE.txt
[2025-12-19T20:31:40.359196] [INFO ] [sig       ] [2893/3561] Completed SKRE in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-19T20:31:40.359239] [INFO ] [sig       ] [2894/3561] Forecasting SKWD...
[2025-12-19T20:31:40.359268] [INFO ] [sig       ] Generating forecast for: SKWD
[2025-12-19T20:31:40.359297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2025-12-19T20:31:40.372602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2025-12-19T20:31:40.372941] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2025-12-19T20:31:40.373724] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2025-12-19T20:31:40.373776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:40.373809] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:40.373836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:40.373892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:40.432302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:40.433156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:40.433236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:40.433269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:40.553774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:40.553928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:40.553967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:40.553994] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:40.557407] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: DOWN (p=3.96%)
[2025-12-19T20:31:40.557694] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2025-12-19T20:31:40.557818] [INFO ] [sig       ] SKWD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:40.698546] [INFO ] [LOCAL     ] Saved forecast: SKWD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SKWD.txt
[2025-12-19T20:31:40.698704] [INFO ] [sig       ] [2894/3561] Completed SKWD in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-19T20:31:40.698744] [INFO ] [sig       ] [2895/3561] Forecasting SKY...
[2025-12-19T20:31:40.698778] [INFO ] [sig       ] Generating forecast for: SKY
[2025-12-19T20:31:40.698815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-12-19T20:31:40.710750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2025-12-19T20:31:40.711102] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-12-19T20:31:40.711872] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-12-19T20:31:40.711924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:40.711955] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:40.711981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:40.712036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:40.769259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:40.770165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:40.770270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:40.770302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:40.901533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:40.901772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:40.901814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:40.901891] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:40.905377] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: DOWN (p=8.26%)
[2025-12-19T20:31:40.905662] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-12-19T20:31:40.905782] [INFO ] [sig       ] SKY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:41.044768] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SKY.txt
[2025-12-19T20:31:41.044946] [INFO ] [sig       ] [2895/3561] Completed SKY in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-19T20:31:41.044986] [INFO ] [sig       ] [2896/3561] Forecasting SKYH...
[2025-12-19T20:31:41.045016] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-12-19T20:31:41.045046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-12-19T20:31:41.063630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2025-12-19T20:31:41.064170] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-12-19T20:31:41.064936] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-12-19T20:31:41.064987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:41.065019] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:41.065045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:41.065100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:41.121147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:41.121850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:41.121926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:41.121962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:41.240324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:41.240482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:41.240521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:41.240549] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:41.243864] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: DOWN (p=16.83%)
[2025-12-19T20:31:41.244129] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-12-19T20:31:41.244247] [INFO ] [sig       ] SKYH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:41.384246] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SKYH.txt
[2025-12-19T20:31:41.384378] [INFO ] [sig       ] [2896/3561] Completed SKYH in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-19T20:31:41.384417] [INFO ] [sig       ] [2897/3561] Forecasting SKYX...
[2025-12-19T20:31:41.384446] [INFO ] [sig       ] Generating forecast for: SKYX
[2025-12-19T20:31:41.384475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2025-12-19T20:31:41.397322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2025-12-19T20:31:41.397682] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2025-12-19T20:31:41.398423] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2025-12-19T20:31:41.398474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:41.398506] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:41.398544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:41.398618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:41.456105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:41.456823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:41.456904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:41.456937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:41.573434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:41.573600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:41.573640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:41.573669] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:41.576973] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: UP (p=95.57%)
[2025-12-19T20:31:41.577246] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2025-12-19T20:31:41.577363] [INFO ] [sig       ] SKYX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:41.720817] [INFO ] [LOCAL     ] Saved forecast: SKYX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SKYX.txt
[2025-12-19T20:31:41.721003] [INFO ] [sig       ] [2897/3561] Completed SKYX in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-19T20:31:41.721043] [INFO ] [sig       ] [2898/3561] Forecasting SKYY...
[2025-12-19T20:31:41.721072] [INFO ] [sig       ] Generating forecast for: SKYY
[2025-12-19T20:31:41.721109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2025-12-19T20:31:41.733700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2025-12-19T20:31:41.734031] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2025-12-19T20:31:41.734846] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2025-12-19T20:31:41.734900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:41.734932] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:41.734958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:41.735014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:41.790713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:41.791381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:41.791459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:41.791491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:41.917754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:41.917908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:41.917947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:41.917975] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:41.921627] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: DOWN (p=47.80%)
[2025-12-19T20:31:41.921897] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2025-12-19T20:31:41.922016] [INFO ] [sig       ] SKYY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:42.065086] [INFO ] [LOCAL     ] Saved forecast: SKYY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SKYY.txt
[2025-12-19T20:31:42.065221] [INFO ] [sig       ] [2898/3561] Completed SKYY in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-19T20:31:42.065261] [INFO ] [sig       ] [2899/3561] Forecasting SLAB...
[2025-12-19T20:31:42.065290] [INFO ] [sig       ] Generating forecast for: SLAB
[2025-12-19T20:31:42.065320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2025-12-19T20:31:42.078147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2025-12-19T20:31:42.078472] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2025-12-19T20:31:42.079308] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2025-12-19T20:31:42.079359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:42.079390] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:42.079416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:42.079470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:42.136281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:42.137147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:42.137237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:42.137270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:42.259487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:42.259663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:42.259703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:42.259732] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:42.263005] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2025-12-19T20:31:42.263448] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2025-12-19T20:31:42.263567] [INFO ] [sig       ] SLAB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:42.407904] [INFO ] [LOCAL     ] Saved forecast: SLAB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SLAB.txt
[2025-12-19T20:31:42.408058] [INFO ] [sig       ] [2899/3561] Completed SLAB in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-19T20:31:42.408097] [INFO ] [sig       ] [2900/3561] Forecasting SLB...
[2025-12-19T20:31:42.408128] [INFO ] [sig       ] Generating forecast for: SLB
[2025-12-19T20:31:42.408158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-12-19T20:31:42.423649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2025-12-19T20:31:42.424064] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-12-19T20:31:42.424854] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-12-19T20:31:42.424905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:42.424936] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:42.424962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:42.425018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:42.483233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:42.484256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:42.484378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:42.484415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:42.608553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:42.608759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:42.608801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:42.608831] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:42.613294] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: UP (p=98.41%)
[2025-12-19T20:31:42.613679] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-12-19T20:31:42.613818] [INFO ] [sig       ] SLB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:42.758470] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SLB.txt
[2025-12-19T20:31:42.758692] [INFO ] [sig       ] [2900/3561] Completed SLB in 0.4s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-19T20:31:42.758739] [INFO ] [sig       ] [2901/3561] Forecasting SLDB...
[2025-12-19T20:31:42.758770] [INFO ] [sig       ] Generating forecast for: SLDB
[2025-12-19T20:31:42.758808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2025-12-19T20:31:42.772390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2025-12-19T20:31:42.772797] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2025-12-19T20:31:42.773840] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2025-12-19T20:31:42.773894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:42.773926] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:42.773953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:42.774010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:42.831915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:42.832997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:42.833084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:42.833118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:42.955030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:42.955181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:42.955219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:42.955247] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:42.958517] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: DOWN (p=0.55%)
[2025-12-19T20:31:42.958819] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2025-12-19T20:31:42.958945] [INFO ] [sig       ] SLDB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:43.095695] [INFO ] [LOCAL     ] Saved forecast: SLDB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SLDB.txt
[2025-12-19T20:31:43.095822] [INFO ] [sig       ] [2901/3561] Completed SLDB in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-19T20:31:43.095860] [INFO ] [sig       ] [2902/3561] Forecasting SLDP...
[2025-12-19T20:31:43.095889] [INFO ] [sig       ] Generating forecast for: SLDP
[2025-12-19T20:31:43.095918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2025-12-19T20:31:43.109085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2025-12-19T20:31:43.109749] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2025-12-19T20:31:43.110790] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2025-12-19T20:31:43.110844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:43.110876] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:43.110906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:43.110963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:43.168273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:43.169191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:43.169308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:43.169341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:43.290263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:43.290433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:43.290484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:43.290514] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:43.294657] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: DOWN (p=42.38%)
[2025-12-19T20:31:43.294991] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2025-12-19T20:31:43.295128] [INFO ] [sig       ] SLDP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:43.433397] [INFO ] [LOCAL     ] Saved forecast: SLDP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SLDP.txt
[2025-12-19T20:31:43.433532] [INFO ] [sig       ] [2902/3561] Completed SLDP in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-19T20:31:43.433586] [INFO ] [sig       ] [2903/3561] Forecasting SLF...
[2025-12-19T20:31:43.433619] [INFO ] [sig       ] Generating forecast for: SLF
[2025-12-19T20:31:43.433658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-12-19T20:31:43.445884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2025-12-19T20:31:43.446203] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-12-19T20:31:43.447008] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-12-19T20:31:43.447059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:43.447091] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:43.447118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:43.447174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:43.504568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:43.505292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:43.505375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:43.505408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:43.624750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:43.624892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:43.624934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:43.624963] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:43.628250] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: DOWN (p=7.07%)
[2025-12-19T20:31:43.628511] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-12-19T20:31:43.628648] [INFO ] [sig       ] SLF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:43.766116] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SLF.txt
[2025-12-19T20:31:43.766247] [INFO ] [sig       ] [2903/3561] Completed SLF in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-19T20:31:43.766284] [INFO ] [sig       ] [2904/3561] Forecasting SLG...
[2025-12-19T20:31:43.766312] [INFO ] [sig       ] Generating forecast for: SLG
[2025-12-19T20:31:43.766341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-12-19T20:31:43.778748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2025-12-19T20:31:43.779065] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-12-19T20:31:43.779833] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-12-19T20:31:43.779884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:43.779916] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:43.779943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:43.779998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:43.838324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:43.838990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:43.839067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:43.839097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:43.961795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:43.961938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:43.961974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:43.962018] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:43.965820] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: DOWN (p=10.94%)
[2025-12-19T20:31:43.966268] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-12-19T20:31:43.966386] [INFO ] [sig       ] SLG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:44.106636] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SLG.txt
[2025-12-19T20:31:44.106759] [INFO ] [sig       ] [2904/3561] Completed SLG in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-19T20:31:44.106797] [INFO ] [sig       ] [2905/3561] Forecasting SLGN...
[2025-12-19T20:31:44.106826] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-12-19T20:31:44.106855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-12-19T20:31:44.119657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2025-12-19T20:31:44.119986] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-12-19T20:31:44.120752] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-12-19T20:31:44.120803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:44.120835] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:44.120863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:44.120918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:44.178801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:44.179496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:44.179592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:44.179627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:44.295209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:44.295309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:44.295343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:44.295372] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:44.298426] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: UP (p=88.02%)
[2025-12-19T20:31:44.298724] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-12-19T20:31:44.298846] [INFO ] [sig       ] SLGN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:44.436246] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SLGN.txt
[2025-12-19T20:31:44.436377] [INFO ] [sig       ] [2905/3561] Completed SLGN in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-19T20:31:44.436416] [INFO ] [sig       ] [2906/3561] Forecasting SLM...
[2025-12-19T20:31:44.436445] [INFO ] [sig       ] Generating forecast for: SLM
[2025-12-19T20:31:44.436475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2025-12-19T20:31:44.449546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2025-12-19T20:31:44.449885] [INFO ] [FORECASTER] Starting predict_future for SLM
[2025-12-19T20:31:44.450679] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2025-12-19T20:31:44.450730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:44.450762] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:44.450789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:44.450844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:44.506703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:44.507461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:44.507538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:44.507603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:44.626543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:44.626702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:44.626740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:44.626768] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:44.630067] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: DOWN (p=16.50%)
[2025-12-19T20:31:44.630331] [INFO ] [FORECASTER] Completed predict_future for SLM
[2025-12-19T20:31:44.630449] [INFO ] [sig       ] SLM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:44.768552] [INFO ] [LOCAL     ] Saved forecast: SLM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SLM.txt
[2025-12-19T20:31:44.768696] [INFO ] [sig       ] [2906/3561] Completed SLM in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-19T20:31:44.768736] [INFO ] [sig       ] [2907/3561] Forecasting SLN...
[2025-12-19T20:31:44.768764] [INFO ] [sig       ] Generating forecast for: SLN
[2025-12-19T20:31:44.768794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2025-12-19T20:31:44.781093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2025-12-19T20:31:44.781626] [INFO ] [FORECASTER] Starting predict_future for SLN
[2025-12-19T20:31:44.782557] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2025-12-19T20:31:44.782625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:44.782657] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:44.782684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:44.782739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:44.844525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:44.845490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:44.845594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:44.845630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:44.965105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:44.965256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:44.965293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:44.965321] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:44.968652] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: DOWN (p=33.88%)
[2025-12-19T20:31:44.968942] [INFO ] [FORECASTER] Completed predict_future for SLN
[2025-12-19T20:31:44.969065] [INFO ] [sig       ] SLN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:45.105550] [INFO ] [LOCAL     ] Saved forecast: SLN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SLN.txt
[2025-12-19T20:31:45.105686] [INFO ] [sig       ] [2907/3561] Completed SLN in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-19T20:31:45.105724] [INFO ] [sig       ] [2908/3561] Forecasting SLNO...
[2025-12-19T20:31:45.105752] [INFO ] [sig       ] Generating forecast for: SLNO
[2025-12-19T20:31:45.105782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2025-12-19T20:31:45.117791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2025-12-19T20:31:45.118115] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2025-12-19T20:31:45.119116] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2025-12-19T20:31:45.119167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:45.119199] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:45.119225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:45.119301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:45.175700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:45.176388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:45.176466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:45.176497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:45.296082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:45.296225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:45.296263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:45.296291] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:45.299595] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: DOWN (p=30.59%)
[2025-12-19T20:31:45.299864] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2025-12-19T20:31:45.300006] [INFO ] [sig       ] SLNO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:45.442260] [INFO ] [LOCAL     ] Saved forecast: SLNO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SLNO.txt
[2025-12-19T20:31:45.442394] [INFO ] [sig       ] [2908/3561] Completed SLNO in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-19T20:31:45.442433] [INFO ] [sig       ] [2909/3561] Forecasting SLP...
[2025-12-19T20:31:45.442461] [INFO ] [sig       ] Generating forecast for: SLP
[2025-12-19T20:31:45.442490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2025-12-19T20:31:45.455001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2025-12-19T20:31:45.455334] [INFO ] [FORECASTER] Starting predict_future for SLP
[2025-12-19T20:31:45.456115] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2025-12-19T20:31:45.456166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:45.456223] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:45.456251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:45.456307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:45.512592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:45.513488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:45.513594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:45.513629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:45.634216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:45.634377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:45.634415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:45.634443] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:45.637810] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: DOWN (p=46.11%)
[2025-12-19T20:31:45.638100] [INFO ] [FORECASTER] Completed predict_future for SLP
[2025-12-19T20:31:45.638229] [INFO ] [sig       ] SLP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:45.780459] [INFO ] [LOCAL     ] Saved forecast: SLP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SLP.txt
[2025-12-19T20:31:45.780638] [INFO ] [sig       ] [2909/3561] Completed SLP in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-19T20:31:45.780682] [INFO ] [sig       ] [2910/3561] Forecasting SLQD...
[2025-12-19T20:31:45.780710] [INFO ] [sig       ] Generating forecast for: SLQD
[2025-12-19T20:31:45.780739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2025-12-19T20:31:45.792921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2025-12-19T20:31:45.793319] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2025-12-19T20:31:45.794131] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2025-12-19T20:31:45.794196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:45.794228] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:45.794255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:45.794311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:45.850999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:45.852061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:45.852146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:45.852177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:45.970968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:45.971126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:45.971164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:45.971192] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:45.974480] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: DOWN (p=24.25%)
[2025-12-19T20:31:45.974763] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2025-12-19T20:31:45.974882] [INFO ] [sig       ] SLQD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:46.113976] [INFO ] [LOCAL     ] Saved forecast: SLQD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SLQD.txt
[2025-12-19T20:31:46.114120] [INFO ] [sig       ] [2910/3561] Completed SLQD in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-19T20:31:46.114159] [INFO ] [sig       ] [2911/3561] Forecasting SLRC...
[2025-12-19T20:31:46.114188] [INFO ] [sig       ] Generating forecast for: SLRC
[2025-12-19T20:31:46.114218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2025-12-19T20:31:46.127159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2025-12-19T20:31:46.127538] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2025-12-19T20:31:46.128306] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2025-12-19T20:31:46.128357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:46.128389] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:46.128416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:46.128471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:46.185425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:46.186225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:46.186306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:46.186338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:46.301984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:46.302138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:46.302176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:46.302204] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:46.305491] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: DOWN (p=37.74%)
[2025-12-19T20:31:46.305776] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2025-12-19T20:31:46.305899] [INFO ] [sig       ] SLRC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:46.446454] [INFO ] [LOCAL     ] Saved forecast: SLRC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SLRC.txt
[2025-12-19T20:31:46.446607] [INFO ] [sig       ] [2911/3561] Completed SLRC in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-19T20:31:46.446648] [INFO ] [sig       ] [2912/3561] Forecasting SLS...
[2025-12-19T20:31:46.446676] [INFO ] [sig       ] Generating forecast for: SLS
[2025-12-19T20:31:46.446706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2025-12-19T20:31:46.460330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2025-12-19T20:31:46.460725] [INFO ] [FORECASTER] Starting predict_future for SLS
[2025-12-19T20:31:46.461504] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2025-12-19T20:31:46.461554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:46.461605] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:46.461633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:46.461688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:46.518480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:46.519398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:46.519488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:46.519521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:46.640270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:46.640423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:46.640461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:46.640520] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:46.644357] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: UP (p=52.08%)
[2025-12-19T20:31:46.644652] [INFO ] [FORECASTER] Completed predict_future for SLS
[2025-12-19T20:31:46.644786] [INFO ] [sig       ] SLS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:46.782440] [INFO ] [LOCAL     ] Saved forecast: SLS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SLS.txt
[2025-12-19T20:31:46.782566] [INFO ] [sig       ] [2912/3561] Completed SLS in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-19T20:31:46.782623] [INFO ] [sig       ] [2913/3561] Forecasting SLVM...
[2025-12-19T20:31:46.782652] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-12-19T20:31:46.782682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-12-19T20:31:46.795402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2025-12-19T20:31:46.795773] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-12-19T20:31:46.796513] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-12-19T20:31:46.796563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:46.796614] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:46.796642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:46.796697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:46.852613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:46.853390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:46.853470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:46.853502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:46.977247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:46.977402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:46.977440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:46.977468] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:46.980791] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: DOWN (p=33.52%)
[2025-12-19T20:31:46.981055] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-12-19T20:31:46.981174] [INFO ] [sig       ] SLVM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:47.120925] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SLVM.txt
[2025-12-19T20:31:47.121048] [INFO ] [sig       ] [2913/3561] Completed SLVM in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-19T20:31:47.121086] [INFO ] [sig       ] [2914/3561] Forecasting SLVO...
[2025-12-19T20:31:47.121114] [INFO ] [sig       ] Generating forecast for: SLVO
[2025-12-19T20:31:47.121143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2025-12-19T20:31:47.134287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2025-12-19T20:31:47.134721] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2025-12-19T20:31:47.135492] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2025-12-19T20:31:47.135545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:47.135596] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:47.135627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:47.135684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:47.193756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:47.194410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:47.194488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:47.194522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:47.314993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:47.315153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:47.315191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:47.315221] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:47.318527] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=54.76%)
[2025-12-19T20:31:47.318842] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2025-12-19T20:31:47.318971] [INFO ] [sig       ] SLVO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:47.459610] [INFO ] [LOCAL     ] Saved forecast: SLVO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SLVO.txt
[2025-12-19T20:31:47.459740] [INFO ] [sig       ] [2914/3561] Completed SLVO in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-19T20:31:47.459778] [INFO ] [sig       ] [2915/3561] Forecasting SLXN...
[2025-12-19T20:31:47.459805] [INFO ] [sig       ] Generating forecast for: SLXN
[2025-12-19T20:31:47.459834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2025-12-19T20:31:47.472749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2025-12-19T20:31:47.473100] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2025-12-19T20:31:47.473866] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2025-12-19T20:31:47.473916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:47.473949] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:47.473975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:47.474035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:47.530199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:47.530825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:47.530903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:47.530934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:47.646481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:47.646649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:47.646690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:47.646719] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:47.650050] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2025-12-19T20:31:47.650341] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2025-12-19T20:31:47.650465] [INFO ] [sig       ] SLXN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:47.788747] [INFO ] [LOCAL     ] Saved forecast: SLXN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SLXN.txt
[2025-12-19T20:31:47.788865] [INFO ] [sig       ] [2915/3561] Completed SLXN in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-19T20:31:47.788903] [INFO ] [sig       ] [2916/3561] Forecasting SM...
[2025-12-19T20:31:47.788931] [INFO ] [sig       ] Generating forecast for: SM
[2025-12-19T20:31:47.788961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-12-19T20:31:47.800887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2025-12-19T20:31:47.801209] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-12-19T20:31:47.801979] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-12-19T20:31:47.802034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:47.802067] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:47.802095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:47.802151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:47.858246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:47.858925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:47.859003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:47.859034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:47.981950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:47.982122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:47.982163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:47.982192] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:47.985718] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: DOWN (p=22.47%)
[2025-12-19T20:31:47.986002] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-12-19T20:31:47.986139] [INFO ] [sig       ] SM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:48.122829] [INFO ] [LOCAL     ] Saved forecast: SM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SM.txt
[2025-12-19T20:31:48.122956] [INFO ] [sig       ] [2916/3561] Completed SM in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-19T20:31:48.122996] [INFO ] [sig       ] [2917/3561] Forecasting SMBC...
[2025-12-19T20:31:48.123025] [INFO ] [sig       ] Generating forecast for: SMBC
[2025-12-19T20:31:48.123055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2025-12-19T20:31:48.135064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2025-12-19T20:31:48.135440] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2025-12-19T20:31:48.136250] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2025-12-19T20:31:48.136300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:48.136332] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:48.136358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:48.136413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:48.193437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:48.194043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:48.194119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:48.194151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:48.315678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:48.315835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:48.315896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:48.315929] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:48.319427] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: DOWN (p=24.33%)
[2025-12-19T20:31:48.319745] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2025-12-19T20:31:48.319904] [INFO ] [sig       ] SMBC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:48.462944] [INFO ] [LOCAL     ] Saved forecast: SMBC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SMBC.txt
[2025-12-19T20:31:48.463074] [INFO ] [sig       ] [2917/3561] Completed SMBC in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-19T20:31:48.463115] [INFO ] [sig       ] [2918/3561] Forecasting SMBK...
[2025-12-19T20:31:48.463145] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-12-19T20:31:48.463176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-12-19T20:31:48.475907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2025-12-19T20:31:48.476265] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-12-19T20:31:48.477075] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-12-19T20:31:48.477128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:48.477161] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:48.477188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:48.477248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:48.536521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:48.537162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:48.537242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:48.537275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:48.656899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:48.657051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:48.657089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:48.657117] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:48.660430] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: DOWN (p=3.64%)
[2025-12-19T20:31:48.660713] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-12-19T20:31:48.660834] [INFO ] [sig       ] SMBK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:48.799430] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SMBK.txt
[2025-12-19T20:31:48.799555] [INFO ] [sig       ] [2918/3561] Completed SMBK in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-19T20:31:48.799612] [INFO ] [sig       ] [2919/3561] Forecasting SMCI...
[2025-12-19T20:31:48.799642] [INFO ] [sig       ] Generating forecast for: SMCI
[2025-12-19T20:31:48.799672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2025-12-19T20:31:48.811812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2025-12-19T20:31:48.812132] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2025-12-19T20:31:48.812899] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2025-12-19T20:31:48.812950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:48.812982] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:48.813009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:48.813065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:48.871292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:48.872211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:48.872333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:48.872369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:49.002414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:49.002596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:49.002638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:49.002668] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:49.006033] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: UP (p=97.02%)
[2025-12-19T20:31:49.006300] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2025-12-19T20:31:49.006422] [INFO ] [sig       ] SMCI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:49.144023] [INFO ] [LOCAL     ] Saved forecast: SMCI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SMCI.txt
[2025-12-19T20:31:49.144157] [INFO ] [sig       ] [2919/3561] Completed SMCI in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-19T20:31:49.144198] [INFO ] [sig       ] [2920/3561] Forecasting SMCX...
[2025-12-19T20:31:49.144228] [INFO ] [sig       ] Generating forecast for: SMCX
[2025-12-19T20:31:49.144257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2025-12-19T20:31:49.156196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2025-12-19T20:31:49.156533] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2025-12-19T20:31:49.157300] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2025-12-19T20:31:49.157351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:49.157383] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:49.157410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:49.157467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:49.212307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:49.212999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:49.213083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:49.213115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:49.342394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:49.342544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:49.342601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:49.342634] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:49.346026] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: DOWN (p=43.89%)
[2025-12-19T20:31:49.346297] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2025-12-19T20:31:49.346417] [INFO ] [sig       ] SMCX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:49.483529] [INFO ] [LOCAL     ] Saved forecast: SMCX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SMCX.txt
[2025-12-19T20:31:49.483699] [INFO ] [sig       ] [2920/3561] Completed SMCX in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-19T20:31:49.483741] [INFO ] [sig       ] [2921/3561] Forecasting SMFG...
[2025-12-19T20:31:49.483770] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-12-19T20:31:49.483800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-12-19T20:31:49.495152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2025-12-19T20:31:49.495504] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-12-19T20:31:49.496281] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-12-19T20:31:49.496332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:49.496376] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:49.496403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:49.496459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:49.551761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:49.552480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:49.552559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:49.552610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:49.677620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:49.677783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:49.677823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:49.677851] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:49.681627] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: UP (p=81.77%)
[2025-12-19T20:31:49.681904] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-12-19T20:31:49.682031] [INFO ] [sig       ] SMFG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:49.831379] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SMFG.txt
[2025-12-19T20:31:49.831539] [INFO ] [sig       ] [2921/3561] Completed SMFG in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-19T20:31:49.831599] [INFO ] [sig       ] [2922/3561] Forecasting SMH...
[2025-12-19T20:31:49.831633] [INFO ] [sig       ] Generating forecast for: SMH
[2025-12-19T20:31:49.831664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2025-12-19T20:31:49.843107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2025-12-19T20:31:49.843501] [INFO ] [FORECASTER] Starting predict_future for SMH
[2025-12-19T20:31:49.844326] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2025-12-19T20:31:49.844379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:49.844412] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:49.844440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:49.844498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:49.901953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:49.902840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:49.902919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:49.902952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:50.025205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:50.025363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:50.025405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:50.025434] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:50.028746] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: UP (p=70.97%)
[2025-12-19T20:31:50.029008] [INFO ] [FORECASTER] Completed predict_future for SMH
[2025-12-19T20:31:50.029138] [INFO ] [sig       ] SMH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:50.168180] [INFO ] [LOCAL     ] Saved forecast: SMH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SMH.txt
[2025-12-19T20:31:50.168539] [INFO ] [sig       ] [2922/3561] Completed SMH in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-19T20:31:50.168599] [INFO ] [sig       ] [2923/3561] Forecasting SMHI...
[2025-12-19T20:31:50.168631] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-12-19T20:31:50.168671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-12-19T20:31:50.179918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2025-12-19T20:31:50.180266] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-12-19T20:31:50.181037] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-12-19T20:31:50.181090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:50.181123] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:50.181149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:50.181204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:50.240370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:50.241286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:50.241365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:50.241397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:50.354737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:50.354892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:50.354930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:50.354958] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:50.358245] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=25.97%)
[2025-12-19T20:31:50.358509] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-12-19T20:31:50.358816] [INFO ] [sig       ] SMHI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:50.495473] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SMHI.txt
[2025-12-19T20:31:50.495612] [INFO ] [sig       ] [2923/3561] Completed SMHI in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-19T20:31:50.495652] [INFO ] [sig       ] [2924/3561] Forecasting SMHX...
[2025-12-19T20:31:50.495682] [INFO ] [sig       ] Generating forecast for: SMHX
[2025-12-19T20:31:50.495711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2025-12-19T20:31:50.506843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2025-12-19T20:31:50.507141] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2025-12-19T20:31:50.507896] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2025-12-19T20:31:50.507946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:50.507978] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:50.508005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:50.508060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:50.564784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:50.565459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:50.565537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:50.565569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:50.682379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:50.682537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:50.682599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:50.682631] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:50.685902] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: DOWN (p=29.42%)
[2025-12-19T20:31:50.686164] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2025-12-19T20:31:50.686282] [INFO ] [sig       ] SMHX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:50.827712] [INFO ] [LOCAL     ] Saved forecast: SMHX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SMHX.txt
[2025-12-19T20:31:50.827843] [INFO ] [sig       ] [2924/3561] Completed SMHX in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-19T20:31:50.827889] [INFO ] [sig       ] [2925/3561] Forecasting SMID...
[2025-12-19T20:31:50.827920] [INFO ] [sig       ] Generating forecast for: SMID
[2025-12-19T20:31:50.827949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2025-12-19T20:31:50.838501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2025-12-19T20:31:50.838907] [INFO ] [FORECASTER] Starting predict_future for SMID
[2025-12-19T20:31:50.839679] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2025-12-19T20:31:50.839730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:50.839762] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:50.839789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:50.839845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:50.896021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:50.896770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:50.896850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:50.896882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:51.000269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:51.000425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:51.000462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:51.000491] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:51.003777] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: DOWN (p=25.73%)
[2025-12-19T20:31:51.004041] [INFO ] [FORECASTER] Completed predict_future for SMID
[2025-12-19T20:31:51.004163] [INFO ] [sig       ] SMID: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:51.145714] [INFO ] [LOCAL     ] Saved forecast: SMID	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SMID.txt
[2025-12-19T20:31:51.145857] [INFO ] [sig       ] [2925/3561] Completed SMID in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-19T20:31:51.145897] [INFO ] [sig       ] [2926/3561] Forecasting SMPL...
[2025-12-19T20:31:51.145926] [INFO ] [sig       ] Generating forecast for: SMPL
[2025-12-19T20:31:51.145955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2025-12-19T20:31:51.157154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2025-12-19T20:31:51.157453] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2025-12-19T20:31:51.158235] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2025-12-19T20:31:51.158286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:51.158343] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:51.158372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:51.158429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:51.213845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:51.214606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:51.214686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:51.214717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:51.333030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:51.333185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:51.333223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:51.333251] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:51.336569] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: UP (p=85.52%)
[2025-12-19T20:31:51.336853] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2025-12-19T20:31:51.336988] [INFO ] [sig       ] SMPL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:51.474024] [INFO ] [LOCAL     ] Saved forecast: SMPL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SMPL.txt
[2025-12-19T20:31:51.474150] [INFO ] [sig       ] [2926/3561] Completed SMPL in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-19T20:31:51.474188] [INFO ] [sig       ] [2927/3561] Forecasting SMTC...
[2025-12-19T20:31:51.474218] [INFO ] [sig       ] Generating forecast for: SMTC
[2025-12-19T20:31:51.474247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2025-12-19T20:31:51.485440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2025-12-19T20:31:51.485764] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2025-12-19T20:31:51.486494] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2025-12-19T20:31:51.486544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:51.486594] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:51.486624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:51.486680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:51.543051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:51.543658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:51.543751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:51.543784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:51.661445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:51.661626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:51.661667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:51.661696] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:51.665007] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: DOWN (p=5.46%)
[2025-12-19T20:31:51.665284] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2025-12-19T20:31:51.665405] [INFO ] [sig       ] SMTC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:51.807423] [INFO ] [LOCAL     ] Saved forecast: SMTC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SMTC.txt
[2025-12-19T20:31:51.807603] [INFO ] [sig       ] [2927/3561] Completed SMTC in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-19T20:31:51.807646] [INFO ] [sig       ] [2928/3561] Forecasting SMTI...
[2025-12-19T20:31:51.807675] [INFO ] [sig       ] Generating forecast for: SMTI
[2025-12-19T20:31:51.807705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2025-12-19T20:31:51.818894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2025-12-19T20:31:51.819281] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2025-12-19T20:31:51.820071] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2025-12-19T20:31:51.820124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:51.820159] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:51.820186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:51.820243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:51.877541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:51.878409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:51.878490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:51.878523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:51.996009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:51.996167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:51.996224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:51.996253] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:51.999541] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: UP (p=99.09%)
[2025-12-19T20:31:51.999821] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2025-12-19T20:31:51.999941] [INFO ] [sig       ] SMTI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:52.139454] [INFO ] [LOCAL     ] Saved forecast: SMTI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SMTI.txt
[2025-12-19T20:31:52.139590] [INFO ] [sig       ] [2928/3561] Completed SMTI in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-19T20:31:52.139633] [INFO ] [sig       ] [2929/3561] Forecasting SMWB...
[2025-12-19T20:31:52.139662] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-12-19T20:31:52.139693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-12-19T20:31:52.151834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2025-12-19T20:31:52.152256] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-12-19T20:31:52.153110] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-12-19T20:31:52.153163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:52.153196] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:52.153223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:52.153279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:52.211661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:52.212353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:52.212446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:52.212504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:52.349285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:52.349460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:52.349502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:52.349586] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:52.353419] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2025-12-19T20:31:52.353735] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-12-19T20:31:52.353892] [INFO ] [sig       ] SMWB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:52.497158] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SMWB.txt
[2025-12-19T20:31:52.497292] [INFO ] [sig       ] [2929/3561] Completed SMWB in 0.4s | 2.91 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-19T20:31:52.497505] [INFO ] [sig       ] [2930/3561] Forecasting SMX...
[2025-12-19T20:31:52.497534] [INFO ] [sig       ] Generating forecast for: SMX
[2025-12-19T20:31:52.497564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2025-12-19T20:31:52.511386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2025-12-19T20:31:52.511762] [INFO ] [FORECASTER] Starting predict_future for SMX
[2025-12-19T20:31:52.512718] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2025-12-19T20:31:52.512769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:52.512801] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:52.512827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:52.512883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:52.575715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:52.576838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:52.576972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:52.577029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:52.678915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:52.679081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:52.679121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:52.679150] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:52.682901] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: DOWN (p=7.20%)
[2025-12-19T20:31:52.683312] [INFO ] [FORECASTER] Completed predict_future for SMX
[2025-12-19T20:31:52.683501] [INFO ] [sig       ] SMX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:52.830992] [INFO ] [LOCAL     ] Saved forecast: SMX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SMX.txt
[2025-12-19T20:31:52.831163] [INFO ] [sig       ] [2930/3561] Completed SMX in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-19T20:31:52.831205] [INFO ] [sig       ] [2931/3561] Forecasting SN...
[2025-12-19T20:31:52.831234] [INFO ] [sig       ] Generating forecast for: SN
[2025-12-19T20:31:52.831271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-12-19T20:31:52.845891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2025-12-19T20:31:52.846323] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-12-19T20:31:52.847213] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-12-19T20:31:52.847266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:52.847298] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:52.847325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:52.847382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:52.912748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:52.913703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:52.913794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:52.913826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:53.084454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:53.084708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:53.084776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:53.084822] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:53.090384] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: UP (p=95.17%)
[2025-12-19T20:31:53.090923] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-12-19T20:31:53.091124] [INFO ] [sig       ] SN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:53.307442] [INFO ] [LOCAL     ] Saved forecast: SN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SN.txt
[2025-12-19T20:31:53.307680] [INFO ] [sig       ] [2931/3561] Completed SN in 0.5s | 2.91 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-19T20:31:53.307742] [INFO ] [sig       ] [2932/3561] Forecasting SNA...
[2025-12-19T20:31:53.307784] [INFO ] [sig       ] Generating forecast for: SNA
[2025-12-19T20:31:53.307830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-12-19T20:31:53.339908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2025-12-19T20:31:53.340441] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-12-19T20:31:53.341667] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-12-19T20:31:53.341743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:53.341818] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:53.341867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:53.341958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:53.429476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:53.430738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:53.430863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:53.430914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:53.593958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:53.594159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:53.594223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:53.594271] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:53.599296] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: UP (p=87.07%)
[2025-12-19T20:31:53.599821] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-12-19T20:31:53.600010] [INFO ] [sig       ] SNA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:53.823698] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SNA.txt
[2025-12-19T20:31:53.823950] [INFO ] [sig       ] [2932/3561] Completed SNA in 0.5s | 2.90 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-19T20:31:53.824014] [INFO ] [sig       ] [2933/3561] Forecasting SNAP...
[2025-12-19T20:31:53.824061] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-12-19T20:31:53.824109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-12-19T20:31:53.841349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2025-12-19T20:31:53.841875] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-12-19T20:31:53.843025] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-12-19T20:31:53.843094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:53.843149] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:53.843197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:53.843291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:53.928508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:53.929735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:53.929864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:53.929921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:54.059396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:54.059612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:54.059657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:54.059687] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:54.063949] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=93.64%)
[2025-12-19T20:31:54.064329] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-12-19T20:31:54.064503] [INFO ] [sig       ] SNAP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:54.209251] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SNAP.txt
[2025-12-19T20:31:54.209593] [INFO ] [sig       ] [2933/3561] Completed SNAP in 0.4s | 2.90 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-19T20:31:54.209635] [INFO ] [sig       ] [2934/3561] Forecasting SNCY...
[2025-12-19T20:31:54.209664] [INFO ] [sig       ] Generating forecast for: SNCY
[2025-12-19T20:31:54.209695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2025-12-19T20:31:54.224183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2025-12-19T20:31:54.224724] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2025-12-19T20:31:54.225499] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2025-12-19T20:31:54.225552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:54.225615] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:54.225653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:54.225712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:54.283472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:54.284190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:54.284281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:54.284315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:54.403792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:54.403944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:54.403989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:54.404027] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:54.407377] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: UP (p=87.54%)
[2025-12-19T20:31:54.407662] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2025-12-19T20:31:54.407785] [INFO ] [sig       ] SNCY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:54.546858] [INFO ] [LOCAL     ] Saved forecast: SNCY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SNCY.txt
[2025-12-19T20:31:54.546986] [INFO ] [sig       ] [2934/3561] Completed SNCY in 0.3s | 2.90 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-19T20:31:54.547026] [INFO ] [sig       ] [2935/3561] Forecasting SND...
[2025-12-19T20:31:54.547054] [INFO ] [sig       ] Generating forecast for: SND
[2025-12-19T20:31:54.547084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2025-12-19T20:31:54.558684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2025-12-19T20:31:54.559046] [INFO ] [FORECASTER] Starting predict_future for SND
[2025-12-19T20:31:54.559868] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2025-12-19T20:31:54.559920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:54.559953] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:54.559979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:54.560036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:54.617629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:54.618276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:54.618354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:54.618386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:54.734852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:54.734996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:54.735036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:54.735065] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:54.738380] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: UP (p=74.50%)
[2025-12-19T20:31:54.738679] [INFO ] [FORECASTER] Completed predict_future for SND
[2025-12-19T20:31:54.738800] [INFO ] [sig       ] SND: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:54.877458] [INFO ] [LOCAL     ] Saved forecast: SND	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SND.txt
[2025-12-19T20:31:54.877607] [INFO ] [sig       ] [2935/3561] Completed SND in 0.3s | 2.90 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-19T20:31:54.877649] [INFO ] [sig       ] [2936/3561] Forecasting SNDL...
[2025-12-19T20:31:54.877677] [INFO ] [sig       ] Generating forecast for: SNDL
[2025-12-19T20:31:54.877712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2025-12-19T20:31:54.890228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2025-12-19T20:31:54.890625] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2025-12-19T20:31:54.891419] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2025-12-19T20:31:54.891472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:54.891504] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:54.891532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:54.891611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:54.947383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:54.948019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:54.948142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:54.948202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:55.069092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:55.069255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:55.069301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:55.069331] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:55.072689] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: UP (p=75.16%)
[2025-12-19T20:31:55.072959] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2025-12-19T20:31:55.073080] [INFO ] [sig       ] SNDL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:55.210476] [INFO ] [LOCAL     ] Saved forecast: SNDL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SNDL.txt
[2025-12-19T20:31:55.210648] [INFO ] [sig       ] [2936/3561] Completed SNDL in 0.3s | 2.90 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-19T20:31:55.210691] [INFO ] [sig       ] [2937/3561] Forecasting SNDX...
[2025-12-19T20:31:55.210721] [INFO ] [sig       ] Generating forecast for: SNDX
[2025-12-19T20:31:55.210751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2025-12-19T20:31:55.223027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2025-12-19T20:31:55.223365] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2025-12-19T20:31:55.224127] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2025-12-19T20:31:55.224178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:55.224210] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:55.224238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:55.224293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:55.279518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:55.280122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:55.280196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:55.280228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:55.401442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:55.401606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:55.401645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:55.401673] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:55.404962] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: DOWN (p=46.40%)
[2025-12-19T20:31:55.405240] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2025-12-19T20:31:55.405362] [INFO ] [sig       ] SNDX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:55.542128] [INFO ] [LOCAL     ] Saved forecast: SNDX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SNDX.txt
[2025-12-19T20:31:55.542273] [INFO ] [sig       ] [2937/3561] Completed SNDX in 0.3s | 2.90 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-19T20:31:55.542311] [INFO ] [sig       ] [2938/3561] Forecasting SNES...
[2025-12-19T20:31:55.542340] [INFO ] [sig       ] Generating forecast for: SNES
[2025-12-19T20:31:55.542369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2025-12-19T20:31:55.554040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2025-12-19T20:31:55.554372] [INFO ] [FORECASTER] Starting predict_future for SNES
[2025-12-19T20:31:55.555152] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2025-12-19T20:31:55.555203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:55.555234] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:55.555260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:55.555316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:55.611384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:55.612079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:55.612158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:55.612192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:55.730401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:55.730541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:55.730608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:55.730649] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:55.735809] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: UP (p=59.46%)
[2025-12-19T20:31:55.736193] [INFO ] [FORECASTER] Completed predict_future for SNES
[2025-12-19T20:31:55.736355] [INFO ] [sig       ] SNES: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:55.885196] [INFO ] [LOCAL     ] Saved forecast: SNES	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SNES.txt
[2025-12-19T20:31:55.885327] [INFO ] [sig       ] [2938/3561] Completed SNES in 0.3s | 2.90 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-19T20:31:55.885366] [INFO ] [sig       ] [2939/3561] Forecasting SNEX...
[2025-12-19T20:31:55.885395] [INFO ] [sig       ] Generating forecast for: SNEX
[2025-12-19T20:31:55.885425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2025-12-19T20:31:55.898722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2025-12-19T20:31:55.899120] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2025-12-19T20:31:55.900105] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2025-12-19T20:31:55.900160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:55.900194] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:55.900220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:55.900291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:55.958117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:55.959068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:55.959149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:55.959181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:56.081547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:56.081716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:56.081755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:56.081802] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:56.085355] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: UP (p=84.21%)
[2025-12-19T20:31:56.085646] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2025-12-19T20:31:56.085769] [INFO ] [sig       ] SNEX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:56.229496] [INFO ] [LOCAL     ] Saved forecast: SNEX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SNEX.txt
[2025-12-19T20:31:56.229694] [INFO ] [sig       ] [2939/3561] Completed SNEX in 0.3s | 2.90 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-19T20:31:56.229739] [INFO ] [sig       ] [2940/3561] Forecasting SNFCA...
[2025-12-19T20:31:56.229769] [INFO ] [sig       ] Generating forecast for: SNFCA
[2025-12-19T20:31:56.229800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2025-12-19T20:31:56.242833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2025-12-19T20:31:56.243193] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2025-12-19T20:31:56.244021] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2025-12-19T20:31:56.244073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:56.244104] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:56.244131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:56.244191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:56.302128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:56.302991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:56.303072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:56.303104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:56.432950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:56.433114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:56.433160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:56.433195] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:56.437615] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: DOWN (p=27.06%)
[2025-12-19T20:31:56.438001] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2025-12-19T20:31:56.438148] [INFO ] [sig       ] SNFCA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:56.580859] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SNFCA.txt
[2025-12-19T20:31:56.580993] [INFO ] [sig       ] [2940/3561] Completed SNFCA in 0.4s | 2.90 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-19T20:31:56.581033] [INFO ] [sig       ] [2941/3561] Forecasting SNGX...
[2025-12-19T20:31:56.581062] [INFO ] [sig       ] Generating forecast for: SNGX
[2025-12-19T20:31:56.581092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2025-12-19T20:31:56.593688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2025-12-19T20:31:56.594051] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2025-12-19T20:31:56.594807] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2025-12-19T20:31:56.594859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:56.594891] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:56.594919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:56.594975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:56.651712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:56.652307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:56.652543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:56.652606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:56.770689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:56.770815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:56.770851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:56.770879] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:56.774259] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: UP (p=59.84%)
[2025-12-19T20:31:56.774521] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2025-12-19T20:31:56.774658] [INFO ] [sig       ] SNGX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:56.915126] [INFO ] [LOCAL     ] Saved forecast: SNGX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SNGX.txt
[2025-12-19T20:31:56.915276] [INFO ] [sig       ] [2941/3561] Completed SNGX in 0.3s | 2.90 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-19T20:31:56.915315] [INFO ] [sig       ] [2942/3561] Forecasting SNN...
[2025-12-19T20:31:56.915346] [INFO ] [sig       ] Generating forecast for: SNN
[2025-12-19T20:31:56.915376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-12-19T20:31:56.927997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2025-12-19T20:31:56.928341] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-12-19T20:31:56.929136] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-12-19T20:31:56.929193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:56.929231] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:56.929263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:56.929331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:56.985143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:56.985789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:56.985866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:56.985898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:57.105865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:57.106025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:57.106063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:57.106092] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:57.109814] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: UP (p=58.51%)
[2025-12-19T20:31:57.110076] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-12-19T20:31:57.110197] [INFO ] [sig       ] SNN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:57.252127] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SNN.txt
[2025-12-19T20:31:57.252275] [INFO ] [sig       ] [2942/3561] Completed SNN in 0.3s | 2.90 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-19T20:31:57.252315] [INFO ] [sig       ] [2943/3561] Forecasting SNOA...
[2025-12-19T20:31:57.252344] [INFO ] [sig       ] Generating forecast for: SNOA
[2025-12-19T20:31:57.252374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2025-12-19T20:31:57.264511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2025-12-19T20:31:57.264867] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2025-12-19T20:31:57.265838] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2025-12-19T20:31:57.265889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:57.265945] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:57.265974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:57.266041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:57.321753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:57.322443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:57.322523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:57.322556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:57.441313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:57.441469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:57.441507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:57.441535] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:57.444917] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: UP (p=73.02%)
[2025-12-19T20:31:57.445200] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2025-12-19T20:31:57.445325] [INFO ] [sig       ] SNOA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:57.582303] [INFO ] [LOCAL     ] Saved forecast: SNOA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SNOA.txt
[2025-12-19T20:31:57.582456] [INFO ] [sig       ] [2943/3561] Completed SNOA in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-19T20:31:57.582495] [INFO ] [sig       ] [2944/3561] Forecasting SNPS...
[2025-12-19T20:31:57.582525] [INFO ] [sig       ] Generating forecast for: SNPS
[2025-12-19T20:31:57.582555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2025-12-19T20:31:57.594799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2025-12-19T20:31:57.595165] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2025-12-19T20:31:57.595932] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2025-12-19T20:31:57.595982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:57.596013] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:57.596039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:57.596095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:57.650931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:57.651682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:57.651762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:57.651793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:57.768950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:57.769111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:57.769149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:57.769177] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:57.772468] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: DOWN (p=23.04%)
[2025-12-19T20:31:57.772761] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2025-12-19T20:31:57.772882] [INFO ] [sig       ] SNPS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:57.909124] [INFO ] [LOCAL     ] Saved forecast: SNPS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SNPS.txt
[2025-12-19T20:31:57.909268] [INFO ] [sig       ] [2944/3561] Completed SNPS in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-19T20:31:57.909307] [INFO ] [sig       ] [2945/3561] Forecasting SNTI...
[2025-12-19T20:31:57.909337] [INFO ] [sig       ] Generating forecast for: SNTI
[2025-12-19T20:31:57.909367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'.
[2025-12-19T20:31:57.921202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNTI'.
[2025-12-19T20:31:57.921553] [INFO ] [FORECASTER] Starting predict_future for SNTI
[2025-12-19T20:31:57.922327] [DEBUG] [LOCAL     ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt
[2025-12-19T20:31:57.922377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:57.922409] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:57.922436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:57.922492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:57.977016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:57.977716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:57.977794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:57.977825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:58.116176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:58.116359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:58.116400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:58.116430] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:58.120410] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: DOWN (p=9.69%)
[2025-12-19T20:31:58.120726] [INFO ] [FORECASTER] Completed predict_future for SNTI
[2025-12-19T20:31:58.120857] [INFO ] [sig       ] SNTI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:58.261916] [INFO ] [LOCAL     ] Saved forecast: SNTI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SNTI.txt
[2025-12-19T20:31:58.262065] [INFO ] [sig       ] [2945/3561] Completed SNTI in 0.4s | 2.91 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-19T20:31:58.262107] [INFO ] [sig       ] [2946/3561] Forecasting SNX...
[2025-12-19T20:31:58.262137] [INFO ] [sig       ] Generating forecast for: SNX
[2025-12-19T20:31:58.262168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-12-19T20:31:58.275172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2025-12-19T20:31:58.275538] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-12-19T20:31:58.276308] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-12-19T20:31:58.276359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:58.276392] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:58.276419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:58.276475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:58.332627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:58.333374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:58.333456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:58.333488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:58.455334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:58.455491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:58.455530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:58.455608] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:58.459296] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=42.22%)
[2025-12-19T20:31:58.459590] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-12-19T20:31:58.459717] [INFO ] [sig       ] SNX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:58.599081] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SNX.txt
[2025-12-19T20:31:58.599239] [INFO ] [sig       ] [2946/3561] Completed SNX in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-19T20:31:58.599279] [INFO ] [sig       ] [2947/3561] Forecasting SNY...
[2025-12-19T20:31:58.599313] [INFO ] [sig       ] Generating forecast for: SNY
[2025-12-19T20:31:58.599344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2025-12-19T20:31:58.612131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2025-12-19T20:31:58.612461] [INFO ] [FORECASTER] Starting predict_future for SNY
[2025-12-19T20:31:58.613240] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2025-12-19T20:31:58.613291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:58.613323] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:58.613349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:58.613405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:58.670501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:58.671145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:58.671223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:58.671256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:58.796300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:58.796473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:58.796516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:58.796546] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:58.800318] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-12-19T20:31:58.800847] [INFO ] [FORECASTER] Completed predict_future for SNY
[2025-12-19T20:31:58.800993] [INFO ] [sig       ] SNY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:58.943656] [INFO ] [LOCAL     ] Saved forecast: SNY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SNY.txt
[2025-12-19T20:31:58.943787] [INFO ] [sig       ] [2947/3561] Completed SNY in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-19T20:31:58.943827] [INFO ] [sig       ] [2948/3561] Forecasting SO...
[2025-12-19T20:31:58.943858] [INFO ] [sig       ] Generating forecast for: SO
[2025-12-19T20:31:58.943889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-12-19T20:31:58.956441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2025-12-19T20:31:58.957020] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-12-19T20:31:58.958017] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-12-19T20:31:58.958070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:58.958104] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:58.958132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:58.958190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:59.017401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:59.018144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:59.018226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:59.018259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:59.140787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:59.140939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:59.140979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:59.141009] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:59.144273] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: UP (p=92.40%)
[2025-12-19T20:31:59.144540] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-12-19T20:31:59.144679] [INFO ] [sig       ] SO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:59.282352] [INFO ] [LOCAL     ] Saved forecast: SO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SO.txt
[2025-12-19T20:31:59.282500] [INFO ] [sig       ] [2948/3561] Completed SO in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-19T20:31:59.282541] [INFO ] [sig       ] [2949/3561] Forecasting SOCL...
[2025-12-19T20:31:59.282588] [INFO ] [sig       ] Generating forecast for: SOCL
[2025-12-19T20:31:59.282624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2025-12-19T20:31:59.294851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2025-12-19T20:31:59.295183] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2025-12-19T20:31:59.295988] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2025-12-19T20:31:59.296041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:59.296074] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:59.296103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:59.296162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:59.355093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:59.355926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:59.356008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:59.356041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:59.462605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:59.462758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:59.462797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:59.462826] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:59.466211] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: DOWN (p=19.74%)
[2025-12-19T20:31:59.466482] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2025-12-19T20:31:59.466622] [INFO ] [sig       ] SOCL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:31:59.612939] [INFO ] [LOCAL     ] Saved forecast: SOCL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SOCL.txt
[2025-12-19T20:31:59.613089] [INFO ] [sig       ] [2949/3561] Completed SOCL in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-19T20:31:59.613130] [INFO ] [sig       ] [2950/3561] Forecasting SOFI...
[2025-12-19T20:31:59.613160] [INFO ] [sig       ] Generating forecast for: SOFI
[2025-12-19T20:31:59.613190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2025-12-19T20:31:59.626620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2025-12-19T20:31:59.626966] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2025-12-19T20:31:59.627785] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2025-12-19T20:31:59.627838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:59.627873] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:59.627901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:59.627960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:31:59.685521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:31:59.686225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:31:59.686304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:31:59.686339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:31:59.806763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:31:59.806924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:31:59.806962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:31:59.806989] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:31:59.811018] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: UP (p=81.48%)
[2025-12-19T20:31:59.811344] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2025-12-19T20:31:59.811672] [INFO ] [sig       ] SOFI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:31:59.950161] [INFO ] [LOCAL     ] Saved forecast: SOFI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SOFI.txt
[2025-12-19T20:31:59.950297] [INFO ] [sig       ] [2950/3561] Completed SOFI in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-19T20:31:59.950337] [INFO ] [sig       ] [2951/3561] Forecasting SOGP...
[2025-12-19T20:31:59.950366] [INFO ] [sig       ] Generating forecast for: SOGP
[2025-12-19T20:31:59.950396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2025-12-19T20:31:59.962728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2025-12-19T20:31:59.963048] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2025-12-19T20:31:59.963796] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2025-12-19T20:31:59.963846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:31:59.963878] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:31:59.963904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:31:59.963959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:00.020038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:00.020830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:00.020910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:00.020943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:00.131806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:00.131958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:00.131997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:00.132025] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:00.135317] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=46.78%)
[2025-12-19T20:32:00.135602] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2025-12-19T20:32:00.135724] [INFO ] [sig       ] SOGP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:00.275732] [INFO ] [LOCAL     ] Saved forecast: SOGP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SOGP.txt
[2025-12-19T20:32:00.275868] [INFO ] [sig       ] [2951/3561] Completed SOGP in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-19T20:32:00.275908] [INFO ] [sig       ] [2952/3561] Forecasting SOJC...
[2025-12-19T20:32:00.275937] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-12-19T20:32:00.275967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-12-19T20:32:00.288431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2025-12-19T20:32:00.288793] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-12-19T20:32:00.289527] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-12-19T20:32:00.289598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:00.289632] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:00.289660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:00.289716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:00.348211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:00.348953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:00.349037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:00.349070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:00.468066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:00.468261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:00.468311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:00.468347] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:00.471842] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=79.39%)
[2025-12-19T20:32:00.472119] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-12-19T20:32:00.472242] [INFO ] [sig       ] SOJC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:00.612241] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SOJC.txt
[2025-12-19T20:32:00.612393] [INFO ] [sig       ] [2952/3561] Completed SOJC in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-19T20:32:00.612437] [INFO ] [sig       ] [2953/3561] Forecasting SOJD...
[2025-12-19T20:32:00.612467] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-12-19T20:32:00.612496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-12-19T20:32:00.625931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2025-12-19T20:32:00.626334] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-12-19T20:32:00.627141] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-12-19T20:32:00.627194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:00.627227] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:00.627258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:00.627328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:00.684547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:00.685408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:00.685525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:00.685558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:00.806984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:00.807145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:00.807185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:00.807214] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:00.810912] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: DOWN (p=46.33%)
[2025-12-19T20:32:00.811197] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-12-19T20:32:00.811320] [INFO ] [sig       ] SOJD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:00.957276] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SOJD.txt
[2025-12-19T20:32:00.957441] [INFO ] [sig       ] [2953/3561] Completed SOJD in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-19T20:32:00.957485] [INFO ] [sig       ] [2954/3561] Forecasting SOJE...
[2025-12-19T20:32:00.957516] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-12-19T20:32:00.957547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-12-19T20:32:00.970109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2025-12-19T20:32:00.970514] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-12-19T20:32:00.971300] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-12-19T20:32:00.971364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:00.971403] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:00.971437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:00.971497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:01.028226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:01.029155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:01.029244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:01.029278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:01.154938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:01.155144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:01.155186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:01.155215] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:01.159860] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=10.65%)
[2025-12-19T20:32:01.160423] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-12-19T20:32:01.160631] [INFO ] [sig       ] SOJE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:01.299252] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SOJE.txt
[2025-12-19T20:32:01.299386] [INFO ] [sig       ] [2954/3561] Completed SOJE in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-19T20:32:01.299424] [INFO ] [sig       ] [2955/3561] Forecasting SON...
[2025-12-19T20:32:01.299454] [INFO ] [sig       ] Generating forecast for: SON
[2025-12-19T20:32:01.299483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-12-19T20:32:01.312516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2025-12-19T20:32:01.312885] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-12-19T20:32:01.313662] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-12-19T20:32:01.313712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:01.313745] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:01.313772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:01.313827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:01.371128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:01.371772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:01.371851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:01.371884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:01.493385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:01.493544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:01.493598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:01.493628] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:01.496924] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=75.07%)
[2025-12-19T20:32:01.497193] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-12-19T20:32:01.497314] [INFO ] [sig       ] SON: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:01.637235] [INFO ] [LOCAL     ] Saved forecast: SON	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SON.txt
[2025-12-19T20:32:01.637394] [INFO ] [sig       ] [2955/3561] Completed SON in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-19T20:32:01.637432] [INFO ] [sig       ] [2956/3561] Forecasting SONO...
[2025-12-19T20:32:01.637462] [INFO ] [sig       ] Generating forecast for: SONO
[2025-12-19T20:32:01.637493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2025-12-19T20:32:01.650771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2025-12-19T20:32:01.651168] [INFO ] [FORECASTER] Starting predict_future for SONO
[2025-12-19T20:32:01.651975] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2025-12-19T20:32:01.652038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:01.652071] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:01.652098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:01.652153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:01.708616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:01.709477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:01.709560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:01.709611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:01.855538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:01.855745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:01.855786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:01.855815] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:01.859706] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: DOWN (p=9.31%)
[2025-12-19T20:32:01.860101] [INFO ] [FORECASTER] Completed predict_future for SONO
[2025-12-19T20:32:01.860249] [INFO ] [sig       ] SONO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:02.012455] [INFO ] [LOCAL     ] Saved forecast: SONO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SONO.txt
[2025-12-19T20:32:02.012691] [INFO ] [sig       ] [2956/3561] Completed SONO in 0.4s | 2.91 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-19T20:32:02.012734] [INFO ] [sig       ] [2957/3561] Forecasting SOPA...
[2025-12-19T20:32:02.012765] [INFO ] [sig       ] Generating forecast for: SOPA
[2025-12-19T20:32:02.012796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2025-12-19T20:32:02.026401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2025-12-19T20:32:02.027036] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2025-12-19T20:32:02.027829] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2025-12-19T20:32:02.027882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:02.027914] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:02.027942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:02.027997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:02.085995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:02.087066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:02.087182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:02.087233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:02.212552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:02.212725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:02.212764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:02.212792] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:02.216668] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: UP (p=87.08%)
[2025-12-19T20:32:02.216933] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2025-12-19T20:32:02.217054] [INFO ] [sig       ] SOPA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:02.354775] [INFO ] [LOCAL     ] Saved forecast: SOPA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SOPA.txt
[2025-12-19T20:32:02.354917] [INFO ] [sig       ] [2957/3561] Completed SOPA in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-19T20:32:02.354956] [INFO ] [sig       ] [2958/3561] Forecasting SOPH...
[2025-12-19T20:32:02.354986] [INFO ] [sig       ] Generating forecast for: SOPH
[2025-12-19T20:32:02.355016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2025-12-19T20:32:02.371117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2025-12-19T20:32:02.371943] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2025-12-19T20:32:02.373278] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2025-12-19T20:32:02.373340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:02.373376] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:02.373407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:02.373470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:02.438047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:02.439525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:02.439945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:02.439983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:02.576768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:02.577015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:02.577060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:02.577089] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:02.582096] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: UP (p=57.69%)
[2025-12-19T20:32:02.582618] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2025-12-19T20:32:02.582799] [INFO ] [sig       ] SOPH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:02.739208] [INFO ] [LOCAL     ] Saved forecast: SOPH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SOPH.txt
[2025-12-19T20:32:02.739377] [INFO ] [sig       ] [2958/3561] Completed SOPH in 0.4s | 2.91 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-19T20:32:02.739418] [INFO ] [sig       ] [2959/3561] Forecasting SOUN...
[2025-12-19T20:32:02.739449] [INFO ] [sig       ] Generating forecast for: SOUN
[2025-12-19T20:32:02.739479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2025-12-19T20:32:02.753196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2025-12-19T20:32:02.753617] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2025-12-19T20:32:02.754385] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2025-12-19T20:32:02.754435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:02.754467] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:02.754493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:02.754728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:02.814080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:02.814887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:02.814971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:02.815004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:02.934847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:02.935032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:02.935883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:02.935930] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:02.939694] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: DOWN (p=31.42%)
[2025-12-19T20:32:02.939969] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2025-12-19T20:32:02.940094] [INFO ] [sig       ] SOUN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:03.084072] [INFO ] [LOCAL     ] Saved forecast: SOUN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SOUN.txt
[2025-12-19T20:32:03.084227] [INFO ] [sig       ] [2959/3561] Completed SOUN in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-19T20:32:03.084273] [INFO ] [sig       ] [2960/3561] Forecasting SOXQ...
[2025-12-19T20:32:03.084305] [INFO ] [sig       ] Generating forecast for: SOXQ
[2025-12-19T20:32:03.084335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2025-12-19T20:32:03.098649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2025-12-19T20:32:03.099071] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2025-12-19T20:32:03.099872] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2025-12-19T20:32:03.099925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:03.099984] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:03.100014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:03.100072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:03.159249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:03.160029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:03.160109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:03.160143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:03.289320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:03.289485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:03.289523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:03.289550] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:03.292899] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: UP (p=55.55%)
[2025-12-19T20:32:03.293165] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2025-12-19T20:32:03.293283] [INFO ] [sig       ] SOXQ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:03.435872] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SOXQ.txt
[2025-12-19T20:32:03.436038] [INFO ] [sig       ] [2960/3561] Completed SOXQ in 0.4s | 2.91 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-19T20:32:03.436084] [INFO ] [sig       ] [2961/3561] Forecasting SOXX...
[2025-12-19T20:32:03.436116] [INFO ] [sig       ] Generating forecast for: SOXX
[2025-12-19T20:32:03.436148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2025-12-19T20:32:03.449936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2025-12-19T20:32:03.450291] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2025-12-19T20:32:03.451103] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2025-12-19T20:32:03.451156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:03.451188] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:03.451216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:03.451273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:03.511064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:03.511792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:03.511890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:03.511931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:03.652806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:03.652971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:03.653011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:03.653039] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:03.656488] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: DOWN (p=18.17%)
[2025-12-19T20:32:03.656983] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2025-12-19T20:32:03.657106] [INFO ] [sig       ] SOXX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:03.800456] [INFO ] [LOCAL     ] Saved forecast: SOXX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SOXX.txt
[2025-12-19T20:32:03.800795] [INFO ] [sig       ] [2961/3561] Completed SOXX in 0.4s | 2.90 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-19T20:32:03.800836] [INFO ] [sig       ] [2962/3561] Forecasting SPAI...
[2025-12-19T20:32:03.800866] [INFO ] [sig       ] Generating forecast for: SPAI
[2025-12-19T20:32:03.800896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2025-12-19T20:32:03.813544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2025-12-19T20:32:03.813906] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2025-12-19T20:32:03.814667] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2025-12-19T20:32:03.814718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:03.814751] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:03.814778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:03.814834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:03.877864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:03.878841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:03.878926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:03.878961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:03.999956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:04.000114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:04.000152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:04.000180] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:04.003938] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: DOWN (p=12.13%)
[2025-12-19T20:32:04.004223] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2025-12-19T20:32:04.004348] [INFO ] [sig       ] SPAI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:04.146949] [INFO ] [LOCAL     ] Saved forecast: SPAI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SPAI.txt
[2025-12-19T20:32:04.147100] [INFO ] [sig       ] [2962/3561] Completed SPAI in 0.3s | 2.90 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-19T20:32:04.147140] [INFO ] [sig       ] [2963/3561] Forecasting SPB...
[2025-12-19T20:32:04.147170] [INFO ] [sig       ] Generating forecast for: SPB
[2025-12-19T20:32:04.147201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-12-19T20:32:04.159802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2025-12-19T20:32:04.160157] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-12-19T20:32:04.160955] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-12-19T20:32:04.161008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:04.161041] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:04.161069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:04.161125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:04.221717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:04.222549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:04.222651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:04.222686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:04.350261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:04.350425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:04.350484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:04.350754] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:04.354202] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: DOWN (p=19.36%)
[2025-12-19T20:32:04.354495] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-12-19T20:32:04.354639] [INFO ] [sig       ] SPB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:04.500465] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SPB.txt
[2025-12-19T20:32:04.500804] [INFO ] [sig       ] [2963/3561] Completed SPB in 0.4s | 2.90 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-19T20:32:04.500843] [INFO ] [sig       ] [2964/3561] Forecasting SPCB...
[2025-12-19T20:32:04.500872] [INFO ] [sig       ] Generating forecast for: SPCB
[2025-12-19T20:32:04.500903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2025-12-19T20:32:04.513923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2025-12-19T20:32:04.514288] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2025-12-19T20:32:04.515065] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2025-12-19T20:32:04.515116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:04.515147] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:04.515174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:04.515230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:04.575492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:04.576341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:04.576423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:04.576457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:04.706277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:04.706458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:04.706503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:04.706533] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:04.710063] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: DOWN (p=17.95%)
[2025-12-19T20:32:04.710373] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2025-12-19T20:32:04.710524] [INFO ] [sig       ] SPCB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:04.851150] [INFO ] [LOCAL     ] Saved forecast: SPCB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SPCB.txt
[2025-12-19T20:32:04.851338] [INFO ] [sig       ] [2964/3561] Completed SPCB in 0.4s | 2.90 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-19T20:32:04.851400] [INFO ] [sig       ] [2965/3561] Forecasting SPCE...
[2025-12-19T20:32:04.851434] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-12-19T20:32:04.851465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-12-19T20:32:04.864106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2025-12-19T20:32:04.864498] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-12-19T20:32:04.865353] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-12-19T20:32:04.865408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:04.865445] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:04.865473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:04.865532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:04.927237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:04.928078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:04.928159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:04.928193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:05.053705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:05.053869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:05.053908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:05.053937] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:05.057593] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: UP (p=83.70%)
[2025-12-19T20:32:05.057865] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-12-19T20:32:05.058187] [INFO ] [sig       ] SPCE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:05.199013] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SPCE.txt
[2025-12-19T20:32:05.199159] [INFO ] [sig       ] [2965/3561] Completed SPCE in 0.3s | 2.90 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-19T20:32:05.199198] [INFO ] [sig       ] [2966/3561] Forecasting SPE...
[2025-12-19T20:32:05.199229] [INFO ] [sig       ] Generating forecast for: SPE
[2025-12-19T20:32:05.199260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-12-19T20:32:05.211395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2025-12-19T20:32:05.211758] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-12-19T20:32:05.212503] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-12-19T20:32:05.212555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:05.212620] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:05.212649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:05.212705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:05.271754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:05.272615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:05.272698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:05.272731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:05.394383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:05.394589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:05.394638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:05.394668] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:05.398325] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: DOWN (p=35.90%)
[2025-12-19T20:32:05.398611] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-12-19T20:32:05.398756] [INFO ] [sig       ] SPE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:05.551891] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SPE.txt
[2025-12-19T20:32:05.552057] [INFO ] [sig       ] [2966/3561] Completed SPE in 0.4s | 2.90 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-19T20:32:05.552097] [INFO ] [sig       ] [2967/3561] Forecasting SPFI...
[2025-12-19T20:32:05.552127] [INFO ] [sig       ] Generating forecast for: SPFI
[2025-12-19T20:32:05.552158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2025-12-19T20:32:05.567185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2025-12-19T20:32:05.567646] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2025-12-19T20:32:05.568974] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2025-12-19T20:32:05.569031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:05.569086] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:05.569117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:05.569175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:05.629274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:05.629966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:05.630043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:05.630076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:05.760494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:05.760667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:05.760708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:05.760737] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:05.764184] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: UP (p=52.05%)
[2025-12-19T20:32:05.764457] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2025-12-19T20:32:05.764786] [INFO ] [sig       ] SPFI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:05.903984] [INFO ] [LOCAL     ] Saved forecast: SPFI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SPFI.txt
[2025-12-19T20:32:05.904111] [INFO ] [sig       ] [2967/3561] Completed SPFI in 0.4s | 2.90 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-19T20:32:05.904151] [INFO ] [sig       ] [2968/3561] Forecasting SPG...
[2025-12-19T20:32:05.904180] [INFO ] [sig       ] Generating forecast for: SPG
[2025-12-19T20:32:05.904216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-12-19T20:32:05.916481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2025-12-19T20:32:05.916829] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-12-19T20:32:05.917609] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-12-19T20:32:05.917660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:05.917692] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:05.917719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:05.917775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:05.974977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:05.975615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:05.975693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:05.975726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:06.098929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:06.099091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:06.099132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:06.099161] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:06.102459] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=41.47%)
[2025-12-19T20:32:06.102743] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-12-19T20:32:06.102863] [INFO ] [sig       ] SPG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:06.243210] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SPG.txt
[2025-12-19T20:32:06.243340] [INFO ] [sig       ] [2968/3561] Completed SPG in 0.3s | 2.90 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-19T20:32:06.243379] [INFO ] [sig       ] [2969/3561] Forecasting SPGI...
[2025-12-19T20:32:06.243408] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-12-19T20:32:06.243438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-12-19T20:32:06.257079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2025-12-19T20:32:06.257499] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-12-19T20:32:06.258296] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-12-19T20:32:06.258535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:06.258567] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:06.258615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:06.258704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:06.317290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:06.318263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:06.318351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:06.318386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:06.446774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:06.446940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:06.446980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:06.447009] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:06.450852] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: UP (p=86.94%)
[2025-12-19T20:32:06.451150] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-12-19T20:32:06.451279] [INFO ] [sig       ] SPGI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:06.598487] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SPGI.txt
[2025-12-19T20:32:06.598680] [INFO ] [sig       ] [2969/3561] Completed SPGI in 0.4s | 2.90 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-19T20:32:06.598724] [INFO ] [sig       ] [2970/3561] Forecasting SPH...
[2025-12-19T20:32:06.598753] [INFO ] [sig       ] Generating forecast for: SPH
[2025-12-19T20:32:06.598783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-12-19T20:32:06.615327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2025-12-19T20:32:06.615998] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-12-19T20:32:06.616830] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-12-19T20:32:06.616884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:06.616917] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:06.616947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:06.617006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:06.677294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:06.678160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:06.678287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:06.678322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:06.795214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:06.795358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:06.795397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:06.795425] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:06.798767] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=29.11%)
[2025-12-19T20:32:06.799043] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-12-19T20:32:06.799164] [INFO ] [sig       ] SPH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:06.942293] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SPH.txt
[2025-12-19T20:32:06.942440] [INFO ] [sig       ] [2970/3561] Completed SPH in 0.3s | 2.90 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-19T20:32:06.942487] [INFO ] [sig       ] [2971/3561] Forecasting SPOK...
[2025-12-19T20:32:06.942530] [INFO ] [sig       ] Generating forecast for: SPOK
[2025-12-19T20:32:06.942567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2025-12-19T20:32:06.954894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2025-12-19T20:32:06.955211] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2025-12-19T20:32:06.955993] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2025-12-19T20:32:06.956053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:06.956090] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:06.956118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:06.956174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:07.012678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:07.013278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:07.013355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:07.013391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:07.134177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:07.134328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:07.134368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:07.134399] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:07.137748] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2025-12-19T20:32:07.138016] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2025-12-19T20:32:07.138137] [INFO ] [sig       ] SPOK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:07.293598] [INFO ] [LOCAL     ] Saved forecast: SPOK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SPOK.txt
[2025-12-19T20:32:07.293728] [INFO ] [sig       ] [2971/3561] Completed SPOK in 0.4s | 2.90 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-19T20:32:07.293766] [INFO ] [sig       ] [2972/3561] Forecasting SPRC...
[2025-12-19T20:32:07.293795] [INFO ] [sig       ] Generating forecast for: SPRC
[2025-12-19T20:32:07.293825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'.
[2025-12-19T20:32:07.305423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRC'.
[2025-12-19T20:32:07.305789] [INFO ] [FORECASTER] Starting predict_future for SPRC
[2025-12-19T20:32:07.306556] [DEBUG] [LOCAL     ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt
[2025-12-19T20:32:07.306626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:07.306660] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:07.306688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:07.306745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:07.365034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:07.365728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:07.365810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:07.365844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:07.486422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:07.486553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:07.486608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:07.486638] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:07.489951] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: DOWN (p=16.43%)
[2025-12-19T20:32:07.490221] [INFO ] [FORECASTER] Completed predict_future for SPRC
[2025-12-19T20:32:07.490341] [INFO ] [sig       ] SPRC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:07.635707] [INFO ] [LOCAL     ] Saved forecast: SPRC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SPRC.txt
[2025-12-19T20:32:07.635832] [INFO ] [sig       ] [2972/3561] Completed SPRC in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-19T20:32:07.635871] [INFO ] [sig       ] [2973/3561] Forecasting SPRO...
[2025-12-19T20:32:07.635901] [INFO ] [sig       ] Generating forecast for: SPRO
[2025-12-19T20:32:07.635931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2025-12-19T20:32:07.647875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2025-12-19T20:32:07.648203] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2025-12-19T20:32:07.649067] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2025-12-19T20:32:07.649119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:07.649152] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:07.649179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:07.649236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:07.708487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:07.709172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:07.709260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:07.709292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:07.833621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:07.833731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:07.833769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:07.833798] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:07.837218] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: DOWN (p=0.32%)
[2025-12-19T20:32:07.837517] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2025-12-19T20:32:07.837666] [INFO ] [sig       ] SPRO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:07.981515] [INFO ] [LOCAL     ] Saved forecast: SPRO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SPRO.txt
[2025-12-19T20:32:07.981685] [INFO ] [sig       ] [2973/3561] Completed SPRO in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-19T20:32:07.981728] [INFO ] [sig       ] [2974/3561] Forecasting SPRX...
[2025-12-19T20:32:07.981760] [INFO ] [sig       ] Generating forecast for: SPRX
[2025-12-19T20:32:07.981790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2025-12-19T20:32:07.992713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2025-12-19T20:32:07.993047] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2025-12-19T20:32:07.993814] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2025-12-19T20:32:07.993865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:07.993897] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:07.993925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:07.993980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:08.050830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:08.051463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:08.051541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:08.051589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:08.171047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:08.171198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:08.171235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:08.171279] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:08.174551] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-12-19T20:32:08.174836] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2025-12-19T20:32:08.174954] [INFO ] [sig       ] SPRX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:08.316479] [INFO ] [LOCAL     ] Saved forecast: SPRX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SPRX.txt
[2025-12-19T20:32:08.316642] [INFO ] [sig       ] [2974/3561] Completed SPRX in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-19T20:32:08.316685] [INFO ] [sig       ] [2975/3561] Forecasting SPRY...
[2025-12-19T20:32:08.316713] [INFO ] [sig       ] Generating forecast for: SPRY
[2025-12-19T20:32:08.316743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2025-12-19T20:32:08.328184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2025-12-19T20:32:08.328525] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2025-12-19T20:32:08.329327] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2025-12-19T20:32:08.329379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:08.329411] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:08.329440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:08.329496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:08.387213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:08.387947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:08.388030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:08.388064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:08.509337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:08.509502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:08.509540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:08.509567] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:08.512901] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: UP (p=72.42%)
[2025-12-19T20:32:08.513170] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2025-12-19T20:32:08.513292] [INFO ] [sig       ] SPRY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:08.654400] [INFO ] [LOCAL     ] Saved forecast: SPRY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SPRY.txt
[2025-12-19T20:32:08.654564] [INFO ] [sig       ] [2975/3561] Completed SPRY in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-19T20:32:08.654636] [INFO ] [sig       ] [2976/3561] Forecasting SPSC...
[2025-12-19T20:32:08.654665] [INFO ] [sig       ] Generating forecast for: SPSC
[2025-12-19T20:32:08.654699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2025-12-19T20:32:08.666957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2025-12-19T20:32:08.667356] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2025-12-19T20:32:08.668365] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2025-12-19T20:32:08.668417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:08.668450] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:08.668479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:08.668541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:08.729410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:08.730458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:08.730599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:08.730646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:08.856837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:08.856996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:08.857036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:08.857066] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:08.860633] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: UP (p=60.06%)
[2025-12-19T20:32:08.860924] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2025-12-19T20:32:08.861053] [INFO ] [sig       ] SPSC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:09.005387] [INFO ] [LOCAL     ] Saved forecast: SPSC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SPSC.txt
[2025-12-19T20:32:09.005555] [INFO ] [sig       ] [2976/3561] Completed SPSC in 0.4s | 2.90 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-19T20:32:09.005617] [INFO ] [sig       ] [2977/3561] Forecasting SPWH...
[2025-12-19T20:32:09.005648] [INFO ] [sig       ] Generating forecast for: SPWH
[2025-12-19T20:32:09.005679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2025-12-19T20:32:09.018033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2025-12-19T20:32:09.018411] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2025-12-19T20:32:09.019472] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2025-12-19T20:32:09.019536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:09.019632] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:09.019661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:09.019717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:09.081030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:09.081900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:09.082002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:09.082047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:09.215666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:09.215828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:09.215888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:09.215922] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:09.219772] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: DOWN (p=41.57%)
[2025-12-19T20:32:09.220073] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2025-12-19T20:32:09.220210] [INFO ] [sig       ] SPWH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:09.371905] [INFO ] [LOCAL     ] Saved forecast: SPWH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SPWH.txt
[2025-12-19T20:32:09.372056] [INFO ] [sig       ] [2977/3561] Completed SPWH in 0.4s | 2.90 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-19T20:32:09.372095] [INFO ] [sig       ] [2978/3561] Forecasting SPXC...
[2025-12-19T20:32:09.372126] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-12-19T20:32:09.372156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-12-19T20:32:09.384802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2025-12-19T20:32:09.385168] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-12-19T20:32:09.386061] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-12-19T20:32:09.386124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:09.386172] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:09.386229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:09.386315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:09.447143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:09.448166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:09.448254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:09.448287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:09.582256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:09.582425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:09.582485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:09.582529] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:09.586436] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-19T20:32:09.586744] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-12-19T20:32:09.586876] [INFO ] [sig       ] SPXC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:09.739264] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SPXC.txt
[2025-12-19T20:32:09.739419] [INFO ] [sig       ] [2978/3561] Completed SPXC in 0.4s | 2.90 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-19T20:32:09.739467] [INFO ] [sig       ] [2979/3561] Forecasting SPXX...
[2025-12-19T20:32:09.739503] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-12-19T20:32:09.739540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-12-19T20:32:09.752275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2025-12-19T20:32:09.752662] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-12-19T20:32:09.753470] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-12-19T20:32:09.753524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:09.753568] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:09.753637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:09.753696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:09.816681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:09.817471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:09.817593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:09.817636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:09.950048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:09.950209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:09.950249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:09.950278] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:09.954022] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: DOWN (p=11.90%)
[2025-12-19T20:32:09.954313] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-12-19T20:32:09.954440] [INFO ] [sig       ] SPXX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:10.109356] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SPXX.txt
[2025-12-19T20:32:10.109605] [INFO ] [sig       ] [2979/3561] Completed SPXX in 0.4s | 2.90 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-19T20:32:10.109679] [INFO ] [sig       ] [2980/3561] Forecasting SQM...
[2025-12-19T20:32:10.109728] [INFO ] [sig       ] Generating forecast for: SQM
[2025-12-19T20:32:10.109777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-12-19T20:32:10.126520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2025-12-19T20:32:10.126988] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-12-19T20:32:10.128102] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-12-19T20:32:10.128162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:10.128195] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:10.128221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:10.128276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:10.193611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:10.194451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:10.194537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:10.194595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:10.332894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:10.333076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:10.333130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:10.333197] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:10.336806] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=91.44%)
[2025-12-19T20:32:10.337125] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-12-19T20:32:10.337259] [INFO ] [sig       ] SQM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:10.488506] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SQM.txt
[2025-12-19T20:32:10.488737] [INFO ] [sig       ] [2980/3561] Completed SQM in 0.4s | 2.90 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-19T20:32:10.488786] [INFO ] [sig       ] [2981/3561] Forecasting SQNS...
[2025-12-19T20:32:10.488817] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-12-19T20:32:10.488850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-12-19T20:32:10.501129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2025-12-19T20:32:10.501535] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-12-19T20:32:10.502341] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-12-19T20:32:10.502393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:10.502424] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:10.502450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:10.502505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:10.562930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:10.564006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:10.564094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:10.564127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:10.678087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:10.678244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:10.678282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:10.678310] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:10.681709] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-12-19T20:32:10.681977] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-12-19T20:32:10.682099] [INFO ] [sig       ] SQNS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:10.828692] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SQNS.txt
[2025-12-19T20:32:10.828871] [INFO ] [sig       ] [2981/3561] Completed SQNS in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-19T20:32:10.828936] [INFO ] [sig       ] [2982/3561] Forecasting SQQQ...
[2025-12-19T20:32:10.828980] [INFO ] [sig       ] Generating forecast for: SQQQ
[2025-12-19T20:32:10.829025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2025-12-19T20:32:10.842201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2025-12-19T20:32:10.842608] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2025-12-19T20:32:10.843406] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2025-12-19T20:32:10.843457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:10.843490] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:10.843518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:10.843596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:10.902916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:10.903848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:10.903935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:10.903968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:11.030506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:11.030686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:11.030726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:11.030754] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:11.034163] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: DOWN (p=13.87%)
[2025-12-19T20:32:11.034454] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2025-12-19T20:32:11.034597] [INFO ] [sig       ] SQQQ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:11.175949] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SQQQ.txt
[2025-12-19T20:32:11.176091] [INFO ] [sig       ] [2982/3561] Completed SQQQ in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-19T20:32:11.176130] [INFO ] [sig       ] [2983/3561] Forecasting SRAD...
[2025-12-19T20:32:11.176159] [INFO ] [sig       ] Generating forecast for: SRAD
[2025-12-19T20:32:11.176187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2025-12-19T20:32:11.189014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2025-12-19T20:32:11.189382] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2025-12-19T20:32:11.190170] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2025-12-19T20:32:11.190221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:11.190252] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:11.190278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:11.190333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:11.247711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:11.248650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:11.248750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:11.248783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:11.375213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:11.375369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:11.375410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:11.375439] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:11.378916] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: UP (p=69.57%)
[2025-12-19T20:32:11.379199] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2025-12-19T20:32:11.379322] [INFO ] [sig       ] SRAD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:11.523513] [INFO ] [LOCAL     ] Saved forecast: SRAD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SRAD.txt
[2025-12-19T20:32:11.523677] [INFO ] [sig       ] [2983/3561] Completed SRAD in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-19T20:32:11.523720] [INFO ] [sig       ] [2984/3561] Forecasting SRBK...
[2025-12-19T20:32:11.523749] [INFO ] [sig       ] Generating forecast for: SRBK
[2025-12-19T20:32:11.523779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2025-12-19T20:32:11.535124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2025-12-19T20:32:11.535480] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2025-12-19T20:32:11.536400] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2025-12-19T20:32:11.536451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:11.536484] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:11.536512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:11.536593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:11.593232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:11.594036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:11.594115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:11.594148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:11.711856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:11.712022] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-19T20:32:11.712061] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:11.712091] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:11.715546] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: DOWN (p=15.81%)
[2025-12-19T20:32:11.715905] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2025-12-19T20:32:11.716041] [INFO ] [sig       ] SRBK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:11.854733] [INFO ] [LOCAL     ] Saved forecast: SRBK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SRBK.txt
[2025-12-19T20:32:11.854922] [INFO ] [sig       ] [2984/3561] Completed SRBK in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-19T20:32:11.854967] [INFO ] [sig       ] [2985/3561] Forecasting SRCE...
[2025-12-19T20:32:11.854998] [INFO ] [sig       ] Generating forecast for: SRCE
[2025-12-19T20:32:11.855028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2025-12-19T20:32:11.867231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2025-12-19T20:32:11.867665] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2025-12-19T20:32:11.868473] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2025-12-19T20:32:11.868528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:11.868562] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:11.868617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:11.868702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:11.925427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:11.926279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:11.926360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:11.926392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:12.047432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:12.047608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:12.047647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:12.047695] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:12.051103] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: DOWN (p=31.26%)
[2025-12-19T20:32:12.051368] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2025-12-19T20:32:12.051487] [INFO ] [sig       ] SRCE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:12.191767] [INFO ] [LOCAL     ] Saved forecast: SRCE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SRCE.txt
[2025-12-19T20:32:12.191926] [INFO ] [sig       ] [2985/3561] Completed SRCE in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-19T20:32:12.191969] [INFO ] [sig       ] [2986/3561] Forecasting SRE...
[2025-12-19T20:32:12.191999] [INFO ] [sig       ] Generating forecast for: SRE
[2025-12-19T20:32:12.192028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-12-19T20:32:12.203054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2025-12-19T20:32:12.203422] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-12-19T20:32:12.204181] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-12-19T20:32:12.204232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:12.204264] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:12.204291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:12.204347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:12.263331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:12.264207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:12.264295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:12.264328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:12.384546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:12.384713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:12.384750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:12.384778] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:12.388213] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: UP (p=72.65%)
[2025-12-19T20:32:12.388478] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-12-19T20:32:12.388613] [INFO ] [sig       ] SRE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:12.527031] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SRE.txt
[2025-12-19T20:32:12.527158] [INFO ] [sig       ] [2986/3561] Completed SRE in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-19T20:32:12.527197] [INFO ] [sig       ] [2987/3561] Forecasting SREA...
[2025-12-19T20:32:12.527226] [INFO ] [sig       ] Generating forecast for: SREA
[2025-12-19T20:32:12.527255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-12-19T20:32:12.538355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2025-12-19T20:32:12.538751] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-12-19T20:32:12.539549] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-12-19T20:32:12.539626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:12.539662] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:12.539691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:12.539749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:12.597046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:12.597689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:12.597806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:12.597853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:12.714424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:12.714583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:12.714622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:12.714652] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:12.717976] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: UP (p=87.81%)
[2025-12-19T20:32:12.718238] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-12-19T20:32:12.718357] [INFO ] [sig       ] SREA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:12.857697] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SREA.txt
[2025-12-19T20:32:12.857860] [INFO ] [sig       ] [2987/3561] Completed SREA in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-19T20:32:12.857900] [INFO ] [sig       ] [2988/3561] Forecasting SRFM...
[2025-12-19T20:32:12.857931] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-12-19T20:32:12.857961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-12-19T20:32:12.869530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2025-12-19T20:32:12.869928] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-12-19T20:32:12.870700] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-12-19T20:32:12.870750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:12.870781] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:12.870807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:12.870863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:12.926925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:12.927505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:12.927616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:12.927651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:13.044652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:13.044804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:13.044842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:13.044870] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:13.048497] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=7.99%)
[2025-12-19T20:32:13.048797] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-12-19T20:32:13.048916] [INFO ] [sig       ] SRFM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:13.186299] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SRFM.txt
[2025-12-19T20:32:13.186416] [INFO ] [sig       ] [2988/3561] Completed SRFM in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-19T20:32:13.186474] [INFO ] [sig       ] [2989/3561] Forecasting SRG...
[2025-12-19T20:32:13.186505] [INFO ] [sig       ] Generating forecast for: SRG
[2025-12-19T20:32:13.186536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-12-19T20:32:13.197329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2025-12-19T20:32:13.197680] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-12-19T20:32:13.198415] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-12-19T20:32:13.198466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:13.198498] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:13.198525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:13.198615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:13.256990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:13.257908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:13.257995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:13.258027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:13.378713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:13.378875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:13.378913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:13.378941] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:13.382382] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: DOWN (p=3.55%)
[2025-12-19T20:32:13.382684] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-12-19T20:32:13.382982] [INFO ] [sig       ] SRG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:13.524266] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SRG.txt
[2025-12-19T20:32:13.524410] [INFO ] [sig       ] [2989/3561] Completed SRG in 0.3s | 2.90 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-19T20:32:13.524453] [INFO ] [sig       ] [2990/3561] Forecasting SRI...
[2025-12-19T20:32:13.524484] [INFO ] [sig       ] Generating forecast for: SRI
[2025-12-19T20:32:13.524516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-12-19T20:32:13.536717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2025-12-19T20:32:13.537072] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-12-19T20:32:13.537867] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-12-19T20:32:13.537920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:13.537953] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:13.537982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:13.538039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:13.595600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:13.596275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:13.596359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:13.596392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:13.715026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:13.715184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:13.715224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:13.715252] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:13.718621] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: UP (p=80.48%)
[2025-12-19T20:32:13.718919] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-12-19T20:32:13.719045] [INFO ] [sig       ] SRI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:13.856339] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SRI.txt
[2025-12-19T20:32:13.856508] [INFO ] [sig       ] [2990/3561] Completed SRI in 0.3s | 2.90 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-19T20:32:13.856549] [INFO ] [sig       ] [2991/3561] Forecasting SRRK...
[2025-12-19T20:32:13.856600] [INFO ] [sig       ] Generating forecast for: SRRK
[2025-12-19T20:32:13.856634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2025-12-19T20:32:13.867797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2025-12-19T20:32:13.868166] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2025-12-19T20:32:13.869004] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2025-12-19T20:32:13.869069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:13.869102] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:13.869130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:13.869186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:13.925140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:13.925818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:13.925898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:13.925928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:14.046702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:14.046856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:14.046894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:14.046922] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:14.050226] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: DOWN (p=3.92%)
[2025-12-19T20:32:14.050491] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2025-12-19T20:32:14.050630] [INFO ] [sig       ] SRRK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:14.188439] [INFO ] [LOCAL     ] Saved forecast: SRRK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SRRK.txt
[2025-12-19T20:32:14.188591] [INFO ] [sig       ] [2991/3561] Completed SRRK in 0.3s | 2.90 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-19T20:32:14.188634] [INFO ] [sig       ] [2992/3561] Forecasting SRTS...
[2025-12-19T20:32:14.188683] [INFO ] [sig       ] Generating forecast for: SRTS
[2025-12-19T20:32:14.188717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2025-12-19T20:32:14.200342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2025-12-19T20:32:14.200699] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2025-12-19T20:32:14.201458] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2025-12-19T20:32:14.201511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:14.201544] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:14.201589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:14.201650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:14.260112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:14.260798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:14.260880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:14.260914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:14.384348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:14.384505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:14.384544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:14.384590] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:14.388128] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: DOWN (p=17.02%)
[2025-12-19T20:32:14.388390] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2025-12-19T20:32:14.388507] [INFO ] [sig       ] SRTS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:14.528712] [INFO ] [LOCAL     ] Saved forecast: SRTS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SRTS.txt
[2025-12-19T20:32:14.528859] [INFO ] [sig       ] [2992/3561] Completed SRTS in 0.3s | 2.90 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-19T20:32:14.528899] [INFO ] [sig       ] [2993/3561] Forecasting SSB...
[2025-12-19T20:32:14.528930] [INFO ] [sig       ] Generating forecast for: SSB
[2025-12-19T20:32:14.528959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-12-19T20:32:14.540565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2025-12-19T20:32:14.540904] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-12-19T20:32:14.541665] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-12-19T20:32:14.541716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:14.541748] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:14.541775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:14.541831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:14.597627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:14.598223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:14.598312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:14.598345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:14.719735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:14.719867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:14.719903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:14.719931] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:14.723185] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=39.61%)
[2025-12-19T20:32:14.723446] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-12-19T20:32:14.723562] [INFO ] [sig       ] SSB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:14.861204] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SSB.txt
[2025-12-19T20:32:14.861315] [INFO ] [sig       ] [2993/3561] Completed SSB in 0.3s | 2.90 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-19T20:32:14.861351] [INFO ] [sig       ] [2994/3561] Forecasting SSD...
[2025-12-19T20:32:14.861380] [INFO ] [sig       ] Generating forecast for: SSD
[2025-12-19T20:32:14.861409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-12-19T20:32:14.873013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2025-12-19T20:32:14.873318] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-12-19T20:32:14.874108] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-12-19T20:32:14.874158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:14.874215] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:14.874244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:14.874299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:14.929808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:14.930379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:14.930455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:14.930487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:15.050635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:15.050785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:15.050822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:15.050850] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:15.054169] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2025-12-19T20:32:15.054431] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-12-19T20:32:15.054547] [INFO ] [sig       ] SSD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:15.192710] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SSD.txt
[2025-12-19T20:32:15.192872] [INFO ] [sig       ] [2994/3561] Completed SSD in 0.3s | 2.90 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-19T20:32:15.192911] [INFO ] [sig       ] [2995/3561] Forecasting SSL...
[2025-12-19T20:32:15.192941] [INFO ] [sig       ] Generating forecast for: SSL
[2025-12-19T20:32:15.192972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-12-19T20:32:15.203978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2025-12-19T20:32:15.204308] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-12-19T20:32:15.205069] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-12-19T20:32:15.205119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:15.205151] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:15.205178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:15.205232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:15.262840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:15.263494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:15.263588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:15.263623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:15.382816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:15.382961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:15.382999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:15.383028] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:15.386351] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-19T20:32:15.386631] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-12-19T20:32:15.386754] [INFO ] [sig       ] SSL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:15.525522] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SSL.txt
[2025-12-19T20:32:15.525672] [INFO ] [sig       ] [2995/3561] Completed SSL in 0.3s | 2.90 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-19T20:32:15.525720] [INFO ] [sig       ] [2996/3561] Forecasting SSNC...
[2025-12-19T20:32:15.525755] [INFO ] [sig       ] Generating forecast for: SSNC
[2025-12-19T20:32:15.525789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2025-12-19T20:32:15.537485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2025-12-19T20:32:15.537887] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2025-12-19T20:32:15.538702] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2025-12-19T20:32:15.538756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:15.538790] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:15.538818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:15.538876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:15.596242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:15.596905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:15.596982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:15.597014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:15.719846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:15.719998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:15.720035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:15.720063] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:15.723410] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2025-12-19T20:32:15.723714] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2025-12-19T20:32:15.723832] [INFO ] [sig       ] SSNC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:15.861900] [INFO ] [LOCAL     ] Saved forecast: SSNC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SSNC.txt
[2025-12-19T20:32:15.862021] [INFO ] [sig       ] [2996/3561] Completed SSNC in 0.3s | 2.90 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-19T20:32:15.862059] [INFO ] [sig       ] [2997/3561] Forecasting SSP...
[2025-12-19T20:32:15.862088] [INFO ] [sig       ] Generating forecast for: SSP
[2025-12-19T20:32:15.862118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2025-12-19T20:32:15.873380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2025-12-19T20:32:15.873739] [INFO ] [FORECASTER] Starting predict_future for SSP
[2025-12-19T20:32:15.874494] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2025-12-19T20:32:15.874546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:15.874599] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:15.874630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:15.874689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:15.934331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:15.934994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:15.935087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:15.935121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:16.052092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:16.052240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:16.052278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:16.052336] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:16.055678] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: UP (p=73.76%)
[2025-12-19T20:32:16.055942] [INFO ] [FORECASTER] Completed predict_future for SSP
[2025-12-19T20:32:16.056071] [INFO ] [sig       ] SSP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:16.194443] [INFO ] [LOCAL     ] Saved forecast: SSP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SSP.txt
[2025-12-19T20:32:16.194605] [INFO ] [sig       ] [2997/3561] Completed SSP in 0.3s | 2.90 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-19T20:32:16.194647] [INFO ] [sig       ] [2998/3561] Forecasting SSRM...
[2025-12-19T20:32:16.194677] [INFO ] [sig       ] Generating forecast for: SSRM
[2025-12-19T20:32:16.194711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2025-12-19T20:32:16.206153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2025-12-19T20:32:16.206480] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2025-12-19T20:32:16.207435] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2025-12-19T20:32:16.207485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:16.207516] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:16.207542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:16.207616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:16.265107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:16.265748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:16.265824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:16.265856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:16.385460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:16.385623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:16.385683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:16.385712] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:16.389002] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: UP (p=85.65%)
[2025-12-19T20:32:16.389267] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2025-12-19T20:32:16.389389] [INFO ] [sig       ] SSRM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:16.527530] [INFO ] [LOCAL     ] Saved forecast: SSRM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SSRM.txt
[2025-12-19T20:32:16.527698] [INFO ] [sig       ] [2998/3561] Completed SSRM in 0.3s | 2.90 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-19T20:32:16.527736] [INFO ] [sig       ] [2999/3561] Forecasting SSSS...
[2025-12-19T20:32:16.527767] [INFO ] [sig       ] Generating forecast for: SSSS
[2025-12-19T20:32:16.527797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2025-12-19T20:32:16.539411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2025-12-19T20:32:16.539752] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2025-12-19T20:32:16.540485] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2025-12-19T20:32:16.540536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:16.540567] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:16.540613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:16.540670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:16.596211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:16.596823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:16.596898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:16.596930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:16.719957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:16.720103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:16.720141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:16.720169] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:16.723430] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: DOWN (p=12.13%)
[2025-12-19T20:32:16.723711] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2025-12-19T20:32:16.723836] [INFO ] [sig       ] SSSS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:16.859972] [INFO ] [LOCAL     ] Saved forecast: SSSS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SSSS.txt
[2025-12-19T20:32:16.860094] [INFO ] [sig       ] [2999/3561] Completed SSSS in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-19T20:32:16.860132] [INFO ] [sig       ] [3000/3561] Forecasting SSTI...
[2025-12-19T20:32:16.860161] [INFO ] [sig       ] Generating forecast for: SSTI
[2025-12-19T20:32:16.860191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2025-12-19T20:32:16.871503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2025-12-19T20:32:16.871859] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2025-12-19T20:32:16.872631] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2025-12-19T20:32:16.872681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:16.872712] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:16.872739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:16.872794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:16.929314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:16.930098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:16.930178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:16.930210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:17.050603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:17.050763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:17.050807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:17.050841] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:17.054182] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: DOWN (p=10.75%)
[2025-12-19T20:32:17.054445] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2025-12-19T20:32:17.054561] [INFO ] [sig       ] SSTI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:17.194943] [INFO ] [LOCAL     ] Saved forecast: SSTI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SSTI.txt
[2025-12-19T20:32:17.195079] [INFO ] [sig       ] [3000/3561] Completed SSTI in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-19T20:32:17.195123] [INFO ] [sig       ] [3001/3561] Forecasting SSTK...
[2025-12-19T20:32:17.195159] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-12-19T20:32:17.195195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-12-19T20:32:17.206374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2025-12-19T20:32:17.206717] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-12-19T20:32:17.207678] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-12-19T20:32:17.207729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:17.207760] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:17.207787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:17.207842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:17.265035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:17.265920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:17.266000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:17.266032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:17.385586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:17.385747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:17.385793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:17.385823] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:17.389130] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: UP (p=92.37%)
[2025-12-19T20:32:17.389396] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-12-19T20:32:17.389514] [INFO ] [sig       ] SSTK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:17.529938] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SSTK.txt
[2025-12-19T20:32:17.530059] [INFO ] [sig       ] [3001/3561] Completed SSTK in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-19T20:32:17.530109] [INFO ] [sig       ] [3002/3561] Forecasting SSYS...
[2025-12-19T20:32:17.530141] [INFO ] [sig       ] Generating forecast for: SSYS
[2025-12-19T20:32:17.530170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2025-12-19T20:32:17.541321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2025-12-19T20:32:17.541660] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2025-12-19T20:32:17.542396] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2025-12-19T20:32:17.542447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:17.542490] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:17.542519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:17.542595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:17.598354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:17.599017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:17.599120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:17.599154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:17.714253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:17.714389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:17.714427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:17.714456] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:17.717766] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: DOWN (p=18.97%)
[2025-12-19T20:32:17.718030] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2025-12-19T20:32:17.718149] [INFO ] [sig       ] SSYS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:17.856335] [INFO ] [LOCAL     ] Saved forecast: SSYS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SSYS.txt
[2025-12-19T20:32:17.856471] [INFO ] [sig       ] [3002/3561] Completed SSYS in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-19T20:32:17.856511] [INFO ] [sig       ] [3003/3561] Forecasting STAA...
[2025-12-19T20:32:17.856540] [INFO ] [sig       ] Generating forecast for: STAA
[2025-12-19T20:32:17.856586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2025-12-19T20:32:17.867406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2025-12-19T20:32:17.867751] [INFO ] [FORECASTER] Starting predict_future for STAA
[2025-12-19T20:32:17.868488] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2025-12-19T20:32:17.868539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:17.868588] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:17.868618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:17.868699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:17.924297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:17.924899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:17.924973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:17.925005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:18.045849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:18.046005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:18.046044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:18.046073] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:18.049363] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: UP (p=84.14%)
[2025-12-19T20:32:18.049643] [INFO ] [FORECASTER] Completed predict_future for STAA
[2025-12-19T20:32:18.049784] [INFO ] [sig       ] STAA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:18.189127] [INFO ] [LOCAL     ] Saved forecast: STAA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/STAA.txt
[2025-12-19T20:32:18.189261] [INFO ] [sig       ] [3003/3561] Completed STAA in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-19T20:32:18.189300] [INFO ] [sig       ] [3004/3561] Forecasting STAG...
[2025-12-19T20:32:18.189328] [INFO ] [sig       ] Generating forecast for: STAG
[2025-12-19T20:32:18.189357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-12-19T20:32:18.200097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2025-12-19T20:32:18.200438] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-12-19T20:32:18.201219] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-12-19T20:32:18.201270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:18.201301] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:18.201328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:18.201382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:18.260224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:18.260895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:18.260998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:18.261030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:18.382757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:18.382906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:18.382945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:18.382973] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:18.386250] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: UP (p=54.28%)
[2025-12-19T20:32:18.386538] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-12-19T20:32:18.386674] [INFO ] [sig       ] STAG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:18.524975] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/STAG.txt
[2025-12-19T20:32:18.525130] [INFO ] [sig       ] [3004/3561] Completed STAG in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-19T20:32:18.525171] [INFO ] [sig       ] [3005/3561] Forecasting STBA...
[2025-12-19T20:32:18.525200] [INFO ] [sig       ] Generating forecast for: STBA
[2025-12-19T20:32:18.525229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2025-12-19T20:32:18.536042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2025-12-19T20:32:18.536398] [INFO ] [FORECASTER] Starting predict_future for STBA
[2025-12-19T20:32:18.537185] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2025-12-19T20:32:18.537235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:18.537266] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:18.537291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:18.537346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:18.593226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:18.593855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:18.593931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:18.593963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:18.709864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:18.710021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:18.710062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:18.710092] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:18.713546] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: UP (p=94.97%)
[2025-12-19T20:32:18.713846] [INFO ] [FORECASTER] Completed predict_future for STBA
[2025-12-19T20:32:18.713972] [INFO ] [sig       ] STBA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:18.854007] [INFO ] [LOCAL     ] Saved forecast: STBA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/STBA.txt
[2025-12-19T20:32:18.854163] [INFO ] [sig       ] [3005/3561] Completed STBA in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-19T20:32:18.854211] [INFO ] [sig       ] [3006/3561] Forecasting STC...
[2025-12-19T20:32:18.854244] [INFO ] [sig       ] Generating forecast for: STC
[2025-12-19T20:32:18.854274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-12-19T20:32:18.865776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2025-12-19T20:32:18.866177] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-12-19T20:32:18.867017] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-12-19T20:32:18.867074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:18.867108] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:18.867136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:18.867194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:18.925724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:18.926596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:18.926682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:18.926714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:19.047234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:19.047394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:19.047433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:19.047462] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:19.051076] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: UP (p=68.62%)
[2025-12-19T20:32:19.051360] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-12-19T20:32:19.051499] [INFO ] [sig       ] STC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:19.190680] [INFO ] [LOCAL     ] Saved forecast: STC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/STC.txt
[2025-12-19T20:32:19.190839] [INFO ] [sig       ] [3006/3561] Completed STC in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-19T20:32:19.190883] [INFO ] [sig       ] [3007/3561] Forecasting STE...
[2025-12-19T20:32:19.190911] [INFO ] [sig       ] Generating forecast for: STE
[2025-12-19T20:32:19.190940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-12-19T20:32:19.201901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2025-12-19T20:32:19.202247] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-12-19T20:32:19.203049] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-12-19T20:32:19.203099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:19.203130] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:19.203157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:19.203212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:19.258301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:19.258978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:19.259053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:19.259084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:19.376873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:19.377020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:19.377057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:19.377086] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:19.380399] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: UP (p=81.08%)
[2025-12-19T20:32:19.380692] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-12-19T20:32:19.380857] [INFO ] [sig       ] STE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:19.518702] [INFO ] [LOCAL     ] Saved forecast: STE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/STE.txt
[2025-12-19T20:32:19.518884] [INFO ] [sig       ] [3007/3561] Completed STE in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-19T20:32:19.518926] [INFO ] [sig       ] [3008/3561] Forecasting STEL...
[2025-12-19T20:32:19.518954] [INFO ] [sig       ] Generating forecast for: STEL
[2025-12-19T20:32:19.518983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-12-19T20:32:19.530221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2025-12-19T20:32:19.530560] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-12-19T20:32:19.531341] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-12-19T20:32:19.531391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:19.531423] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:19.531449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:19.531504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:19.588741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:19.589377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:19.589455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:19.589488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:19.710960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:19.711112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:19.711152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:19.711182] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:19.714564] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=39.53%)
[2025-12-19T20:32:19.714886] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-12-19T20:32:19.715016] [INFO ] [sig       ] STEL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:19.853285] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/STEL.txt
[2025-12-19T20:32:19.853412] [INFO ] [sig       ] [3008/3561] Completed STEL in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-19T20:32:19.853450] [INFO ] [sig       ] [3009/3561] Forecasting STEM...
[2025-12-19T20:32:19.853479] [INFO ] [sig       ] Generating forecast for: STEM
[2025-12-19T20:32:19.853510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-12-19T20:32:19.864496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2025-12-19T20:32:19.864868] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-12-19T20:32:19.865656] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-12-19T20:32:19.865707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:19.865742] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:19.865772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:19.865828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:19.922738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:19.923468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:19.923549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:19.923599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:20.040477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:20.040666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:20.040733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:20.040768] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:20.044088] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: UP (p=57.54%)
[2025-12-19T20:32:20.044355] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-12-19T20:32:20.044475] [INFO ] [sig       ] STEM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:20.183689] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/STEM.txt
[2025-12-19T20:32:20.183844] [INFO ] [sig       ] [3009/3561] Completed STEM in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-19T20:32:20.183885] [INFO ] [sig       ] [3010/3561] Forecasting STEP...
[2025-12-19T20:32:20.183914] [INFO ] [sig       ] Generating forecast for: STEP
[2025-12-19T20:32:20.183943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2025-12-19T20:32:20.194875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2025-12-19T20:32:20.195433] [INFO ] [FORECASTER] Starting predict_future for STEP
[2025-12-19T20:32:20.196442] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2025-12-19T20:32:20.196496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:20.196531] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:20.196559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:20.196642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:20.253912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:20.254538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:20.254632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:20.254667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:20.371364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:20.371507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:20.371547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:20.371596] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:20.374968] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: DOWN (p=25.18%)
[2025-12-19T20:32:20.375242] [INFO ] [FORECASTER] Completed predict_future for STEP
[2025-12-19T20:32:20.375363] [INFO ] [sig       ] STEP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:20.514322] [INFO ] [LOCAL     ] Saved forecast: STEP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/STEP.txt
[2025-12-19T20:32:20.514463] [INFO ] [sig       ] [3010/3561] Completed STEP in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-19T20:32:20.514504] [INFO ] [sig       ] [3011/3561] Forecasting STHO...
[2025-12-19T20:32:20.514532] [INFO ] [sig       ] Generating forecast for: STHO
[2025-12-19T20:32:20.514562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2025-12-19T20:32:20.525866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2025-12-19T20:32:20.526228] [INFO ] [FORECASTER] Starting predict_future for STHO
[2025-12-19T20:32:20.527018] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2025-12-19T20:32:20.527071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:20.527151] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:20.527191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:20.527273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:20.588569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:20.589351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:20.589475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:20.589511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:20.706114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:20.706276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:20.706316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:20.706346] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:20.709867] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2025-12-19T20:32:20.710147] [INFO ] [FORECASTER] Completed predict_future for STHO
[2025-12-19T20:32:20.710289] [INFO ] [sig       ] STHO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:20.849686] [INFO ] [LOCAL     ] Saved forecast: STHO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/STHO.txt
[2025-12-19T20:32:20.849854] [INFO ] [sig       ] [3011/3561] Completed STHO in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-19T20:32:20.849903] [INFO ] [sig       ] [3012/3561] Forecasting STI...
[2025-12-19T20:32:20.849938] [INFO ] [sig       ] Generating forecast for: STI
[2025-12-19T20:32:20.849968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2025-12-19T20:32:20.861429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2025-12-19T20:32:20.861837] [INFO ] [FORECASTER] Starting predict_future for STI
[2025-12-19T20:32:20.862669] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2025-12-19T20:32:20.862723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:20.862757] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:20.862785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:20.862843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:20.921018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:20.921801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:20.921882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:20.922104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:21.042276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:21.042429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:21.042469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:21.042498] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:21.045816] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: DOWN (p=44.25%)
[2025-12-19T20:32:21.046082] [INFO ] [FORECASTER] Completed predict_future for STI
[2025-12-19T20:32:21.046201] [INFO ] [sig       ] STI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:21.242889] [INFO ] [LOCAL     ] Saved forecast: STI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/STI.txt
[2025-12-19T20:32:21.243029] [INFO ] [sig       ] [3012/3561] Completed STI in 0.4s | 2.91 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-19T20:32:21.243069] [INFO ] [sig       ] [3013/3561] Forecasting STIM...
[2025-12-19T20:32:21.243097] [INFO ] [sig       ] Generating forecast for: STIM
[2025-12-19T20:32:21.243126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2025-12-19T20:32:21.254272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2025-12-19T20:32:21.254633] [INFO ] [FORECASTER] Starting predict_future for STIM
[2025-12-19T20:32:21.255438] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2025-12-19T20:32:21.255491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:21.255536] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:21.255565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:21.255654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:21.313030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:21.313672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:21.313748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:21.313780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:21.433411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:21.433566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:21.433625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:21.433655] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:21.437421] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-12-19T20:32:21.437800] [INFO ] [FORECASTER] Completed predict_future for STIM
[2025-12-19T20:32:21.437967] [INFO ] [sig       ] STIM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:21.601519] [INFO ] [LOCAL     ] Saved forecast: STIM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/STIM.txt
[2025-12-19T20:32:21.601699] [INFO ] [sig       ] [3013/3561] Completed STIM in 0.4s | 2.91 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-19T20:32:21.601742] [INFO ] [sig       ] [3014/3561] Forecasting STK...
[2025-12-19T20:32:21.601774] [INFO ] [sig       ] Generating forecast for: STK
[2025-12-19T20:32:21.601809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-12-19T20:32:21.614389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2025-12-19T20:32:21.614856] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-12-19T20:32:21.615754] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-12-19T20:32:21.615812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:21.615848] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:21.615876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:21.616124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:21.678335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:21.679272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:21.679364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:21.679398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:21.803301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:21.803453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:21.803493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:21.803552] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:21.806947] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=76.00%)
[2025-12-19T20:32:21.807219] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-12-19T20:32:21.807347] [INFO ] [sig       ] STK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:21.945924] [INFO ] [LOCAL     ] Saved forecast: STK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/STK.txt
[2025-12-19T20:32:21.946050] [INFO ] [sig       ] [3014/3561] Completed STK in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-19T20:32:21.946090] [INFO ] [sig       ] [3015/3561] Forecasting STKH...
[2025-12-19T20:32:21.946119] [INFO ] [sig       ] Generating forecast for: STKH
[2025-12-19T20:32:21.946148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2025-12-19T20:32:21.957261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2025-12-19T20:32:21.957610] [INFO ] [FORECASTER] Starting predict_future for STKH
[2025-12-19T20:32:21.958349] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2025-12-19T20:32:21.958399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:21.958430] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:21.958457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:21.958513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:22.014557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:22.015248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:22.015327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:22.015359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:22.123098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:22.123287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:22.123332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:22.123362] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:22.126712] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: UP (p=52.27%)
[2025-12-19T20:32:22.126977] [INFO ] [FORECASTER] Completed predict_future for STKH
[2025-12-19T20:32:22.127095] [INFO ] [sig       ] STKH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:22.265195] [INFO ] [LOCAL     ] Saved forecast: STKH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/STKH.txt
[2025-12-19T20:32:22.265321] [INFO ] [sig       ] [3015/3561] Completed STKH in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-19T20:32:22.265359] [INFO ] [sig       ] [3016/3561] Forecasting STKL...
[2025-12-19T20:32:22.265389] [INFO ] [sig       ] Generating forecast for: STKL
[2025-12-19T20:32:22.265418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2025-12-19T20:32:22.276812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2025-12-19T20:32:22.277157] [INFO ] [FORECASTER] Starting predict_future for STKL
[2025-12-19T20:32:22.277914] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2025-12-19T20:32:22.277965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:22.277996] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:22.278023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:22.278079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:22.334276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:22.334946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:22.335023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:22.335054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:22.460379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:22.460536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:22.460595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:22.460627] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:22.463942] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: UP (p=56.99%)
[2025-12-19T20:32:22.464206] [INFO ] [FORECASTER] Completed predict_future for STKL
[2025-12-19T20:32:22.464326] [INFO ] [sig       ] STKL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:22.602172] [INFO ] [LOCAL     ] Saved forecast: STKL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/STKL.txt
[2025-12-19T20:32:22.602300] [INFO ] [sig       ] [3016/3561] Completed STKL in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-19T20:32:22.602338] [INFO ] [sig       ] [3017/3561] Forecasting STKS...
[2025-12-19T20:32:22.602375] [INFO ] [sig       ] Generating forecast for: STKS
[2025-12-19T20:32:22.602406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2025-12-19T20:32:22.613516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2025-12-19T20:32:22.613884] [INFO ] [FORECASTER] Starting predict_future for STKS
[2025-12-19T20:32:22.614651] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2025-12-19T20:32:22.614702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:22.614744] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:22.614770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:22.614825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:22.670865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:22.671589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:22.671669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:22.671701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:22.789297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:22.789449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:22.789487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:22.789514] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:22.792833] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: DOWN (p=44.10%)
[2025-12-19T20:32:22.793127] [INFO ] [FORECASTER] Completed predict_future for STKS
[2025-12-19T20:32:22.793243] [INFO ] [sig       ] STKS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:22.932941] [INFO ] [LOCAL     ] Saved forecast: STKS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/STKS.txt
[2025-12-19T20:32:22.933085] [INFO ] [sig       ] [3017/3561] Completed STKS in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-19T20:32:22.933125] [INFO ] [sig       ] [3018/3561] Forecasting STLA...
[2025-12-19T20:32:22.933155] [INFO ] [sig       ] Generating forecast for: STLA
[2025-12-19T20:32:22.933184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-12-19T20:32:22.945026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2025-12-19T20:32:22.945399] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-12-19T20:32:22.946215] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-12-19T20:32:22.946269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:22.946304] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:22.946333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:22.946391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:23.004804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:23.005760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:23.005846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:23.005880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:23.124517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:23.124694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:23.124735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:23.124764] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:23.128149] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: DOWN (p=5.37%)
[2025-12-19T20:32:23.128417] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-12-19T20:32:23.128540] [INFO ] [sig       ] STLA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:23.266812] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/STLA.txt
[2025-12-19T20:32:23.266952] [INFO ] [sig       ] [3018/3561] Completed STLA in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-19T20:32:23.266992] [INFO ] [sig       ] [3019/3561] Forecasting STLD...
[2025-12-19T20:32:23.267022] [INFO ] [sig       ] Generating forecast for: STLD
[2025-12-19T20:32:23.267051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2025-12-19T20:32:23.278923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2025-12-19T20:32:23.279268] [INFO ] [FORECASTER] Starting predict_future for STLD
[2025-12-19T20:32:23.280093] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2025-12-19T20:32:23.280144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:23.280175] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:23.280201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:23.280255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:23.336276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:23.336946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:23.337029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:23.337062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:23.457612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:23.457769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:23.457809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:23.457837] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:23.461333] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: DOWN (p=21.90%)
[2025-12-19T20:32:23.461627] [INFO ] [FORECASTER] Completed predict_future for STLD
[2025-12-19T20:32:23.461759] [INFO ] [sig       ] STLD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:23.599634] [INFO ] [LOCAL     ] Saved forecast: STLD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/STLD.txt
[2025-12-19T20:32:23.599769] [INFO ] [sig       ] [3019/3561] Completed STLD in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-19T20:32:23.599808] [INFO ] [sig       ] [3020/3561] Forecasting STM...
[2025-12-19T20:32:23.599838] [INFO ] [sig       ] Generating forecast for: STM
[2025-12-19T20:32:23.599870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-12-19T20:32:23.613441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2025-12-19T20:32:23.613903] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-12-19T20:32:23.614938] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-12-19T20:32:23.615003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:23.615052] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:23.615093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:23.615180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:23.673187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:23.674017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:23.674097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:23.674129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:23.798443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:23.798613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:23.798653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:23.798725] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:23.802304] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: DOWN (p=10.16%)
[2025-12-19T20:32:23.802566] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-12-19T20:32:23.802705] [INFO ] [sig       ] STM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:23.947728] [INFO ] [LOCAL     ] Saved forecast: STM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/STM.txt
[2025-12-19T20:32:23.947855] [INFO ] [sig       ] [3020/3561] Completed STM in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-19T20:32:23.947899] [INFO ] [sig       ] [3021/3561] Forecasting STN...
[2025-12-19T20:32:23.947928] [INFO ] [sig       ] Generating forecast for: STN
[2025-12-19T20:32:23.947959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-12-19T20:32:23.960178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2025-12-19T20:32:23.960559] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-12-19T20:32:23.961394] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-12-19T20:32:23.961447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:23.961479] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:23.961507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:23.961564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:24.020374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:24.021280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:24.021402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:24.021438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:24.140982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:24.141136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:24.141175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:24.141204] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:24.144491] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=32.90%)
[2025-12-19T20:32:24.144775] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-12-19T20:32:24.144896] [INFO ] [sig       ] STN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:24.288414] [INFO ] [LOCAL     ] Saved forecast: STN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/STN.txt
[2025-12-19T20:32:24.288600] [INFO ] [sig       ] [3021/3561] Completed STN in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-19T20:32:24.288643] [INFO ] [sig       ] [3022/3561] Forecasting STNE...
[2025-12-19T20:32:24.288694] [INFO ] [sig       ] Generating forecast for: STNE
[2025-12-19T20:32:24.288727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2025-12-19T20:32:24.300199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2025-12-19T20:32:24.300506] [INFO ] [FORECASTER] Starting predict_future for STNE
[2025-12-19T20:32:24.301281] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2025-12-19T20:32:24.301333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:24.301364] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:24.301391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:24.301447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:24.358381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:24.359239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:24.359322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:24.359374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:24.484718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:24.484882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:24.484920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:24.484948] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:24.488424] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: UP (p=63.60%)
[2025-12-19T20:32:24.488730] [INFO ] [FORECASTER] Completed predict_future for STNE
[2025-12-19T20:32:24.488855] [INFO ] [sig       ] STNE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:24.626815] [INFO ] [LOCAL     ] Saved forecast: STNE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/STNE.txt
[2025-12-19T20:32:24.626947] [INFO ] [sig       ] [3022/3561] Completed STNE in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-19T20:32:24.626986] [INFO ] [sig       ] [3023/3561] Forecasting STOK...
[2025-12-19T20:32:24.627016] [INFO ] [sig       ] Generating forecast for: STOK
[2025-12-19T20:32:24.627045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2025-12-19T20:32:24.638202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2025-12-19T20:32:24.638517] [INFO ] [FORECASTER] Starting predict_future for STOK
[2025-12-19T20:32:24.639287] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2025-12-19T20:32:24.639338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:24.639369] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:24.639396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:24.639452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:24.695663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:24.696427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:24.696515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:24.696547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:24.818800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:24.818937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:24.818974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:24.819002] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:24.822192] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: DOWN (p=20.39%)
[2025-12-19T20:32:24.822453] [INFO ] [FORECASTER] Completed predict_future for STOK
[2025-12-19T20:32:24.822589] [INFO ] [sig       ] STOK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:24.962198] [INFO ] [LOCAL     ] Saved forecast: STOK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/STOK.txt
[2025-12-19T20:32:24.962355] [INFO ] [sig       ] [3023/3561] Completed STOK in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-19T20:32:24.962394] [INFO ] [sig       ] [3024/3561] Forecasting STRA...
[2025-12-19T20:32:24.962424] [INFO ] [sig       ] Generating forecast for: STRA
[2025-12-19T20:32:24.962453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2025-12-19T20:32:24.974751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2025-12-19T20:32:24.975125] [INFO ] [FORECASTER] Starting predict_future for STRA
[2025-12-19T20:32:24.975887] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2025-12-19T20:32:24.975937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:24.975969] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:24.975996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:24.976064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:25.032195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:25.033056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:25.033141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:25.033173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:25.150179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:25.150324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:25.150362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:25.150391] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:25.153668] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: UP (p=94.73%)
[2025-12-19T20:32:25.153942] [INFO ] [FORECASTER] Completed predict_future for STRA
[2025-12-19T20:32:25.154066] [INFO ] [sig       ] STRA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:25.293033] [INFO ] [LOCAL     ] Saved forecast: STRA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/STRA.txt
[2025-12-19T20:32:25.293193] [INFO ] [sig       ] [3024/3561] Completed STRA in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-19T20:32:25.293234] [INFO ] [sig       ] [3025/3561] Forecasting STRL...
[2025-12-19T20:32:25.293263] [INFO ] [sig       ] Generating forecast for: STRL
[2025-12-19T20:32:25.293293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2025-12-19T20:32:25.304472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2025-12-19T20:32:25.304825] [INFO ] [FORECASTER] Starting predict_future for STRL
[2025-12-19T20:32:25.305553] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2025-12-19T20:32:25.305628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:25.305661] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:25.305688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:25.305744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:25.361185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:25.362057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:25.362143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:25.362175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:25.485506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:25.485745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:25.485785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:25.485813] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:25.489283] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: UP (p=63.77%)
[2025-12-19T20:32:25.489590] [INFO ] [FORECASTER] Completed predict_future for STRL
[2025-12-19T20:32:25.489713] [INFO ] [sig       ] STRL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:25.627854] [INFO ] [LOCAL     ] Saved forecast: STRL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/STRL.txt
[2025-12-19T20:32:25.627990] [INFO ] [sig       ] [3025/3561] Completed STRL in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-19T20:32:25.628029] [INFO ] [sig       ] [3026/3561] Forecasting STRS...
[2025-12-19T20:32:25.628058] [INFO ] [sig       ] Generating forecast for: STRS
[2025-12-19T20:32:25.628095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2025-12-19T20:32:25.639247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2025-12-19T20:32:25.639483] [INFO ] [FORECASTER] Starting predict_future for STRS
[2025-12-19T20:32:25.640299] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2025-12-19T20:32:25.640350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:25.640380] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:25.640406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:25.640469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:25.695480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:25.696103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:25.696180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:25.696211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:25.788116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:25.788208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:25.788244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:25.788271] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:25.791319] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: UP (p=57.56%)
[2025-12-19T20:32:25.791589] [INFO ] [FORECASTER] Completed predict_future for STRS
[2025-12-19T20:32:25.791708] [INFO ] [sig       ] STRS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:25.926893] [INFO ] [LOCAL     ] Saved forecast: STRS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/STRS.txt
[2025-12-19T20:32:25.927004] [INFO ] [sig       ] [3026/3561] Completed STRS in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-19T20:32:25.927042] [INFO ] [sig       ] [3027/3561] Forecasting STSS...
[2025-12-19T20:32:25.927071] [INFO ] [sig       ] Generating forecast for: STSS
[2025-12-19T20:32:25.927101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2025-12-19T20:32:25.938024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2025-12-19T20:32:25.938326] [INFO ] [FORECASTER] Starting predict_future for STSS
[2025-12-19T20:32:25.939108] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2025-12-19T20:32:25.939158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:25.939189] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:25.939215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:25.939269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:25.995516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:25.996163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:25.996238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:25.996270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:26.114112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:26.114274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:26.114313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:26.114341] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:26.117962] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: DOWN (p=41.67%)
[2025-12-19T20:32:26.118228] [INFO ] [FORECASTER] Completed predict_future for STSS
[2025-12-19T20:32:26.118349] [INFO ] [sig       ] STSS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:26.255292] [INFO ] [LOCAL     ] Saved forecast: STSS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/STSS.txt
[2025-12-19T20:32:26.255415] [INFO ] [sig       ] [3027/3561] Completed STSS in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-19T20:32:26.255454] [INFO ] [sig       ] [3028/3561] Forecasting STTK...
[2025-12-19T20:32:26.255482] [INFO ] [sig       ] Generating forecast for: STTK
[2025-12-19T20:32:26.255518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2025-12-19T20:32:26.266773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2025-12-19T20:32:26.267089] [INFO ] [FORECASTER] Starting predict_future for STTK
[2025-12-19T20:32:26.267861] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2025-12-19T20:32:26.267913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:26.267968] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:26.267996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:26.268051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:26.324341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:26.324928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:26.325011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:26.325043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:26.446513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:26.446663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:26.446701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:26.446728] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:26.450101] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: DOWN (p=30.45%)
[2025-12-19T20:32:26.450362] [INFO ] [FORECASTER] Completed predict_future for STTK
[2025-12-19T20:32:26.450482] [INFO ] [sig       ] STTK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:26.587466] [INFO ] [LOCAL     ] Saved forecast: STTK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/STTK.txt
[2025-12-19T20:32:26.587607] [INFO ] [sig       ] [3028/3561] Completed STTK in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-19T20:32:26.587649] [INFO ] [sig       ] [3029/3561] Forecasting STVN...
[2025-12-19T20:32:26.587678] [INFO ] [sig       ] Generating forecast for: STVN
[2025-12-19T20:32:26.587707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-12-19T20:32:26.599620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2025-12-19T20:32:26.599937] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-12-19T20:32:26.600681] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-12-19T20:32:26.600732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:26.600763] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:26.600790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:26.600846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:26.658261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:26.658908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:26.658985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:26.659016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:26.776347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:26.776504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:26.776542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:26.776587] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:26.779909] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: UP (p=96.21%)
[2025-12-19T20:32:26.780172] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-12-19T20:32:26.780291] [INFO ] [sig       ] STVN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:26.918239] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/STVN.txt
[2025-12-19T20:32:26.918369] [INFO ] [sig       ] [3029/3561] Completed STVN in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-19T20:32:26.918410] [INFO ] [sig       ] [3030/3561] Forecasting STWD...
[2025-12-19T20:32:26.918439] [INFO ] [sig       ] Generating forecast for: STWD
[2025-12-19T20:32:26.918468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-12-19T20:32:26.929478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2025-12-19T20:32:26.929793] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-12-19T20:32:26.930517] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-12-19T20:32:26.930585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:26.930620] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:26.930647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:26.930702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:26.996277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:26.997437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:26.997525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:26.997561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:27.116448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:27.116604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:27.116643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:27.116671] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:27.120291] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: DOWN (p=7.39%)
[2025-12-19T20:32:27.120562] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-12-19T20:32:27.120703] [INFO ] [sig       ] STWD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:27.258650] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/STWD.txt
[2025-12-19T20:32:27.258786] [INFO ] [sig       ] [3030/3561] Completed STWD in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-19T20:32:27.258825] [INFO ] [sig       ] [3031/3561] Forecasting STX...
[2025-12-19T20:32:27.258853] [INFO ] [sig       ] Generating forecast for: STX
[2025-12-19T20:32:27.258892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2025-12-19T20:32:27.271764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2025-12-19T20:32:27.272110] [INFO ] [FORECASTER] Starting predict_future for STX
[2025-12-19T20:32:27.272896] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2025-12-19T20:32:27.272947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:27.272983] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:27.273010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:27.273065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:27.330182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:27.330987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:27.331074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:27.331113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:27.456494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:27.456659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:27.456698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:27.456755] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:27.460091] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: DOWN (p=5.31%)
[2025-12-19T20:32:27.460356] [INFO ] [FORECASTER] Completed predict_future for STX
[2025-12-19T20:32:27.460475] [INFO ] [sig       ] STX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:27.598251] [INFO ] [LOCAL     ] Saved forecast: STX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/STX.txt
[2025-12-19T20:32:27.598369] [INFO ] [sig       ] [3031/3561] Completed STX in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-19T20:32:27.598408] [INFO ] [sig       ] [3032/3561] Forecasting STXE...
[2025-12-19T20:32:27.598437] [INFO ] [sig       ] Generating forecast for: STXE
[2025-12-19T20:32:27.598467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-12-19T20:32:27.609548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2025-12-19T20:32:27.609870] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-12-19T20:32:27.610844] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-12-19T20:32:27.610895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:27.610929] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:27.610957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:27.611011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:27.666455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:27.667051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:27.667126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:27.667158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:27.776007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:27.776149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:27.776185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:27.776211] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:27.779475] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: DOWN (p=41.87%)
[2025-12-19T20:32:27.779753] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-12-19T20:32:27.779874] [INFO ] [sig       ] STXE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:27.918865] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/STXE.txt
[2025-12-19T20:32:27.918974] [INFO ] [sig       ] [3032/3561] Completed STXE in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-19T20:32:27.919012] [INFO ] [sig       ] [3033/3561] Forecasting STXG...
[2025-12-19T20:32:27.919040] [INFO ] [sig       ] Generating forecast for: STXG
[2025-12-19T20:32:27.919069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-12-19T20:32:27.930327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2025-12-19T20:32:27.930660] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-12-19T20:32:27.931661] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-12-19T20:32:27.931712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:27.931743] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:27.931770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:27.931827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:27.989666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:27.990346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:27.990421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:27.990453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:28.098866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:28.099000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:28.099036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:28.099064] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:28.102316] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-12-19T20:32:28.102594] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-12-19T20:32:28.102711] [INFO ] [sig       ] STXG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:28.238108] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/STXG.txt
[2025-12-19T20:32:28.238226] [INFO ] [sig       ] [3033/3561] Completed STXG in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-19T20:32:28.238265] [INFO ] [sig       ] [3034/3561] Forecasting SUI...
[2025-12-19T20:32:28.238293] [INFO ] [sig       ] Generating forecast for: SUI
[2025-12-19T20:32:28.238324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-12-19T20:32:28.250143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2025-12-19T20:32:28.250451] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-12-19T20:32:28.251219] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-12-19T20:32:28.251270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:28.251301] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:28.251327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:28.251383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:28.307107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:28.307701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:28.307776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:28.307808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:28.425633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:28.425753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:28.425789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:28.425816] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:28.428982] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: DOWN (p=43.49%)
[2025-12-19T20:32:28.429244] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-12-19T20:32:28.429363] [INFO ] [sig       ] SUI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:28.566507] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SUI.txt
[2025-12-19T20:32:28.566665] [INFO ] [sig       ] [3034/3561] Completed SUI in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-19T20:32:28.566708] [INFO ] [sig       ] [3035/3561] Forecasting SUN...
[2025-12-19T20:32:28.566737] [INFO ] [sig       ] Generating forecast for: SUN
[2025-12-19T20:32:28.566766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-12-19T20:32:28.578614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2025-12-19T20:32:28.578961] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-12-19T20:32:28.579714] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-12-19T20:32:28.579764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:28.579795] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:28.579822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:28.579877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:28.635732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:28.636378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:28.636455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:28.636487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:28.755805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:28.755944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:28.755984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:28.756012] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:28.759251] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: DOWN (p=10.28%)
[2025-12-19T20:32:28.759519] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-12-19T20:32:28.759659] [INFO ] [sig       ] SUN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:28.898357] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SUN.txt
[2025-12-19T20:32:28.898467] [INFO ] [sig       ] [3035/3561] Completed SUN in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-19T20:32:28.898505] [INFO ] [sig       ] [3036/3561] Forecasting SUNS...
[2025-12-19T20:32:28.898533] [INFO ] [sig       ] Generating forecast for: SUNS
[2025-12-19T20:32:28.898562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2025-12-19T20:32:28.909747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2025-12-19T20:32:28.910082] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2025-12-19T20:32:28.910841] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2025-12-19T20:32:28.910891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:28.910922] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:28.910951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:28.911008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:28.966690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:28.967282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:28.967358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:28.967389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:29.086351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:29.086489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:29.086525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:29.086552] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:29.089852] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: UP (p=80.06%)
[2025-12-19T20:32:29.090140] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2025-12-19T20:32:29.090257] [INFO ] [sig       ] SUNS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:29.228980] [INFO ] [LOCAL     ] Saved forecast: SUNS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SUNS.txt
[2025-12-19T20:32:29.229116] [INFO ] [sig       ] [3036/3561] Completed SUNS in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-19T20:32:29.229155] [INFO ] [sig       ] [3037/3561] Forecasting SUPN...
[2025-12-19T20:32:29.229184] [INFO ] [sig       ] Generating forecast for: SUPN
[2025-12-19T20:32:29.229213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2025-12-19T20:32:29.240680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2025-12-19T20:32:29.241033] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2025-12-19T20:32:29.241802] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2025-12-19T20:32:29.241864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:29.241896] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:29.241923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:29.241978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:29.297819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:29.298704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:29.298787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:29.298818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:29.422153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:29.422289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:29.422326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:29.422355] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:29.425600] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: DOWN (p=0.82%)
[2025-12-19T20:32:29.425864] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2025-12-19T20:32:29.425984] [INFO ] [sig       ] SUPN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:29.564392] [INFO ] [LOCAL     ] Saved forecast: SUPN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SUPN.txt
[2025-12-19T20:32:29.564523] [INFO ] [sig       ] [3037/3561] Completed SUPN in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-19T20:32:29.564564] [INFO ] [sig       ] [3038/3561] Forecasting SURG...
[2025-12-19T20:32:29.564612] [INFO ] [sig       ] Generating forecast for: SURG
[2025-12-19T20:32:29.564644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'.
[2025-12-19T20:32:29.575966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SURG'.
[2025-12-19T20:32:29.576289] [INFO ] [FORECASTER] Starting predict_future for SURG
[2025-12-19T20:32:29.577066] [DEBUG] [LOCAL     ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt
[2025-12-19T20:32:29.577118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:29.577150] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:29.577178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:29.577239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:29.633520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:29.634146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:29.634254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:29.634288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:29.750123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:29.750260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:29.750298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:29.750327] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:29.753598] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: DOWN (p=14.78%)
[2025-12-19T20:32:29.753863] [INFO ] [FORECASTER] Completed predict_future for SURG
[2025-12-19T20:32:29.753997] [INFO ] [sig       ] SURG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:29.893133] [INFO ] [LOCAL     ] Saved forecast: SURG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SURG.txt
[2025-12-19T20:32:29.893242] [INFO ] [sig       ] [3038/3561] Completed SURG in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-19T20:32:29.893282] [INFO ] [sig       ] [3039/3561] Forecasting SUSB...
[2025-12-19T20:32:29.893312] [INFO ] [sig       ] Generating forecast for: SUSB
[2025-12-19T20:32:29.893342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2025-12-19T20:32:29.905889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2025-12-19T20:32:29.906218] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2025-12-19T20:32:29.906975] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2025-12-19T20:32:29.907028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:29.907060] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:29.907087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:29.907144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:29.962835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:29.963431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:29.963508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:29.963539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:30.088924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:30.089098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:30.089161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:30.089192] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:30.092674] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: DOWN (p=6.74%)
[2025-12-19T20:32:30.092949] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2025-12-19T20:32:30.093070] [INFO ] [sig       ] SUSB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:30.232676] [INFO ] [LOCAL     ] Saved forecast: SUSB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SUSB.txt
[2025-12-19T20:32:30.232862] [INFO ] [sig       ] [3039/3561] Completed SUSB in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-19T20:32:30.232906] [INFO ] [sig       ] [3040/3561] Forecasting SUSC...
[2025-12-19T20:32:30.232936] [INFO ] [sig       ] Generating forecast for: SUSC
[2025-12-19T20:32:30.232971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2025-12-19T20:32:30.245101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2025-12-19T20:32:30.245495] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2025-12-19T20:32:30.246367] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2025-12-19T20:32:30.246421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:30.246453] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:30.246479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:30.246536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:30.306044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:30.306877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:30.306972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:30.307006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:30.428312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:30.428467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:30.428507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:30.428534] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:30.431976] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: DOWN (p=20.50%)
[2025-12-19T20:32:30.432275] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2025-12-19T20:32:30.432398] [INFO ] [sig       ] SUSC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:30.572002] [INFO ] [LOCAL     ] Saved forecast: SUSC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SUSC.txt
[2025-12-19T20:32:30.572146] [INFO ] [sig       ] [3040/3561] Completed SUSC in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-19T20:32:30.572357] [INFO ] [sig       ] [3041/3561] Forecasting SUSL...
[2025-12-19T20:32:30.572386] [INFO ] [sig       ] Generating forecast for: SUSL
[2025-12-19T20:32:30.572416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2025-12-19T20:32:30.584514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2025-12-19T20:32:30.584929] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2025-12-19T20:32:30.585967] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2025-12-19T20:32:30.586019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:30.586053] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:30.586079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:30.586135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:30.644836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:30.645759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:30.645837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:30.645871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:30.762658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:30.762816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:30.762855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:30.762883] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:30.766407] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: DOWN (p=47.19%)
[2025-12-19T20:32:30.766703] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2025-12-19T20:32:30.766826] [INFO ] [sig       ] SUSL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:30.904813] [INFO ] [LOCAL     ] Saved forecast: SUSL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SUSL.txt
[2025-12-19T20:32:30.904956] [INFO ] [sig       ] [3041/3561] Completed SUSL in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-19T20:32:30.904995] [INFO ] [sig       ] [3042/3561] Forecasting SUUN...
[2025-12-19T20:32:30.905026] [INFO ] [sig       ] Generating forecast for: SUUN
[2025-12-19T20:32:30.905056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2025-12-19T20:32:30.915917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2025-12-19T20:32:30.916298] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2025-12-19T20:32:30.917079] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2025-12-19T20:32:30.917135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:30.917167] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:30.917193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:30.917248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:30.972715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:30.973463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:30.973543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:30.973592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:31.094837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:31.094991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:31.095034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:31.095062] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:31.098350] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: UP (p=72.49%)
[2025-12-19T20:32:31.098651] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2025-12-19T20:32:31.098798] [INFO ] [sig       ] SUUN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:31.235453] [INFO ] [LOCAL     ] Saved forecast: SUUN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SUUN.txt
[2025-12-19T20:32:31.235605] [INFO ] [sig       ] [3042/3561] Completed SUUN in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-19T20:32:31.235647] [INFO ] [sig       ] [3043/3561] Forecasting SUZ...
[2025-12-19T20:32:31.235677] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-12-19T20:32:31.235706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-12-19T20:32:31.247127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2025-12-19T20:32:31.247469] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-12-19T20:32:31.248259] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-12-19T20:32:31.248310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:31.248341] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:31.248367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:31.248423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:31.304448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:31.305137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:31.305219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:31.305250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:31.428867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:31.429029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:31.429075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:31.429109] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:31.432450] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: UP (p=82.56%)
[2025-12-19T20:32:31.432738] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-12-19T20:32:31.432857] [INFO ] [sig       ] SUZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:31.570253] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SUZ.txt
[2025-12-19T20:32:31.570395] [INFO ] [sig       ] [3043/3561] Completed SUZ in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-19T20:32:31.570433] [INFO ] [sig       ] [3044/3561] Forecasting SVC...
[2025-12-19T20:32:31.570462] [INFO ] [sig       ] Generating forecast for: SVC
[2025-12-19T20:32:31.570491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2025-12-19T20:32:31.585420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2025-12-19T20:32:31.585865] [INFO ] [FORECASTER] Starting predict_future for SVC
[2025-12-19T20:32:31.586691] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2025-12-19T20:32:31.586741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:31.586774] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:31.586800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:31.586863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:31.645316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:31.646340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:31.646450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:31.646485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:31.769899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:31.770062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:31.770120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:31.770151] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:31.773787] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: DOWN (p=4.95%)
[2025-12-19T20:32:31.774121] [INFO ] [FORECASTER] Completed predict_future for SVC
[2025-12-19T20:32:31.774416] [INFO ] [sig       ] SVC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:31.921695] [INFO ] [LOCAL     ] Saved forecast: SVC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SVC.txt
[2025-12-19T20:32:31.921847] [INFO ] [sig       ] [3044/3561] Completed SVC in 0.4s | 2.91 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-19T20:32:31.921885] [INFO ] [sig       ] [3045/3561] Forecasting SVCO...
[2025-12-19T20:32:31.921915] [INFO ] [sig       ] Generating forecast for: SVCO
[2025-12-19T20:32:31.921946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2025-12-19T20:32:31.933843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2025-12-19T20:32:31.934215] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2025-12-19T20:32:31.935005] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2025-12-19T20:32:31.935085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:31.935119] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:31.935146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:31.935202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:31.993421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:31.994216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:31.994308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:31.994343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:32.112565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:32.112738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:32.112780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:32.112809] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:32.116199] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: UP (p=85.95%)
[2025-12-19T20:32:32.116469] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2025-12-19T20:32:32.116609] [INFO ] [sig       ] SVCO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:32.260062] [INFO ] [LOCAL     ] Saved forecast: SVCO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SVCO.txt
[2025-12-19T20:32:32.260213] [INFO ] [sig       ] [3045/3561] Completed SVCO in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-19T20:32:32.260251] [INFO ] [sig       ] [3046/3561] Forecasting SVRA...
[2025-12-19T20:32:32.260280] [INFO ] [sig       ] Generating forecast for: SVRA
[2025-12-19T20:32:32.260312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2025-12-19T20:32:32.272692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2025-12-19T20:32:32.273114] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2025-12-19T20:32:32.273920] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2025-12-19T20:32:32.273971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:32.274002] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:32.274028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:32.274083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:32.329839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:32.330697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:32.330781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:32.330817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:32.448466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:32.448635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:32.448689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:32.448718] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:32.452006] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: UP (p=82.92%)
[2025-12-19T20:32:32.452271] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2025-12-19T20:32:32.452389] [INFO ] [sig       ] SVRA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:32.588882] [INFO ] [LOCAL     ] Saved forecast: SVRA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SVRA.txt
[2025-12-19T20:32:32.589001] [INFO ] [sig       ] [3046/3561] Completed SVRA in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-19T20:32:32.589039] [INFO ] [sig       ] [3047/3561] Forecasting SWBI...
[2025-12-19T20:32:32.589068] [INFO ] [sig       ] Generating forecast for: SWBI
[2025-12-19T20:32:32.589097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2025-12-19T20:32:32.599833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2025-12-19T20:32:32.600173] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2025-12-19T20:32:32.600950] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2025-12-19T20:32:32.601004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:32.601037] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:32.601065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:32.601123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:32.656957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:32.657739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:32.657819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:32.657851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:32.773601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:32.773748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:32.773787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:32.773816] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:32.777076] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: DOWN (p=18.30%)
[2025-12-19T20:32:32.777338] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2025-12-19T20:32:32.777457] [INFO ] [sig       ] SWBI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:32.913331] [INFO ] [LOCAL     ] Saved forecast: SWBI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SWBI.txt
[2025-12-19T20:32:32.913489] [INFO ] [sig       ] [3047/3561] Completed SWBI in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-19T20:32:32.913533] [INFO ] [sig       ] [3048/3561] Forecasting SWIM...
[2025-12-19T20:32:32.913565] [INFO ] [sig       ] Generating forecast for: SWIM
[2025-12-19T20:32:32.913617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2025-12-19T20:32:32.924515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2025-12-19T20:32:32.924865] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2025-12-19T20:32:32.925643] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2025-12-19T20:32:32.925694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:32.925737] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:32.925765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:32.925823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:32.981636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:32.982305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:32.982385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:32.982419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:33.100035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:33.100189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:33.100262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:33.100291] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:33.103615] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: UP (p=74.81%)
[2025-12-19T20:32:33.103881] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2025-12-19T20:32:33.104000] [INFO ] [sig       ] SWIM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:33.240592] [INFO ] [LOCAL     ] Saved forecast: SWIM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SWIM.txt
[2025-12-19T20:32:33.240721] [INFO ] [sig       ] [3048/3561] Completed SWIM in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-19T20:32:33.240759] [INFO ] [sig       ] [3049/3561] Forecasting SWK...
[2025-12-19T20:32:33.240789] [INFO ] [sig       ] Generating forecast for: SWK
[2025-12-19T20:32:33.240819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-12-19T20:32:33.251920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2025-12-19T20:32:33.252266] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-12-19T20:32:33.253026] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-12-19T20:32:33.253077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:33.253109] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:33.253135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:33.253191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:33.308678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:33.309337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:33.309412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:33.309443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:33.428339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:33.428488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:33.428526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:33.428553] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:33.431916] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: UP (p=77.68%)
[2025-12-19T20:32:33.432185] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-12-19T20:32:33.432304] [INFO ] [sig       ] SWK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:33.568840] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SWK.txt
[2025-12-19T20:32:33.568974] [INFO ] [sig       ] [3049/3561] Completed SWK in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-19T20:32:33.569012] [INFO ] [sig       ] [3050/3561] Forecasting SWKS...
[2025-12-19T20:32:33.569042] [INFO ] [sig       ] Generating forecast for: SWKS
[2025-12-19T20:32:33.569072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2025-12-19T20:32:33.579778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2025-12-19T20:32:33.580125] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2025-12-19T20:32:33.580889] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2025-12-19T20:32:33.580939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:33.580970] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:33.580997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:33.581053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:33.636486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:33.637233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:33.637311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:33.637342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:33.754633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:33.754781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:33.754822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:33.754866] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:33.758129] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: UP (p=66.39%)
[2025-12-19T20:32:33.758388] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2025-12-19T20:32:33.758504] [INFO ] [sig       ] SWKS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:33.894676] [INFO ] [LOCAL     ] Saved forecast: SWKS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SWKS.txt
[2025-12-19T20:32:33.894810] [INFO ] [sig       ] [3050/3561] Completed SWKS in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-19T20:32:33.894849] [INFO ] [sig       ] [3051/3561] Forecasting SWX...
[2025-12-19T20:32:33.894879] [INFO ] [sig       ] Generating forecast for: SWX
[2025-12-19T20:32:33.894910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-12-19T20:32:33.905480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2025-12-19T20:32:33.905824] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-12-19T20:32:33.906556] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-12-19T20:32:33.906631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:33.906663] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:33.906689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:33.906744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:33.962135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:33.962871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:33.962949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:33.962981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:34.078850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:34.079006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:34.079044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:34.079074] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:34.082425] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: UP (p=98.36%)
[2025-12-19T20:32:34.082706] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-12-19T20:32:34.082825] [INFO ] [sig       ] SWX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:34.221732] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SWX.txt
[2025-12-19T20:32:34.221871] [INFO ] [sig       ] [3051/3561] Completed SWX in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-19T20:32:34.221918] [INFO ] [sig       ] [3052/3561] Forecasting SWZ...
[2025-12-19T20:32:34.221948] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-12-19T20:32:34.222004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-12-19T20:32:34.232438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWZ'.
[2025-12-19T20:32:34.232787] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-12-19T20:32:34.233535] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-12-19T20:32:34.233615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:34.233651] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:34.233678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:34.233733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:34.289524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:34.290267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:34.290359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:34.290397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:34.406301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:34.406483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:34.406524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:34.406553] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:34.409977] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: UP (p=84.39%)
[2025-12-19T20:32:34.410249] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-12-19T20:32:34.410377] [INFO ] [sig       ] SWZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:34.547529] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SWZ.txt
[2025-12-19T20:32:34.547686] [INFO ] [sig       ] [3052/3561] Completed SWZ in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-19T20:32:34.547727] [INFO ] [sig       ] [3053/3561] Forecasting SXC...
[2025-12-19T20:32:34.547757] [INFO ] [sig       ] Generating forecast for: SXC
[2025-12-19T20:32:34.547787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-12-19T20:32:34.558915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2025-12-19T20:32:34.559288] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-12-19T20:32:34.560086] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-12-19T20:32:34.560140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:34.560173] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:34.560201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:34.560259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:34.616337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:34.617065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:34.617143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:34.617175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:34.736665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:34.736824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:34.736862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:34.736890] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:34.740206] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=94.10%)
[2025-12-19T20:32:34.740466] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-12-19T20:32:34.740603] [INFO ] [sig       ] SXC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:34.877428] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SXC.txt
[2025-12-19T20:32:34.877558] [INFO ] [sig       ] [3053/3561] Completed SXC in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-19T20:32:34.877617] [INFO ] [sig       ] [3054/3561] Forecasting SXI...
[2025-12-19T20:32:34.877650] [INFO ] [sig       ] Generating forecast for: SXI
[2025-12-19T20:32:34.877680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-12-19T20:32:34.888936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2025-12-19T20:32:34.889300] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-12-19T20:32:34.890067] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-12-19T20:32:34.890119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:34.890151] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:34.890177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:34.890232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:34.946358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:34.947221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:34.947307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:34.947339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:35.069811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:35.069961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:35.069999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:35.070028] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:35.073323] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: DOWN (p=36.05%)
[2025-12-19T20:32:35.073607] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-12-19T20:32:35.073728] [INFO ] [sig       ] SXI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:35.209520] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SXI.txt
[2025-12-19T20:32:35.209659] [INFO ] [sig       ] [3054/3561] Completed SXI in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-19T20:32:35.209699] [INFO ] [sig       ] [3055/3561] Forecasting SXTC...
[2025-12-19T20:32:35.209728] [INFO ] [sig       ] Generating forecast for: SXTC
[2025-12-19T20:32:35.209757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'.
[2025-12-19T20:32:35.220192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXTC'.
[2025-12-19T20:32:35.220522] [INFO ] [FORECASTER] Starting predict_future for SXTC
[2025-12-19T20:32:35.221265] [DEBUG] [LOCAL     ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt
[2025-12-19T20:32:35.221316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:35.221348] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:35.221375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:35.221431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:35.277312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:35.277956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:35.278035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:35.278069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:35.394799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:35.394951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:35.394990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:35.395036] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:35.398321] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: DOWN (p=6.78%)
[2025-12-19T20:32:35.398605] [INFO ] [FORECASTER] Completed predict_future for SXTC
[2025-12-19T20:32:35.398748] [INFO ] [sig       ] SXTC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:35.537810] [INFO ] [LOCAL     ] Saved forecast: SXTC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SXTC.txt
[2025-12-19T20:32:35.537934] [INFO ] [sig       ] [3055/3561] Completed SXTC in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-19T20:32:35.537972] [INFO ] [sig       ] [3056/3561] Forecasting SY...
[2025-12-19T20:32:35.538001] [INFO ] [sig       ] Generating forecast for: SY
[2025-12-19T20:32:35.538031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2025-12-19T20:32:35.549096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2025-12-19T20:32:35.549488] [INFO ] [FORECASTER] Starting predict_future for SY
[2025-12-19T20:32:35.550286] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2025-12-19T20:32:35.550338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:35.550372] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:35.550399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:35.550456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:35.606907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:35.607547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:35.607647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:35.607680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:35.722130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:35.722283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:35.722321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:35.722348] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:35.725646] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: UP (p=95.90%)
[2025-12-19T20:32:35.725911] [INFO ] [FORECASTER] Completed predict_future for SY
[2025-12-19T20:32:35.726029] [INFO ] [sig       ] SY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:35.863070] [INFO ] [LOCAL     ] Saved forecast: SY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SY.txt
[2025-12-19T20:32:35.863198] [INFO ] [sig       ] [3056/3561] Completed SY in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-19T20:32:35.863245] [INFO ] [sig       ] [3057/3561] Forecasting SYF...
[2025-12-19T20:32:35.863274] [INFO ] [sig       ] Generating forecast for: SYF
[2025-12-19T20:32:35.863305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-12-19T20:32:35.874896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2025-12-19T20:32:35.875247] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-12-19T20:32:35.876011] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-12-19T20:32:35.876062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:35.876094] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:35.876120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:35.876175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:35.934643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:35.935323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:35.935401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:35.935447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:36.059663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:36.059823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:36.059862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:36.059890] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:36.063361] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=96.63%)
[2025-12-19T20:32:36.063667] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-12-19T20:32:36.063818] [INFO ] [sig       ] SYF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:36.203424] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SYF.txt
[2025-12-19T20:32:36.203556] [INFO ] [sig       ] [3057/3561] Completed SYF in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-19T20:32:36.203612] [INFO ] [sig       ] [3058/3561] Forecasting SYK...
[2025-12-19T20:32:36.203642] [INFO ] [sig       ] Generating forecast for: SYK
[2025-12-19T20:32:36.203672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-12-19T20:32:36.215751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2025-12-19T20:32:36.216073] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-12-19T20:32:36.216840] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-12-19T20:32:36.216891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:36.216923] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:36.216950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:36.217005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:36.274310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:36.274968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:36.275044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:36.275076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:36.396266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:36.396418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:36.396456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:36.396484] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:36.399922] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: UP (p=87.80%)
[2025-12-19T20:32:36.400186] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-12-19T20:32:36.400335] [INFO ] [sig       ] SYK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:36.537947] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SYK.txt
[2025-12-19T20:32:36.538069] [INFO ] [sig       ] [3058/3561] Completed SYK in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-19T20:32:36.538107] [INFO ] [sig       ] [3059/3561] Forecasting SYM...
[2025-12-19T20:32:36.538136] [INFO ] [sig       ] Generating forecast for: SYM
[2025-12-19T20:32:36.538166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2025-12-19T20:32:36.549563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2025-12-19T20:32:36.549925] [INFO ] [FORECASTER] Starting predict_future for SYM
[2025-12-19T20:32:36.550698] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2025-12-19T20:32:36.550749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:36.550780] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:36.550807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:36.550875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:36.607381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:36.608220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:36.608301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:36.608334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:36.728540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:36.728736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:36.728775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:36.728803] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:36.732501] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: UP (p=86.16%)
[2025-12-19T20:32:36.732790] [INFO ] [FORECASTER] Completed predict_future for SYM
[2025-12-19T20:32:36.732915] [INFO ] [sig       ] SYM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:36.872313] [INFO ] [LOCAL     ] Saved forecast: SYM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SYM.txt
[2025-12-19T20:32:36.872465] [INFO ] [sig       ] [3059/3561] Completed SYM in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-19T20:32:36.872504] [INFO ] [sig       ] [3060/3561] Forecasting SYNA...
[2025-12-19T20:32:36.872533] [INFO ] [sig       ] Generating forecast for: SYNA
[2025-12-19T20:32:36.872563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2025-12-19T20:32:36.884063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2025-12-19T20:32:36.884433] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2025-12-19T20:32:36.885221] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2025-12-19T20:32:36.885273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:36.885304] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:36.885329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:36.885384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:36.941054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:36.941714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:36.941791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:36.941823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:37.061797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:37.061938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:37.061975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:37.062003] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:37.065255] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: UP (p=89.60%)
[2025-12-19T20:32:37.065519] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2025-12-19T20:32:37.065655] [INFO ] [sig       ] SYNA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:37.203555] [INFO ] [LOCAL     ] Saved forecast: SYNA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SYNA.txt
[2025-12-19T20:32:37.203735] [INFO ] [sig       ] [3060/3561] Completed SYNA in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-19T20:32:37.203777] [INFO ] [sig       ] [3061/3561] Forecasting SYRE...
[2025-12-19T20:32:37.203806] [INFO ] [sig       ] Generating forecast for: SYRE
[2025-12-19T20:32:37.203835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2025-12-19T20:32:37.215675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2025-12-19T20:32:37.216050] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2025-12-19T20:32:37.216823] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2025-12-19T20:32:37.216889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:37.216921] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:37.216947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:37.217003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:37.274472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:37.275299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:37.275382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:37.275416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:37.393849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:37.394003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:37.394041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:37.394068] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:37.397341] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: DOWN (p=6.24%)
[2025-12-19T20:32:37.397618] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2025-12-19T20:32:37.397739] [INFO ] [sig       ] SYRE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:37.536747] [INFO ] [LOCAL     ] Saved forecast: SYRE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/SYRE.txt
[2025-12-19T20:32:37.536889] [INFO ] [sig       ] [3061/3561] Completed SYRE in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-19T20:32:37.536928] [INFO ] [sig       ] [3062/3561] Forecasting SYY...
[2025-12-19T20:32:37.536957] [INFO ] [sig       ] Generating forecast for: SYY
[2025-12-19T20:32:37.536988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-12-19T20:32:37.548533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2025-12-19T20:32:37.548899] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-12-19T20:32:37.549711] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-12-19T20:32:37.549763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:37.549796] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:37.549824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:37.549881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:37.605672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:37.606287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:37.606373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:37.606405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:37.724994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:37.725142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:37.725180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:37.725209] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:37.728478] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: UP (p=95.16%)
[2025-12-19T20:32:37.728777] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-12-19T20:32:37.728898] [INFO ] [sig       ] SYY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:37.867600] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/SYY.txt
[2025-12-19T20:32:37.867798] [INFO ] [sig       ] [3062/3561] Completed SYY in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-19T20:32:37.867854] [INFO ] [sig       ] [3063/3561] Forecasting TAC...
[2025-12-19T20:32:37.867896] [INFO ] [sig       ] Generating forecast for: TAC
[2025-12-19T20:32:37.867942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-12-19T20:32:37.879456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2025-12-19T20:32:37.879826] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-12-19T20:32:37.880559] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-12-19T20:32:37.880627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:37.880659] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:37.880686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:37.880741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:37.935894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:37.936753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:37.936835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:37.936868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:38.053805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:38.053958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:38.053998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:38.054026] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:38.057377] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: DOWN (p=17.32%)
[2025-12-19T20:32:38.057663] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-12-19T20:32:38.057784] [INFO ] [sig       ] TAC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:38.196329] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TAC.txt
[2025-12-19T20:32:38.196485] [INFO ] [sig       ] [3063/3561] Completed TAC in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-19T20:32:38.196526] [INFO ] [sig       ] [3064/3561] Forecasting TAK...
[2025-12-19T20:32:38.196555] [INFO ] [sig       ] Generating forecast for: TAK
[2025-12-19T20:32:38.196603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-12-19T20:32:38.208193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2025-12-19T20:32:38.208532] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-12-19T20:32:38.209325] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-12-19T20:32:38.209376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:38.209409] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:38.209435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:38.209490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:38.267061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:38.267944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:38.268025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:38.268059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:38.383140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:38.383278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:38.383316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:38.383343] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:38.386641] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: UP (p=86.71%)
[2025-12-19T20:32:38.386905] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-12-19T20:32:38.387024] [INFO ] [sig       ] TAK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:38.522013] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TAK.txt
[2025-12-19T20:32:38.522131] [INFO ] [sig       ] [3064/3561] Completed TAK in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-19T20:32:38.522171] [INFO ] [sig       ] [3065/3561] Forecasting TAL...
[2025-12-19T20:32:38.522203] [INFO ] [sig       ] Generating forecast for: TAL
[2025-12-19T20:32:38.522235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-12-19T20:32:38.533718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2025-12-19T20:32:38.534026] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-12-19T20:32:38.534785] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-12-19T20:32:38.534836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:38.534867] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:38.534893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:38.534949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:38.590148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:38.590750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:38.590825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:38.590856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:38.705826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:38.705987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:38.706025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:38.706053] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:38.709335] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: UP (p=89.34%)
[2025-12-19T20:32:38.709615] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-12-19T20:32:38.709735] [INFO ] [sig       ] TAL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:38.845881] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TAL.txt
[2025-12-19T20:32:38.845987] [INFO ] [sig       ] [3065/3561] Completed TAL in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-19T20:32:38.846024] [INFO ] [sig       ] [3066/3561] Forecasting TALK...
[2025-12-19T20:32:38.846053] [INFO ] [sig       ] Generating forecast for: TALK
[2025-12-19T20:32:38.846083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2025-12-19T20:32:38.857301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2025-12-19T20:32:38.857648] [INFO ] [FORECASTER] Starting predict_future for TALK
[2025-12-19T20:32:38.858383] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2025-12-19T20:32:38.858433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:38.858464] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:38.858490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:38.858546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:38.913867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:38.914430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:38.914506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:38.914538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:39.034388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:39.034523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:39.034561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:39.034606] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:39.037976] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: DOWN (p=44.26%)
[2025-12-19T20:32:39.038263] [INFO ] [FORECASTER] Completed predict_future for TALK
[2025-12-19T20:32:39.038381] [INFO ] [sig       ] TALK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:39.174516] [INFO ] [LOCAL     ] Saved forecast: TALK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TALK.txt
[2025-12-19T20:32:39.174643] [INFO ] [sig       ] [3066/3561] Completed TALK in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-19T20:32:39.174683] [INFO ] [sig       ] [3067/3561] Forecasting TALO...
[2025-12-19T20:32:39.174712] [INFO ] [sig       ] Generating forecast for: TALO
[2025-12-19T20:32:39.174740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-12-19T20:32:39.186103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2025-12-19T20:32:39.186422] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-12-19T20:32:39.187178] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-12-19T20:32:39.187229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:39.187261] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:39.187288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:39.187343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:39.242723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:39.243287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:39.243362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:39.243393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:39.362894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:39.363015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:39.363051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:39.363078] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:39.366220] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: UP (p=86.31%)
[2025-12-19T20:32:39.366477] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-12-19T20:32:39.366612] [INFO ] [sig       ] TALO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:39.503790] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TALO.txt
[2025-12-19T20:32:39.503895] [INFO ] [sig       ] [3067/3561] Completed TALO in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-19T20:32:39.503933] [INFO ] [sig       ] [3068/3561] Forecasting TAOP...
[2025-12-19T20:32:39.503961] [INFO ] [sig       ] Generating forecast for: TAOP
[2025-12-19T20:32:39.503990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2025-12-19T20:32:39.515197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2025-12-19T20:32:39.515485] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2025-12-19T20:32:39.516237] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2025-12-19T20:32:39.516287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:39.516318] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:39.516344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:39.516400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:39.572805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:39.573381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:39.573458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:39.573490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:39.690845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:39.690982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:39.691019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:39.691046] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:39.694185] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: UP (p=56.96%)
[2025-12-19T20:32:39.694445] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2025-12-19T20:32:39.694561] [INFO ] [sig       ] TAOP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:39.833102] [INFO ] [LOCAL     ] Saved forecast: TAOP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TAOP.txt
[2025-12-19T20:32:39.833207] [INFO ] [sig       ] [3068/3561] Completed TAOP in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-19T20:32:39.833270] [INFO ] [sig       ] [3069/3561] Forecasting TAP...
[2025-12-19T20:32:39.833300] [INFO ] [sig       ] Generating forecast for: TAP
[2025-12-19T20:32:39.833330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-12-19T20:32:39.844281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2025-12-19T20:32:39.844613] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-12-19T20:32:39.845341] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-12-19T20:32:39.845392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:39.845424] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:39.845450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:39.845506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:39.902354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:39.903065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:39.903145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:39.903177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:40.019971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:40.020138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:40.020178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:40.020207] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:40.023588] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: UP (p=51.35%)
[2025-12-19T20:32:40.023873] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-12-19T20:32:40.024001] [INFO ] [sig       ] TAP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:40.205150] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TAP.txt
[2025-12-19T20:32:40.205370] [INFO ] [sig       ] [3069/3561] Completed TAP in 0.4s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-19T20:32:40.205435] [INFO ] [sig       ] [3070/3561] Forecasting TARA...
[2025-12-19T20:32:40.205478] [INFO ] [sig       ] Generating forecast for: TARA
[2025-12-19T20:32:40.205530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2025-12-19T20:32:40.220632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2025-12-19T20:32:40.221130] [INFO ] [FORECASTER] Starting predict_future for TARA
[2025-12-19T20:32:40.222129] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2025-12-19T20:32:40.222186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:40.222220] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:40.222247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:40.222305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:40.290425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:40.291492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:40.291627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:40.291668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:40.437604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:40.437789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:40.437840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:40.437877] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:40.442598] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: UP (p=55.94%)
[2025-12-19T20:32:40.443082] [INFO ] [FORECASTER] Completed predict_future for TARA
[2025-12-19T20:32:40.443268] [INFO ] [sig       ] TARA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:40.658345] [INFO ] [LOCAL     ] Saved forecast: TARA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TARA.txt
[2025-12-19T20:32:40.658617] [INFO ] [sig       ] [3070/3561] Completed TARA in 0.5s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-19T20:32:40.658912] [INFO ] [sig       ] [3071/3561] Forecasting TARK...
[2025-12-19T20:32:40.658961] [INFO ] [sig       ] Generating forecast for: TARK
[2025-12-19T20:32:40.659007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2025-12-19T20:32:40.674938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2025-12-19T20:32:40.676992] [INFO ] [FORECASTER] Starting predict_future for TARK
[2025-12-19T20:32:40.678219] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2025-12-19T20:32:40.678302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:40.678350] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:40.678394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:40.678484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:40.754107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:40.755104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:40.755197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:40.755230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:40.925301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:40.925505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:40.925565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:40.925630] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:40.930654] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: DOWN (p=32.93%)
[2025-12-19T20:32:40.931189] [INFO ] [FORECASTER] Completed predict_future for TARK
[2025-12-19T20:32:40.931404] [INFO ] [sig       ] TARK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:41.140628] [INFO ] [LOCAL     ] Saved forecast: TARK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TARK.txt
[2025-12-19T20:32:41.140796] [INFO ] [sig       ] [3071/3561] Completed TARK in 0.5s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-19T20:32:41.140839] [INFO ] [sig       ] [3072/3561] Forecasting TARS...
[2025-12-19T20:32:41.140868] [INFO ] [sig       ] Generating forecast for: TARS
[2025-12-19T20:32:41.140898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2025-12-19T20:32:41.153029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2025-12-19T20:32:41.153504] [INFO ] [FORECASTER] Starting predict_future for TARS
[2025-12-19T20:32:41.154381] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2025-12-19T20:32:41.154435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:41.154484] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:41.154553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:41.154656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:41.214948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:41.215967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:41.216071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:41.216104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:41.351644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:41.351813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:41.351855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:41.351884] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:41.355401] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: UP (p=90.06%)
[2025-12-19T20:32:41.355731] [INFO ] [FORECASTER] Completed predict_future for TARS
[2025-12-19T20:32:41.355866] [INFO ] [sig       ] TARS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:41.503974] [INFO ] [LOCAL     ] Saved forecast: TARS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TARS.txt
[2025-12-19T20:32:41.504138] [INFO ] [sig       ] [3072/3561] Completed TARS in 0.4s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-19T20:32:41.504184] [INFO ] [sig       ] [3073/3561] Forecasting TASK...
[2025-12-19T20:32:41.504215] [INFO ] [sig       ] Generating forecast for: TASK
[2025-12-19T20:32:41.504244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2025-12-19T20:32:41.516373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2025-12-19T20:32:41.516803] [INFO ] [FORECASTER] Starting predict_future for TASK
[2025-12-19T20:32:41.517780] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2025-12-19T20:32:41.517845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:41.517889] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:41.517917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:41.517974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:41.577648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:41.578607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:41.578712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:41.578747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:41.703873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:41.704029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:41.704069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:41.704097] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:41.707431] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: UP (p=51.79%)
[2025-12-19T20:32:41.707715] [INFO ] [FORECASTER] Completed predict_future for TASK
[2025-12-19T20:32:41.707833] [INFO ] [sig       ] TASK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:41.847611] [INFO ] [LOCAL     ] Saved forecast: TASK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TASK.txt
[2025-12-19T20:32:41.847727] [INFO ] [sig       ] [3073/3561] Completed TASK in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-19T20:32:41.847765] [INFO ] [sig       ] [3074/3561] Forecasting TAYD...
[2025-12-19T20:32:41.847794] [INFO ] [sig       ] Generating forecast for: TAYD
[2025-12-19T20:32:41.847823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAYD' from 'https://tdm.silogroup.org/data/derivative_storage/TAYD.csv'.
[2025-12-19T20:32:41.858137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAYD'.
[2025-12-19T20:32:41.858438] [INFO ] [FORECASTER] Starting predict_future for TAYD
[2025-12-19T20:32:41.859229] [DEBUG] [LOCAL     ] No optimal features file found for TAYD: ./output/feature-sets/TAYD.txt
[2025-12-19T20:32:41.859292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:41.859330] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:41.859363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:41.859424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:41.916626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:41.917240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:41.917318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:41.917350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:42.024547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:42.024705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:42.024744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:42.024771] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:42.028111] [DEBUG] [FORECASTER] TAYD: Forecast T+1@11:T+2@11: DOWN (p=40.64%)
[2025-12-19T20:32:42.028377] [INFO ] [FORECASTER] Completed predict_future for TAYD
[2025-12-19T20:32:42.028729] [INFO ] [sig       ] TAYD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:42.168066] [INFO ] [LOCAL     ] Saved forecast: TAYD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TAYD.txt
[2025-12-19T20:32:42.168189] [INFO ] [sig       ] [3074/3561] Completed TAYD in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-19T20:32:42.168232] [INFO ] [sig       ] [3075/3561] Forecasting TBB...
[2025-12-19T20:32:42.168274] [INFO ] [sig       ] Generating forecast for: TBB
[2025-12-19T20:32:42.168308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-12-19T20:32:42.179511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2025-12-19T20:32:42.179875] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-12-19T20:32:42.180803] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-12-19T20:32:42.180856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:42.180891] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:42.180928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:42.180989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:42.238871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:42.239537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:42.239632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:42.239665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:42.354822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:42.354961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:42.354998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:42.355026] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:42.358285] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: UP (p=90.80%)
[2025-12-19T20:32:42.358546] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-12-19T20:32:42.358697] [INFO ] [sig       ] TBB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:42.494194] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TBB.txt
[2025-12-19T20:32:42.494304] [INFO ] [sig       ] [3075/3561] Completed TBB in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-19T20:32:42.494347] [INFO ] [sig       ] [3076/3561] Forecasting TBBK...
[2025-12-19T20:32:42.494377] [INFO ] [sig       ] Generating forecast for: TBBK
[2025-12-19T20:32:42.494407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2025-12-19T20:32:42.505221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2025-12-19T20:32:42.505553] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2025-12-19T20:32:42.506304] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2025-12-19T20:32:42.506354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:42.506385] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:42.506412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:42.506466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:42.562442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:42.563028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:42.563103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:42.563135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:42.681157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:42.681294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:42.681332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:42.681359] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:42.684667] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: DOWN (p=30.65%)
[2025-12-19T20:32:42.684933] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2025-12-19T20:32:42.685069] [INFO ] [sig       ] TBBK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:42.821883] [INFO ] [LOCAL     ] Saved forecast: TBBK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TBBK.txt
[2025-12-19T20:32:42.822015] [INFO ] [sig       ] [3076/3561] Completed TBBK in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-19T20:32:42.822053] [INFO ] [sig       ] [3077/3561] Forecasting TBI...
[2025-12-19T20:32:42.822083] [INFO ] [sig       ] Generating forecast for: TBI
[2025-12-19T20:32:42.822113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-12-19T20:32:42.833138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2025-12-19T20:32:42.833503] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-12-19T20:32:42.834250] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-12-19T20:32:42.834300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:42.834332] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:42.834358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:42.834415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:42.890158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:42.890860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:42.890937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:42.890969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:43.012508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:43.012683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:43.012726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:43.012754] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:43.016259] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: UP (p=77.99%)
[2025-12-19T20:32:43.016605] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-12-19T20:32:43.016752] [INFO ] [sig       ] TBI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:43.154225] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TBI.txt
[2025-12-19T20:32:43.154376] [INFO ] [sig       ] [3077/3561] Completed TBI in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-19T20:32:43.154418] [INFO ] [sig       ] [3078/3561] Forecasting TBIL...
[2025-12-19T20:32:43.154447] [INFO ] [sig       ] Generating forecast for: TBIL
[2025-12-19T20:32:43.154478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2025-12-19T20:32:43.165675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2025-12-19T20:32:43.165992] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2025-12-19T20:32:43.166747] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2025-12-19T20:32:43.166797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:43.166829] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:43.166856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:43.166912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:43.222739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:43.223433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:43.223512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:43.223546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:43.283238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:43.283400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:43.283441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:43.283471] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:43.286976] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=99.96%)
[2025-12-19T20:32:43.287259] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2025-12-19T20:32:43.287382] [INFO ] [sig       ] TBIL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:43.452021] [INFO ] [LOCAL     ] Saved forecast: TBIL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TBIL.txt
[2025-12-19T20:32:43.452173] [INFO ] [sig       ] [3078/3561] Completed TBIL in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-19T20:32:43.452215] [INFO ] [sig       ] [3079/3561] Forecasting TBLA...
[2025-12-19T20:32:43.452244] [INFO ] [sig       ] Generating forecast for: TBLA
[2025-12-19T20:32:43.452273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2025-12-19T20:32:43.463560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2025-12-19T20:32:43.463960] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2025-12-19T20:32:43.464741] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2025-12-19T20:32:43.464792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:43.464825] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:43.464852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:43.464907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:43.523043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:43.523885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:43.523969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:43.524002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:43.649707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:43.649897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:43.649938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:43.649985] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:43.653831] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: DOWN (p=3.89%)
[2025-12-19T20:32:43.654098] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2025-12-19T20:32:43.654228] [INFO ] [sig       ] TBLA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:43.791523] [INFO ] [LOCAL     ] Saved forecast: TBLA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TBLA.txt
[2025-12-19T20:32:43.791691] [INFO ] [sig       ] [3079/3561] Completed TBLA in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-19T20:32:43.791733] [INFO ] [sig       ] [3080/3561] Forecasting TBLD...
[2025-12-19T20:32:43.791761] [INFO ] [sig       ] Generating forecast for: TBLD
[2025-12-19T20:32:43.791791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2025-12-19T20:32:43.803480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2025-12-19T20:32:43.803869] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2025-12-19T20:32:43.804651] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2025-12-19T20:32:43.804703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:43.804735] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:43.804762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:43.804819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:43.861296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:43.862086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:43.862168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:43.862201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:43.990055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:43.990211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:43.990250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:43.990285] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:43.993754] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: UP (p=88.17%)
[2025-12-19T20:32:43.994030] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2025-12-19T20:32:43.994153] [INFO ] [sig       ] TBLD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:44.137378] [INFO ] [LOCAL     ] Saved forecast: TBLD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TBLD.txt
[2025-12-19T20:32:44.137528] [INFO ] [sig       ] [3080/3561] Completed TBLD in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-19T20:32:44.137567] [INFO ] [sig       ] [3081/3561] Forecasting TBPH...
[2025-12-19T20:32:44.137618] [INFO ] [sig       ] Generating forecast for: TBPH
[2025-12-19T20:32:44.137648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2025-12-19T20:32:44.149491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2025-12-19T20:32:44.149846] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2025-12-19T20:32:44.150624] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2025-12-19T20:32:44.150674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:44.150706] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:44.150732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:44.150788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:44.208821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:44.209887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:44.209986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:44.210018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:44.327969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:44.328122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:44.328160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:44.328188] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:44.331513] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: DOWN (p=6.79%)
[2025-12-19T20:32:44.331795] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2025-12-19T20:32:44.331913] [INFO ] [sig       ] TBPH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:44.469786] [INFO ] [LOCAL     ] Saved forecast: TBPH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TBPH.txt
[2025-12-19T20:32:44.469912] [INFO ] [sig       ] [3081/3561] Completed TBPH in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-19T20:32:44.469951] [INFO ] [sig       ] [3082/3561] Forecasting TBRG...
[2025-12-19T20:32:44.469980] [INFO ] [sig       ] Generating forecast for: TBRG
[2025-12-19T20:32:44.470009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2025-12-19T20:32:44.482184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2025-12-19T20:32:44.482555] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2025-12-19T20:32:44.483345] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2025-12-19T20:32:44.483397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:44.483429] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:44.483456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:44.483511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:44.538896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:44.539560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:44.539679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:44.539713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:44.665264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:44.665424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:44.665475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:44.665527] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:44.669036] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: DOWN (p=12.22%)
[2025-12-19T20:32:44.669330] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2025-12-19T20:32:44.669484] [INFO ] [sig       ] TBRG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:44.815165] [INFO ] [LOCAL     ] Saved forecast: TBRG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TBRG.txt
[2025-12-19T20:32:44.815302] [INFO ] [sig       ] [3082/3561] Completed TBRG in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-19T20:32:44.815342] [INFO ] [sig       ] [3083/3561] Forecasting TCBI...
[2025-12-19T20:32:44.815372] [INFO ] [sig       ] Generating forecast for: TCBI
[2025-12-19T20:32:44.815401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2025-12-19T20:32:44.828480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2025-12-19T20:32:44.828890] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2025-12-19T20:32:44.829711] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2025-12-19T20:32:44.829763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:44.829808] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:44.829838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:44.829901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:44.886311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:44.887017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:44.887095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:44.887128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:45.004739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:45.004898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:45.004936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:45.004964] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:45.008271] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=32.55%)
[2025-12-19T20:32:45.008535] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2025-12-19T20:32:45.008691] [INFO ] [sig       ] TCBI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:45.144850] [INFO ] [LOCAL     ] Saved forecast: TCBI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TCBI.txt
[2025-12-19T20:32:45.144976] [INFO ] [sig       ] [3083/3561] Completed TCBI in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-19T20:32:45.145016] [INFO ] [sig       ] [3084/3561] Forecasting TCBIO...
[2025-12-19T20:32:45.145046] [INFO ] [sig       ] Generating forecast for: TCBIO
[2025-12-19T20:32:45.145075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2025-12-19T20:32:45.156092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2025-12-19T20:32:45.156414] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2025-12-19T20:32:45.157166] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2025-12-19T20:32:45.157218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:45.157250] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:45.157276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:45.157331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:45.212328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:45.213014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:45.213093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:45.213125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:45.321126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:45.321298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:45.321337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:45.321365] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:45.324749] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: UP (p=90.28%)
[2025-12-19T20:32:45.325016] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2025-12-19T20:32:45.325135] [INFO ] [sig       ] TCBIO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:45.461647] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TCBIO.txt
[2025-12-19T20:32:45.461775] [INFO ] [sig       ] [3084/3561] Completed TCBIO in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-19T20:32:45.461815] [INFO ] [sig       ] [3085/3561] Forecasting TCBK...
[2025-12-19T20:32:45.461844] [INFO ] [sig       ] Generating forecast for: TCBK
[2025-12-19T20:32:45.461874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2025-12-19T20:32:45.474118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2025-12-19T20:32:45.474536] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2025-12-19T20:32:45.475326] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2025-12-19T20:32:45.475382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:45.475414] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:45.475440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:45.475494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:45.530670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:45.531296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:45.531373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:45.531404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:45.649819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:45.649976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:45.650016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:45.650047] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:45.653397] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=8.95%)
[2025-12-19T20:32:45.653690] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2025-12-19T20:32:45.653813] [INFO ] [sig       ] TCBK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:45.791282] [INFO ] [LOCAL     ] Saved forecast: TCBK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TCBK.txt
[2025-12-19T20:32:45.791437] [INFO ] [sig       ] [3085/3561] Completed TCBK in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-19T20:32:45.791478] [INFO ] [sig       ] [3086/3561] Forecasting TCBX...
[2025-12-19T20:32:45.791507] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-12-19T20:32:45.791538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-12-19T20:32:45.803066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2025-12-19T20:32:45.803450] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-12-19T20:32:45.804225] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-12-19T20:32:45.804276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:45.804307] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:45.804332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:45.804387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:45.860855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:45.861762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:45.861849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:45.861884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:45.984880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:45.985037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:45.985076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:45.985105] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:45.988452] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: UP (p=84.54%)
[2025-12-19T20:32:45.988765] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-12-19T20:32:45.988891] [INFO ] [sig       ] TCBX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:46.125938] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TCBX.txt
[2025-12-19T20:32:46.126065] [INFO ] [sig       ] [3086/3561] Completed TCBX in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-19T20:32:46.126103] [INFO ] [sig       ] [3087/3561] Forecasting TCMD...
[2025-12-19T20:32:46.126140] [INFO ] [sig       ] Generating forecast for: TCMD
[2025-12-19T20:32:46.126170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2025-12-19T20:32:46.137249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2025-12-19T20:32:46.137565] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2025-12-19T20:32:46.138320] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2025-12-19T20:32:46.138371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:46.138402] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:46.138429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:46.138484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:46.194091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:46.194752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:46.194830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:46.194863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:46.318838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:46.318991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:46.319029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:46.319057] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:46.322337] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: UP (p=83.34%)
[2025-12-19T20:32:46.322617] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2025-12-19T20:32:46.322738] [INFO ] [sig       ] TCMD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:46.460898] [INFO ] [LOCAL     ] Saved forecast: TCMD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TCMD.txt
[2025-12-19T20:32:46.461049] [INFO ] [sig       ] [3087/3561] Completed TCMD in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-19T20:32:46.461090] [INFO ] [sig       ] [3088/3561] Forecasting TCOM...
[2025-12-19T20:32:46.461119] [INFO ] [sig       ] Generating forecast for: TCOM
[2025-12-19T20:32:46.461149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2025-12-19T20:32:46.472341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2025-12-19T20:32:46.472706] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2025-12-19T20:32:46.473443] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2025-12-19T20:32:46.473494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:46.473526] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:46.473553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:46.473646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:46.529560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:46.530245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:46.530322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:46.530354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:46.651591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:46.651745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:46.651786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:46.651814] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:46.655192] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: UP (p=93.77%)
[2025-12-19T20:32:46.655455] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2025-12-19T20:32:46.655601] [INFO ] [sig       ] TCOM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:46.793795] [INFO ] [LOCAL     ] Saved forecast: TCOM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TCOM.txt
[2025-12-19T20:32:46.793926] [INFO ] [sig       ] [3088/3561] Completed TCOM in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-19T20:32:46.793964] [INFO ] [sig       ] [3089/3561] Forecasting TCPC...
[2025-12-19T20:32:46.793994] [INFO ] [sig       ] Generating forecast for: TCPC
[2025-12-19T20:32:46.794024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2025-12-19T20:32:46.804977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2025-12-19T20:32:46.805321] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2025-12-19T20:32:46.806095] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2025-12-19T20:32:46.806179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:46.806211] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:46.806239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:46.806295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:46.863795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:46.864439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:46.864519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:46.864554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:46.983979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:46.984133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:46.984178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:46.984207] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:46.987607] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: DOWN (p=43.27%)
[2025-12-19T20:32:46.987888] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2025-12-19T20:32:46.988027] [INFO ] [sig       ] TCPC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:47.130991] [INFO ] [LOCAL     ] Saved forecast: TCPC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TCPC.txt
[2025-12-19T20:32:47.131144] [INFO ] [sig       ] [3089/3561] Completed TCPC in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-19T20:32:47.131185] [INFO ] [sig       ] [3090/3561] Forecasting TCX...
[2025-12-19T20:32:47.131214] [INFO ] [sig       ] Generating forecast for: TCX
[2025-12-19T20:32:47.131244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2025-12-19T20:32:47.142416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2025-12-19T20:32:47.142757] [INFO ] [FORECASTER] Starting predict_future for TCX
[2025-12-19T20:32:47.143556] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2025-12-19T20:32:47.143631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:47.143664] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:47.143693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:47.143752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:47.202062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:47.202778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:47.202858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:47.202892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:47.313426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:47.313567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:47.313626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:47.313674] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:47.317061] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: UP (p=97.22%)
[2025-12-19T20:32:47.317332] [INFO ] [FORECASTER] Completed predict_future for TCX
[2025-12-19T20:32:47.317458] [INFO ] [sig       ] TCX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:47.456168] [INFO ] [LOCAL     ] Saved forecast: TCX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TCX.txt
[2025-12-19T20:32:47.456291] [INFO ] [sig       ] [3090/3561] Completed TCX in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-19T20:32:47.456330] [INFO ] [sig       ] [3091/3561] Forecasting TD...
[2025-12-19T20:32:47.456359] [INFO ] [sig       ] Generating forecast for: TD
[2025-12-19T20:32:47.456388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-12-19T20:32:47.467637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2025-12-19T20:32:47.467952] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-12-19T20:32:47.468739] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-12-19T20:32:47.468790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:47.468822] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:47.468848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:47.468903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:47.526115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:47.526778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:47.526856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:47.526890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:47.648053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:47.648207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:47.648247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:47.648275] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:47.651667] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=96.17%)
[2025-12-19T20:32:47.651937] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-12-19T20:32:47.652059] [INFO ] [sig       ] TD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:47.790205] [INFO ] [LOCAL     ] Saved forecast: TD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TD.txt
[2025-12-19T20:32:47.790325] [INFO ] [sig       ] [3091/3561] Completed TD in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-19T20:32:47.790363] [INFO ] [sig       ] [3092/3561] Forecasting TDC...
[2025-12-19T20:32:47.790395] [INFO ] [sig       ] Generating forecast for: TDC
[2025-12-19T20:32:47.790425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-12-19T20:32:47.803189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2025-12-19T20:32:47.803611] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-12-19T20:32:47.804418] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-12-19T20:32:47.804471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:47.804503] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:47.804531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:47.804610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:47.867835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:47.868743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:47.868831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:47.868882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:47.994262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:47.994426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:47.994468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:47.994534] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:47.997975] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: UP (p=64.94%)
[2025-12-19T20:32:47.998252] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-12-19T20:32:47.998379] [INFO ] [sig       ] TDC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:48.139233] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TDC.txt
[2025-12-19T20:32:48.139380] [INFO ] [sig       ] [3092/3561] Completed TDC in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-19T20:32:48.139426] [INFO ] [sig       ] [3093/3561] Forecasting TDF...
[2025-12-19T20:32:48.139461] [INFO ] [sig       ] Generating forecast for: TDF
[2025-12-19T20:32:48.139500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-12-19T20:32:48.150656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2025-12-19T20:32:48.151002] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-12-19T20:32:48.151797] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-12-19T20:32:48.151848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:48.151901] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:48.151946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:48.152005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:48.209161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:48.209821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:48.209899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:48.209932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:48.342810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:48.343005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:48.343067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:48.343110] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:48.348011] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=72.17%)
[2025-12-19T20:32:48.348439] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-12-19T20:32:48.348645] [INFO ] [sig       ] TDF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:48.501339] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TDF.txt
[2025-12-19T20:32:48.501485] [INFO ] [sig       ] [3093/3561] Completed TDF in 0.4s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-19T20:32:48.501525] [INFO ] [sig       ] [3094/3561] Forecasting TDG...
[2025-12-19T20:32:48.501555] [INFO ] [sig       ] Generating forecast for: TDG
[2025-12-19T20:32:48.501603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-12-19T20:32:48.513508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2025-12-19T20:32:48.514040] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-12-19T20:32:48.514816] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-12-19T20:32:48.514867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:48.514898] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:48.514924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:48.514991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:48.572504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:48.573242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:48.573324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:48.573356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:48.694334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:48.694495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:48.694743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:48.694774] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:48.698451] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: DOWN (p=15.64%)
[2025-12-19T20:32:48.698933] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-12-19T20:32:48.699060] [INFO ] [sig       ] TDG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:48.839629] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TDG.txt
[2025-12-19T20:32:48.839785] [INFO ] [sig       ] [3094/3561] Completed TDG in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-19T20:32:48.839826] [INFO ] [sig       ] [3095/3561] Forecasting TDS...
[2025-12-19T20:32:48.839857] [INFO ] [sig       ] Generating forecast for: TDS
[2025-12-19T20:32:48.839889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-12-19T20:32:48.850906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2025-12-19T20:32:48.851248] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-12-19T20:32:48.852041] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-12-19T20:32:48.852094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:48.852127] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:48.852155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:48.852212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:48.909528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:48.910170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:48.910249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:48.910282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:49.031693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:49.031843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:49.031881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:49.031909] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:49.035199] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: DOWN (p=42.79%)
[2025-12-19T20:32:49.035461] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-12-19T20:32:49.035597] [INFO ] [sig       ] TDS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:49.173544] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TDS.txt
[2025-12-19T20:32:49.173700] [INFO ] [sig       ] [3095/3561] Completed TDS in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-19T20:32:49.173739] [INFO ] [sig       ] [3096/3561] Forecasting TDSC...
[2025-12-19T20:32:49.173768] [INFO ] [sig       ] Generating forecast for: TDSC
[2025-12-19T20:32:49.173797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2025-12-19T20:32:49.184521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2025-12-19T20:32:49.184865] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2025-12-19T20:32:49.185751] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2025-12-19T20:32:49.185814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:49.185846] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:49.185874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:49.185930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:49.242764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:49.243371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:49.243449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:49.243479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:49.351024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:49.351179] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-19T20:32:49.351217] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:49.351245] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:49.354732] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: UP (p=83.99%)
[2025-12-19T20:32:49.354995] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2025-12-19T20:32:49.355112] [INFO ] [sig       ] TDSC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:49.497304] [INFO ] [LOCAL     ] Saved forecast: TDSC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TDSC.txt
[2025-12-19T20:32:49.497463] [INFO ] [sig       ] [3096/3561] Completed TDSC in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-19T20:32:49.497503] [INFO ] [sig       ] [3097/3561] Forecasting TDUP...
[2025-12-19T20:32:49.497532] [INFO ] [sig       ] Generating forecast for: TDUP
[2025-12-19T20:32:49.497563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2025-12-19T20:32:49.509295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2025-12-19T20:32:49.509705] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2025-12-19T20:32:49.510526] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2025-12-19T20:32:49.510601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:49.510639] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:49.510668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:49.510725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:49.568927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:49.569757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:49.569841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:49.569874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:49.706731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:49.706903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:49.706942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:49.706970] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:49.710444] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: UP (p=92.87%)
[2025-12-19T20:32:49.710740] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2025-12-19T20:32:49.710875] [INFO ] [sig       ] TDUP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:49.852724] [INFO ] [LOCAL     ] Saved forecast: TDUP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TDUP.txt
[2025-12-19T20:32:49.852868] [INFO ] [sig       ] [3097/3561] Completed TDUP in 0.4s | 2.91 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-19T20:32:49.852906] [INFO ] [sig       ] [3098/3561] Forecasting TDY...
[2025-12-19T20:32:49.852936] [INFO ] [sig       ] Generating forecast for: TDY
[2025-12-19T20:32:49.852966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-12-19T20:32:49.864189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2025-12-19T20:32:49.864529] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-12-19T20:32:49.865327] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-12-19T20:32:49.865380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:49.865413] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:49.865442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:49.865501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:49.923119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:49.923876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:49.923959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:49.923994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:50.045077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:50.045238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:50.045279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:50.045310] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:50.048983] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=16.43%)
[2025-12-19T20:32:50.049348] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-12-19T20:32:50.049514] [INFO ] [sig       ] TDY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:50.208614] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TDY.txt
[2025-12-19T20:32:50.208802] [INFO ] [sig       ] [3098/3561] Completed TDY in 0.4s | 2.91 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-19T20:32:50.208845] [INFO ] [sig       ] [3099/3561] Forecasting TEAM...
[2025-12-19T20:32:50.208876] [INFO ] [sig       ] Generating forecast for: TEAM
[2025-12-19T20:32:50.208909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2025-12-19T20:32:50.220857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2025-12-19T20:32:50.221195] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2025-12-19T20:32:50.222009] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2025-12-19T20:32:50.222062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:50.222096] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:50.222124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:50.222182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:50.279271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:50.279932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:50.280039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:50.280075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:50.406104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:50.406250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:50.406289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:50.406318] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:50.410064] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: DOWN (p=45.22%)
[2025-12-19T20:32:50.410329] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2025-12-19T20:32:50.410454] [INFO ] [sig       ] TEAM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:50.557292] [INFO ] [LOCAL     ] Saved forecast: TEAM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TEAM.txt
[2025-12-19T20:32:50.557452] [INFO ] [sig       ] [3099/3561] Completed TEAM in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-19T20:32:50.557494] [INFO ] [sig       ] [3100/3561] Forecasting TECH...
[2025-12-19T20:32:50.557525] [INFO ] [sig       ] Generating forecast for: TECH
[2025-12-19T20:32:50.557564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2025-12-19T20:32:50.568863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2025-12-19T20:32:50.569243] [INFO ] [FORECASTER] Starting predict_future for TECH
[2025-12-19T20:32:50.570026] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2025-12-19T20:32:50.570078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:50.570111] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:50.570138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:50.570195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:50.626412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:50.627285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:50.627367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:50.627400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:50.749133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:50.749285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:50.749323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:50.749352] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:50.752718] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: UP (p=77.66%)
[2025-12-19T20:32:50.752986] [INFO ] [FORECASTER] Completed predict_future for TECH
[2025-12-19T20:32:50.753107] [INFO ] [sig       ] TECH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:50.895787] [INFO ] [LOCAL     ] Saved forecast: TECH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TECH.txt
[2025-12-19T20:32:50.895918] [INFO ] [sig       ] [3100/3561] Completed TECH in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-19T20:32:50.895958] [INFO ] [sig       ] [3101/3561] Forecasting TECK...
[2025-12-19T20:32:50.895987] [INFO ] [sig       ] Generating forecast for: TECK
[2025-12-19T20:32:50.896016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-12-19T20:32:50.906980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2025-12-19T20:32:50.907340] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-12-19T20:32:50.908112] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-12-19T20:32:50.908163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:50.908195] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:50.908222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:50.908278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:50.965388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:50.966059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:50.966137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:50.966170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:51.087289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:51.087449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:51.087489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:51.087516] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:51.091095] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: UP (p=81.41%)
[2025-12-19T20:32:51.091398] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-12-19T20:32:51.091527] [INFO ] [sig       ] TECK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:51.229943] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TECK.txt
[2025-12-19T20:32:51.230069] [INFO ] [sig       ] [3101/3561] Completed TECK in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-19T20:32:51.230112] [INFO ] [sig       ] [3102/3561] Forecasting TECX...
[2025-12-19T20:32:51.230142] [INFO ] [sig       ] Generating forecast for: TECX
[2025-12-19T20:32:51.230171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'.
[2025-12-19T20:32:51.241986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECX'.
[2025-12-19T20:32:51.242340] [INFO ] [FORECASTER] Starting predict_future for TECX
[2025-12-19T20:32:51.243111] [DEBUG] [LOCAL     ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt
[2025-12-19T20:32:51.243162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:51.243195] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:51.243221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:51.243281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:51.298376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:51.299051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:51.299131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:51.299162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:51.413705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:51.413853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:51.413891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:51.413918] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:51.417192] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: DOWN (p=29.19%)
[2025-12-19T20:32:51.417454] [INFO ] [FORECASTER] Completed predict_future for TECX
[2025-12-19T20:32:51.417591] [INFO ] [sig       ] TECX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:51.555283] [INFO ] [LOCAL     ] Saved forecast: TECX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TECX.txt
[2025-12-19T20:32:51.555423] [INFO ] [sig       ] [3102/3561] Completed TECX in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-19T20:32:51.555463] [INFO ] [sig       ] [3103/3561] Forecasting TEF...
[2025-12-19T20:32:51.555491] [INFO ] [sig       ] Generating forecast for: TEF
[2025-12-19T20:32:51.555520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-12-19T20:32:51.566662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEF'.
[2025-12-19T20:32:51.567011] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-12-19T20:32:51.567781] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-12-19T20:32:51.567832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:51.567864] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:51.567891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:51.567946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:51.624240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:51.624900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:51.624978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:51.625010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:51.742106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:51.742275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:51.742313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:51.742342] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:51.746039] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=64.10%)
[2025-12-19T20:32:51.746310] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-12-19T20:32:51.746429] [INFO ] [sig       ] TEF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:51.884238] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TEF.txt
[2025-12-19T20:32:51.884392] [INFO ] [sig       ] [3103/3561] Completed TEF in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-19T20:32:51.884432] [INFO ] [sig       ] [3104/3561] Forecasting TEI...
[2025-12-19T20:32:51.884462] [INFO ] [sig       ] Generating forecast for: TEI
[2025-12-19T20:32:51.884492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-12-19T20:32:51.895839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2025-12-19T20:32:51.896225] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-12-19T20:32:51.897027] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-12-19T20:32:51.897079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:51.897111] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:51.897137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:51.897192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:51.951985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:51.952754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:51.952833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:51.952865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:52.067669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:52.067814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:52.067852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:52.067880] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:52.071153] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: UP (p=91.81%)
[2025-12-19T20:32:52.071420] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-12-19T20:32:52.071537] [INFO ] [sig       ] TEI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:52.208450] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TEI.txt
[2025-12-19T20:32:52.208566] [INFO ] [sig       ] [3104/3561] Completed TEI in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-19T20:32:52.208623] [INFO ] [sig       ] [3105/3561] Forecasting TELO...
[2025-12-19T20:32:52.208652] [INFO ] [sig       ] Generating forecast for: TELO
[2025-12-19T20:32:52.208709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2025-12-19T20:32:52.220515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2025-12-19T20:32:52.220866] [INFO ] [FORECASTER] Starting predict_future for TELO
[2025-12-19T20:32:52.221621] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2025-12-19T20:32:52.221671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:52.221704] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:52.221730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:52.221785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:52.278879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:52.279459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:52.279536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:52.279567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:52.395430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:52.395595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:52.395634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:52.395662] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:52.398936] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: UP (p=53.12%)
[2025-12-19T20:32:52.399200] [INFO ] [FORECASTER] Completed predict_future for TELO
[2025-12-19T20:32:52.399316] [INFO ] [sig       ] TELO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:52.539419] [INFO ] [LOCAL     ] Saved forecast: TELO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TELO.txt
[2025-12-19T20:32:52.539627] [INFO ] [sig       ] [3105/3561] Completed TELO in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-19T20:32:52.539674] [INFO ] [sig       ] [3106/3561] Forecasting TEM...
[2025-12-19T20:32:52.539705] [INFO ] [sig       ] Generating forecast for: TEM
[2025-12-19T20:32:52.539735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2025-12-19T20:32:52.551136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2025-12-19T20:32:52.551539] [INFO ] [FORECASTER] Starting predict_future for TEM
[2025-12-19T20:32:52.552348] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2025-12-19T20:32:52.552399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:52.552476] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:52.552505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:52.552564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:52.608650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:52.609606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:52.609703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:52.609734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:52.735836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:52.736045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:52.736086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:52.736114] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:52.739979] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: UP (p=52.53%)
[2025-12-19T20:32:52.740371] [INFO ] [FORECASTER] Completed predict_future for TEM
[2025-12-19T20:32:52.740518] [INFO ] [sig       ] TEM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:52.884729] [INFO ] [LOCAL     ] Saved forecast: TEM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TEM.txt
[2025-12-19T20:32:52.884890] [INFO ] [sig       ] [3106/3561] Completed TEM in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-19T20:32:52.884932] [INFO ] [sig       ] [3107/3561] Forecasting TENB...
[2025-12-19T20:32:52.884961] [INFO ] [sig       ] Generating forecast for: TENB
[2025-12-19T20:32:52.884991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2025-12-19T20:32:52.896257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2025-12-19T20:32:52.896675] [INFO ] [FORECASTER] Starting predict_future for TENB
[2025-12-19T20:32:52.897458] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2025-12-19T20:32:52.897510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:52.897568] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:52.897622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:52.897679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:52.954019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:52.954954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:52.955046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:52.955080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:53.074014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:53.074183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:53.074229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:53.074257] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:53.077671] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: UP (p=86.49%)
[2025-12-19T20:32:53.077948] [INFO ] [FORECASTER] Completed predict_future for TENB
[2025-12-19T20:32:53.078074] [INFO ] [sig       ] TENB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:53.218721] [INFO ] [LOCAL     ] Saved forecast: TENB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TENB.txt
[2025-12-19T20:32:53.218858] [INFO ] [sig       ] [3107/3561] Completed TENB in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-19T20:32:53.218896] [INFO ] [sig       ] [3108/3561] Forecasting TENX...
[2025-12-19T20:32:53.218925] [INFO ] [sig       ] Generating forecast for: TENX
[2025-12-19T20:32:53.218955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2025-12-19T20:32:53.229642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2025-12-19T20:32:53.229979] [INFO ] [FORECASTER] Starting predict_future for TENX
[2025-12-19T20:32:53.230786] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2025-12-19T20:32:53.230836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:53.230868] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:53.230894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:53.230949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:53.286710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:53.287363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:53.287440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:53.287471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:53.396460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:53.396629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:53.396669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:53.396697] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:53.400093] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: UP (p=83.92%)
[2025-12-19T20:32:53.400367] [INFO ] [FORECASTER] Completed predict_future for TENX
[2025-12-19T20:32:53.400489] [INFO ] [sig       ] TENX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:53.537188] [INFO ] [LOCAL     ] Saved forecast: TENX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TENX.txt
[2025-12-19T20:32:53.537316] [INFO ] [sig       ] [3108/3561] Completed TENX in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-19T20:32:53.537354] [INFO ] [sig       ] [3109/3561] Forecasting TEO...
[2025-12-19T20:32:53.537383] [INFO ] [sig       ] Generating forecast for: TEO
[2025-12-19T20:32:53.537414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-12-19T20:32:53.548443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEO'.
[2025-12-19T20:32:53.548833] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-12-19T20:32:53.549599] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-12-19T20:32:53.549650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:53.549681] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:53.549708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:53.549764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:53.606688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:53.607534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:53.607656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:53.607691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:53.728728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:53.728885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:53.728924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:53.728983] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:53.732679] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=92.90%)
[2025-12-19T20:32:53.733038] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-12-19T20:32:53.733178] [INFO ] [sig       ] TEO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:53.877364] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TEO.txt
[2025-12-19T20:32:53.877512] [INFO ] [sig       ] [3109/3561] Completed TEO in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-19T20:32:53.877550] [INFO ] [sig       ] [3110/3561] Forecasting TERN...
[2025-12-19T20:32:53.877600] [INFO ] [sig       ] Generating forecast for: TERN
[2025-12-19T20:32:53.877632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2025-12-19T20:32:53.889608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2025-12-19T20:32:53.890036] [INFO ] [FORECASTER] Starting predict_future for TERN
[2025-12-19T20:32:53.890885] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2025-12-19T20:32:53.890938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:53.890972] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:53.891000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:53.891057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:53.948057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:53.948992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:53.949079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:53.949113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:54.070869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:54.071017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:54.071054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:54.071082] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:54.074374] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: UP (p=65.68%)
[2025-12-19T20:32:54.074660] [INFO ] [FORECASTER] Completed predict_future for TERN
[2025-12-19T20:32:54.074779] [INFO ] [sig       ] TERN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:54.213665] [INFO ] [LOCAL     ] Saved forecast: TERN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TERN.txt
[2025-12-19T20:32:54.213820] [INFO ] [sig       ] [3110/3561] Completed TERN in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-19T20:32:54.213867] [INFO ] [sig       ] [3111/3561] Forecasting TEVA...
[2025-12-19T20:32:54.213898] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-12-19T20:32:54.213927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-12-19T20:32:54.225560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2025-12-19T20:32:54.225933] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-12-19T20:32:54.226708] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-12-19T20:32:54.226759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:54.226790] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:54.226817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:54.226873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:54.283466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:54.284340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:54.284433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:54.284465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:54.411510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:54.411692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:54.411732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:54.411762] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:54.415257] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: DOWN (p=30.89%)
[2025-12-19T20:32:54.415597] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-12-19T20:32:54.415737] [INFO ] [sig       ] TEVA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:54.557501] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TEVA.txt
[2025-12-19T20:32:54.557658] [INFO ] [sig       ] [3111/3561] Completed TEVA in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-19T20:32:54.557701] [INFO ] [sig       ] [3112/3561] Forecasting TEX...
[2025-12-19T20:32:54.557730] [INFO ] [sig       ] Generating forecast for: TEX
[2025-12-19T20:32:54.557761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-12-19T20:32:54.570489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2025-12-19T20:32:54.571086] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-12-19T20:32:54.571899] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-12-19T20:32:54.571953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:54.571985] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:54.572013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:54.572068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:54.628139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:54.628831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:54.628909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:54.628941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:54.755591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:54.755740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:54.755781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:54.755811] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:54.759179] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=10.13%)
[2025-12-19T20:32:54.759444] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-12-19T20:32:54.759597] [INFO ] [sig       ] TEX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:54.896774] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TEX.txt
[2025-12-19T20:32:54.896892] [INFO ] [sig       ] [3112/3561] Completed TEX in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-19T20:32:54.896930] [INFO ] [sig       ] [3113/3561] Forecasting TFC...
[2025-12-19T20:32:54.896959] [INFO ] [sig       ] Generating forecast for: TFC
[2025-12-19T20:32:54.896988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-12-19T20:32:54.907545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2025-12-19T20:32:54.907903] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-12-19T20:32:54.908710] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-12-19T20:32:54.908773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:54.908806] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:54.908833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:54.908889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:54.969748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:54.970413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:54.970501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:54.970536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:55.094244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:55.094394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:55.094432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:55.094461] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:55.097750] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: UP (p=58.47%)
[2025-12-19T20:32:55.098018] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-12-19T20:32:55.098136] [INFO ] [sig       ] TFC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:55.236515] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TFC.txt
[2025-12-19T20:32:55.236688] [INFO ] [sig       ] [3113/3561] Completed TFC in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-19T20:32:55.236730] [INFO ] [sig       ] [3114/3561] Forecasting TFII...
[2025-12-19T20:32:55.236759] [INFO ] [sig       ] Generating forecast for: TFII
[2025-12-19T20:32:55.236789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-12-19T20:32:55.248154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2025-12-19T20:32:55.248526] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-12-19T20:32:55.249362] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-12-19T20:32:55.249415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:55.249447] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:55.249474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:55.249531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:55.310153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:55.311110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:55.311194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:55.311227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:55.435362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:55.435506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:55.435544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:55.435607] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:55.439104] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: UP (p=82.11%)
[2025-12-19T20:32:55.439368] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-12-19T20:32:55.439484] [INFO ] [sig       ] TFII: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:55.580100] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TFII.txt
[2025-12-19T20:32:55.580230] [INFO ] [sig       ] [3114/3561] Completed TFII in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-19T20:32:55.580269] [INFO ] [sig       ] [3115/3561] Forecasting TFIN...
[2025-12-19T20:32:55.580298] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-12-19T20:32:55.580327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-12-19T20:32:55.591457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2025-12-19T20:32:55.591852] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-12-19T20:32:55.592631] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-12-19T20:32:55.592694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:55.592738] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:55.592777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:55.592849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:55.650966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:55.651983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:55.652064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:55.652098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:55.767210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:55.767365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:55.767405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:55.767433] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:55.770918] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: DOWN (p=39.09%)
[2025-12-19T20:32:55.771196] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-12-19T20:32:55.771319] [INFO ] [sig       ] TFIN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:55.913600] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TFIN.txt
[2025-12-19T20:32:55.913747] [INFO ] [sig       ] [3115/3561] Completed TFIN in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-19T20:32:55.913787] [INFO ] [sig       ] [3116/3561] Forecasting TFPM...
[2025-12-19T20:32:55.913818] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-12-19T20:32:55.913848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-12-19T20:32:55.925203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2025-12-19T20:32:55.925563] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-12-19T20:32:55.926358] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-12-19T20:32:55.926411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:55.926443] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:55.926471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:55.926528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:55.982881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:55.983746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:55.983880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:55.983916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:56.111878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:56.112041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:56.112081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:56.112111] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:56.115666] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=50.16%)
[2025-12-19T20:32:56.115967] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-12-19T20:32:56.116103] [INFO ] [sig       ] TFPM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:56.286509] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TFPM.txt
[2025-12-19T20:32:56.286684] [INFO ] [sig       ] [3116/3561] Completed TFPM in 0.4s | 2.91 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-19T20:32:56.286727] [INFO ] [sig       ] [3117/3561] Forecasting TFSL...
[2025-12-19T20:32:56.286758] [INFO ] [sig       ] Generating forecast for: TFSL
[2025-12-19T20:32:56.286787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2025-12-19T20:32:56.298106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2025-12-19T20:32:56.298478] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2025-12-19T20:32:56.299278] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2025-12-19T20:32:56.299328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:56.299360] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:56.299387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:56.299442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:56.355882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:56.356714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:56.356797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:56.356831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:56.485269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:56.485461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:56.485504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:56.485534] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:56.489035] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: DOWN (p=12.47%)
[2025-12-19T20:32:56.489315] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2025-12-19T20:32:56.489447] [INFO ] [sig       ] TFSL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:56.631696] [INFO ] [LOCAL     ] Saved forecast: TFSL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TFSL.txt
[2025-12-19T20:32:56.631852] [INFO ] [sig       ] [3117/3561] Completed TFSL in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-19T20:32:56.631894] [INFO ] [sig       ] [3118/3561] Forecasting TG...
[2025-12-19T20:32:56.631924] [INFO ] [sig       ] Generating forecast for: TG
[2025-12-19T20:32:56.631954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-12-19T20:32:56.643148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2025-12-19T20:32:56.643522] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-12-19T20:32:56.644301] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-12-19T20:32:56.644353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:56.644398] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:56.644426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:56.644482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:56.701847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:56.702646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:56.702731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:56.702766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:56.823740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:56.823897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:56.823936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:56.823964] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:56.827355] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=48.46%)
[2025-12-19T20:32:56.827657] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-12-19T20:32:56.827788] [INFO ] [sig       ] TG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:56.967317] [INFO ] [LOCAL     ] Saved forecast: TG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TG.txt
[2025-12-19T20:32:56.967452] [INFO ] [sig       ] [3118/3561] Completed TG in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-19T20:32:56.967493] [INFO ] [sig       ] [3119/3561] Forecasting TGLS...
[2025-12-19T20:32:56.967523] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-12-19T20:32:56.967553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-12-19T20:32:56.979104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2025-12-19T20:32:56.979487] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-12-19T20:32:56.980336] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-12-19T20:32:56.980391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:56.980426] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:56.980454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:56.980512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:57.039192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:57.040052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:57.040137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:57.040171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:57.158429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:57.158595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:57.158634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:57.158684] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:57.162030] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: UP (p=78.18%)
[2025-12-19T20:32:57.162302] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-12-19T20:32:57.162427] [INFO ] [sig       ] TGLS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:57.299633] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TGLS.txt
[2025-12-19T20:32:57.299794] [INFO ] [sig       ] [3119/3561] Completed TGLS in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-19T20:32:57.299835] [INFO ] [sig       ] [3120/3561] Forecasting TGNA...
[2025-12-19T20:32:57.299865] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-12-19T20:32:57.299895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-12-19T20:32:57.311060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2025-12-19T20:32:57.311424] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-12-19T20:32:57.312239] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-12-19T20:32:57.312293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:57.312327] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:57.312356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:57.312413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:57.369890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:57.370724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:57.370806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:57.370841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:57.505084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:57.505236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:57.505277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:57.505308] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:57.508751] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: UP (p=82.03%)
[2025-12-19T20:32:57.509027] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-12-19T20:32:57.509151] [INFO ] [sig       ] TGNA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:57.646910] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TGNA.txt
[2025-12-19T20:32:57.647070] [INFO ] [sig       ] [3120/3561] Completed TGNA in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-19T20:32:57.647112] [INFO ] [sig       ] [3121/3561] Forecasting TGS...
[2025-12-19T20:32:57.647140] [INFO ] [sig       ] Generating forecast for: TGS
[2025-12-19T20:32:57.647171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-12-19T20:32:57.658981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2025-12-19T20:32:57.659401] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-12-19T20:32:57.660236] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-12-19T20:32:57.660292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:57.660326] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:57.660355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:57.660412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:57.720017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:57.721069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:57.721165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:57.721206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:57.839659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:57.839812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:57.839852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:57.839882] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:57.843261] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-19T20:32:57.843534] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-12-19T20:32:57.843673] [INFO ] [sig       ] TGS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:57.984719] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TGS.txt
[2025-12-19T20:32:57.984856] [INFO ] [sig       ] [3121/3561] Completed TGS in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-19T20:32:57.984896] [INFO ] [sig       ] [3122/3561] Forecasting TGTX...
[2025-12-19T20:32:57.984924] [INFO ] [sig       ] Generating forecast for: TGTX
[2025-12-19T20:32:57.984962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2025-12-19T20:32:57.996280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2025-12-19T20:32:57.996648] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2025-12-19T20:32:57.997462] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2025-12-19T20:32:57.997516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:57.997550] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:57.997608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:57.997669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:58.054593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:58.055367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:58.055450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:58.055484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:58.176151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:58.176313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:58.176354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:58.176384] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:58.180123] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: DOWN (p=35.14%)
[2025-12-19T20:32:58.180473] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2025-12-19T20:32:58.180636] [INFO ] [sig       ] TGTX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:58.329832] [INFO ] [LOCAL     ] Saved forecast: TGTX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TGTX.txt
[2025-12-19T20:32:58.330001] [INFO ] [sig       ] [3122/3561] Completed TGTX in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-19T20:32:58.330044] [INFO ] [sig       ] [3123/3561] Forecasting TH...
[2025-12-19T20:32:58.330074] [INFO ] [sig       ] Generating forecast for: TH
[2025-12-19T20:32:58.330104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2025-12-19T20:32:58.341996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2025-12-19T20:32:58.342388] [INFO ] [FORECASTER] Starting predict_future for TH
[2025-12-19T20:32:58.343199] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2025-12-19T20:32:58.343251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:58.343312] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:58.343342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:58.343399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:58.402364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:58.403216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:58.403297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:58.403330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:58.543442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:58.543618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:58.543658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:58.543688] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:58.547407] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: DOWN (p=11.23%)
[2025-12-19T20:32:58.547715] [INFO ] [FORECASTER] Completed predict_future for TH
[2025-12-19T20:32:58.547846] [INFO ] [sig       ] TH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:58.690517] [INFO ] [LOCAL     ] Saved forecast: TH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TH.txt
[2025-12-19T20:32:58.690714] [INFO ] [sig       ] [3123/3561] Completed TH in 0.4s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-19T20:32:58.690774] [INFO ] [sig       ] [3124/3561] Forecasting THC...
[2025-12-19T20:32:58.691000] [INFO ] [sig       ] Generating forecast for: THC
[2025-12-19T20:32:58.691042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-12-19T20:32:58.703520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2025-12-19T20:32:58.703885] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-12-19T20:32:58.704646] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-12-19T20:32:58.704697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:58.704728] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:58.704756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:58.704811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:58.763372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:58.764336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:58.764420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:58.764453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:58.889833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:58.889994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:58.890034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:58.890062] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:58.893409] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=34.95%)
[2025-12-19T20:32:58.893694] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-12-19T20:32:58.893816] [INFO ] [sig       ] THC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:32:59.031789] [INFO ] [LOCAL     ] Saved forecast: THC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/THC.txt
[2025-12-19T20:32:59.031923] [INFO ] [sig       ] [3124/3561] Completed THC in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-19T20:32:59.031961] [INFO ] [sig       ] [3125/3561] Forecasting THFF...
[2025-12-19T20:32:59.031992] [INFO ] [sig       ] Generating forecast for: THFF
[2025-12-19T20:32:59.032022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2025-12-19T20:32:59.043779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2025-12-19T20:32:59.044128] [INFO ] [FORECASTER] Starting predict_future for THFF
[2025-12-19T20:32:59.044902] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2025-12-19T20:32:59.044954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:59.044985] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:59.045012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:59.045067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:59.100818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:59.101452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:59.101529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:59.101560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:59.224373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:59.224529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:59.224583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:59.224614] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:59.227926] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: UP (p=96.74%)
[2025-12-19T20:32:59.228210] [INFO ] [FORECASTER] Completed predict_future for THFF
[2025-12-19T20:32:59.228329] [INFO ] [sig       ] THFF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:59.364105] [INFO ] [LOCAL     ] Saved forecast: THFF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/THFF.txt
[2025-12-19T20:32:59.364221] [INFO ] [sig       ] [3125/3561] Completed THFF in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-19T20:32:59.364263] [INFO ] [sig       ] [3126/3561] Forecasting THG...
[2025-12-19T20:32:59.364292] [INFO ] [sig       ] Generating forecast for: THG
[2025-12-19T20:32:59.364322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-12-19T20:32:59.375056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2025-12-19T20:32:59.375366] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-12-19T20:32:59.376113] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-12-19T20:32:59.376164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:59.376195] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:59.376221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:59.376276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:59.431698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:59.432362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:59.432441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:59.432472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:59.551274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:59.551414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:59.551451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:59.551511] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:59.554797] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=59.71%)
[2025-12-19T20:32:59.555057] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-12-19T20:32:59.555175] [INFO ] [sig       ] THG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:32:59.695396] [INFO ] [LOCAL     ] Saved forecast: THG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/THG.txt
[2025-12-19T20:32:59.695596] [INFO ] [sig       ] [3126/3561] Completed THG in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-19T20:32:59.695639] [INFO ] [sig       ] [3127/3561] Forecasting THO...
[2025-12-19T20:32:59.695672] [INFO ] [sig       ] Generating forecast for: THO
[2025-12-19T20:32:59.695702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-12-19T20:32:59.707744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2025-12-19T20:32:59.708128] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-12-19T20:32:59.709005] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-12-19T20:32:59.709056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:32:59.709088] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:32:59.709113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:32:59.709168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:32:59.768043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:32:59.768868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:32:59.768954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:32:59.768987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:32:59.891648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:32:59.891794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:32:59.891831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:32:59.891859] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:32:59.895169] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: UP (p=58.39%)
[2025-12-19T20:32:59.895436] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-12-19T20:32:59.895566] [INFO ] [sig       ] THO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:00.032733] [INFO ] [LOCAL     ] Saved forecast: THO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/THO.txt
[2025-12-19T20:33:00.032863] [INFO ] [sig       ] [3127/3561] Completed THO in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-19T20:33:00.032901] [INFO ] [sig       ] [3128/3561] Forecasting THQ...
[2025-12-19T20:33:00.033108] [INFO ] [sig       ] Generating forecast for: THQ
[2025-12-19T20:33:00.033136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-12-19T20:33:00.045174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2025-12-19T20:33:00.045507] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-12-19T20:33:00.046276] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-12-19T20:33:00.046327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:00.046358] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:00.046385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:00.046441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:00.102522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:00.103206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:00.103290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:00.103322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:00.223397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:00.223558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:00.223617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:00.223648] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:00.226991] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=22.32%)
[2025-12-19T20:33:00.227296] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-12-19T20:33:00.227428] [INFO ] [sig       ] THQ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:00.370312] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/THQ.txt
[2025-12-19T20:33:00.370467] [INFO ] [sig       ] [3128/3561] Completed THQ in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-19T20:33:00.370508] [INFO ] [sig       ] [3129/3561] Forecasting THRM...
[2025-12-19T20:33:00.370539] [INFO ] [sig       ] Generating forecast for: THRM
[2025-12-19T20:33:00.370591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2025-12-19T20:33:00.381519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2025-12-19T20:33:00.381903] [INFO ] [FORECASTER] Starting predict_future for THRM
[2025-12-19T20:33:00.382745] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2025-12-19T20:33:00.382810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:00.382849] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:00.382878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:00.382936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:00.440261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:00.441176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:00.441260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:00.441294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:00.568559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:00.568750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:00.568788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:00.568816] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:00.572150] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: DOWN (p=30.82%)
[2025-12-19T20:33:00.572417] [INFO ] [FORECASTER] Completed predict_future for THRM
[2025-12-19T20:33:00.572536] [INFO ] [sig       ] THRM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:00.716512] [INFO ] [LOCAL     ] Saved forecast: THRM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/THRM.txt
[2025-12-19T20:33:00.716669] [INFO ] [sig       ] [3129/3561] Completed THRM in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-19T20:33:00.716716] [INFO ] [sig       ] [3130/3561] Forecasting THRY...
[2025-12-19T20:33:00.716744] [INFO ] [sig       ] Generating forecast for: THRY
[2025-12-19T20:33:00.716775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2025-12-19T20:33:00.729482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2025-12-19T20:33:00.729835] [INFO ] [FORECASTER] Starting predict_future for THRY
[2025-12-19T20:33:00.730638] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2025-12-19T20:33:00.730703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:00.730742] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:00.730775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:00.730843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:00.786664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:00.787242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:00.787317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:00.787349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:00.908013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:00.908142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:00.908179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:00.908207] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:00.911521] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: DOWN (p=25.16%)
[2025-12-19T20:33:00.911822] [INFO ] [FORECASTER] Completed predict_future for THRY
[2025-12-19T20:33:00.911955] [INFO ] [sig       ] THRY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:01.048116] [INFO ] [LOCAL     ] Saved forecast: THRY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/THRY.txt
[2025-12-19T20:33:01.048233] [INFO ] [sig       ] [3130/3561] Completed THRY in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-19T20:33:01.048271] [INFO ] [sig       ] [3131/3561] Forecasting THS...
[2025-12-19T20:33:01.048300] [INFO ] [sig       ] Generating forecast for: THS
[2025-12-19T20:33:01.048329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-12-19T20:33:01.060510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2025-12-19T20:33:01.060983] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-12-19T20:33:01.061793] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-12-19T20:33:01.061859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:01.061893] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:01.061920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:01.061977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:01.120030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:01.120954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:01.121043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:01.121076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:01.250275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:01.250451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:01.250491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:01.250521] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:01.254439] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=3.31%)
[2025-12-19T20:33:01.254886] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-12-19T20:33:01.255052] [INFO ] [sig       ] THS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:01.398156] [INFO ] [LOCAL     ] Saved forecast: THS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/THS.txt
[2025-12-19T20:33:01.398308] [INFO ] [sig       ] [3131/3561] Completed THS in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-19T20:33:01.398349] [INFO ] [sig       ] [3132/3561] Forecasting TIGO...
[2025-12-19T20:33:01.398377] [INFO ] [sig       ] Generating forecast for: TIGO
[2025-12-19T20:33:01.398406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2025-12-19T20:33:01.409910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2025-12-19T20:33:01.410280] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2025-12-19T20:33:01.411135] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2025-12-19T20:33:01.411188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:01.411220] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:01.411248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:01.411304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:01.469076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:01.470234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:01.470357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:01.470406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:01.605855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:01.606022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:01.606062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:01.606090] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:01.609640] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: DOWN (p=2.77%)
[2025-12-19T20:33:01.609991] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2025-12-19T20:33:01.610323] [INFO ] [sig       ] TIGO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:01.753339] [INFO ] [LOCAL     ] Saved forecast: TIGO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TIGO.txt
[2025-12-19T20:33:01.753494] [INFO ] [sig       ] [3132/3561] Completed TIGO in 0.4s | 2.91 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-19T20:33:01.753535] [INFO ] [sig       ] [3133/3561] Forecasting TIL...
[2025-12-19T20:33:01.753564] [INFO ] [sig       ] Generating forecast for: TIL
[2025-12-19T20:33:01.753617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2025-12-19T20:33:01.765217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2025-12-19T20:33:01.765642] [INFO ] [FORECASTER] Starting predict_future for TIL
[2025-12-19T20:33:01.766433] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2025-12-19T20:33:01.766484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:01.766515] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:01.766541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:01.766624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:01.824859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:01.825740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:01.825863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:01.825896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:01.949815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:01.949978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:01.950016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:01.950046] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:01.953644] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: UP (p=85.91%)
[2025-12-19T20:33:01.954006] [INFO ] [FORECASTER] Completed predict_future for TIL
[2025-12-19T20:33:01.954144] [INFO ] [sig       ] TIL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:02.102318] [INFO ] [LOCAL     ] Saved forecast: TIL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TIL.txt
[2025-12-19T20:33:02.102474] [INFO ] [sig       ] [3133/3561] Completed TIL in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-19T20:33:02.102516] [INFO ] [sig       ] [3134/3561] Forecasting TILE...
[2025-12-19T20:33:02.102548] [INFO ] [sig       ] Generating forecast for: TILE
[2025-12-19T20:33:02.102598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2025-12-19T20:33:02.114731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2025-12-19T20:33:02.115319] [INFO ] [FORECASTER] Starting predict_future for TILE
[2025-12-19T20:33:02.116322] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2025-12-19T20:33:02.116374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:02.116406] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:02.116433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:02.116489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:02.177185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:02.178055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:02.178148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:02.178180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:02.307856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:02.308020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:02.308058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:02.308087] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:02.311557] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: DOWN (p=22.11%)
[2025-12-19T20:33:02.311887] [INFO ] [FORECASTER] Completed predict_future for TILE
[2025-12-19T20:33:02.312017] [INFO ] [sig       ] TILE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:02.460845] [INFO ] [LOCAL     ] Saved forecast: TILE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TILE.txt
[2025-12-19T20:33:02.461000] [INFO ] [sig       ] [3134/3561] Completed TILE in 0.4s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-19T20:33:02.461048] [INFO ] [sig       ] [3135/3561] Forecasting TIMB...
[2025-12-19T20:33:02.461079] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-12-19T20:33:02.461109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-12-19T20:33:02.472920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2025-12-19T20:33:02.473325] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-12-19T20:33:02.474093] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-12-19T20:33:02.474144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:02.474175] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:02.474201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:02.474261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:02.531143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:02.532007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:02.532093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:02.532126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:02.659626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:02.659806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:02.659860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:02.659899] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:02.663500] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2025-12-19T20:33:02.663833] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-12-19T20:33:02.663968] [INFO ] [sig       ] TIMB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:02.807992] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TIMB.txt
[2025-12-19T20:33:02.808120] [INFO ] [sig       ] [3135/3561] Completed TIMB in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-19T20:33:02.808158] [INFO ] [sig       ] [3136/3561] Forecasting TITN...
[2025-12-19T20:33:02.808187] [INFO ] [sig       ] Generating forecast for: TITN
[2025-12-19T20:33:02.808217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2025-12-19T20:33:02.819466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2025-12-19T20:33:02.819836] [INFO ] [FORECASTER] Starting predict_future for TITN
[2025-12-19T20:33:02.820612] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2025-12-19T20:33:02.820662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:02.820695] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:02.820721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:02.820777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:02.878597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:02.879459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:02.879539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:02.879586] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:02.999246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:02.999391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:02.999429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:02.999458] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:03.002889] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: DOWN (p=43.65%)
[2025-12-19T20:33:03.003387] [INFO ] [FORECASTER] Completed predict_future for TITN
[2025-12-19T20:33:03.003508] [INFO ] [sig       ] TITN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:03.142426] [INFO ] [LOCAL     ] Saved forecast: TITN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TITN.txt
[2025-12-19T20:33:03.142592] [INFO ] [sig       ] [3136/3561] Completed TITN in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-19T20:33:03.142633] [INFO ] [sig       ] [3137/3561] Forecasting TJX...
[2025-12-19T20:33:03.142664] [INFO ] [sig       ] Generating forecast for: TJX
[2025-12-19T20:33:03.142695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-12-19T20:33:03.154697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2025-12-19T20:33:03.155029] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-12-19T20:33:03.155785] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-12-19T20:33:03.155836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:03.155867] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:03.155894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:03.155950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:03.213160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:03.213805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:03.213886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:03.213918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:03.339510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:03.339673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:03.339711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:03.339745] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:03.343024] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=36.83%)
[2025-12-19T20:33:03.343284] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-12-19T20:33:03.343404] [INFO ] [sig       ] TJX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:03.482892] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TJX.txt
[2025-12-19T20:33:03.483210] [INFO ] [sig       ] [3137/3561] Completed TJX in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-19T20:33:03.483248] [INFO ] [sig       ] [3138/3561] Forecasting TK...
[2025-12-19T20:33:03.483278] [INFO ] [sig       ] Generating forecast for: TK
[2025-12-19T20:33:03.483308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-12-19T20:33:03.494900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2025-12-19T20:33:03.495219] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-12-19T20:33:03.495983] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-12-19T20:33:03.496034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:03.496066] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:03.496093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:03.496149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:03.552190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:03.552783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:03.552858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:03.552890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:03.674136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:03.674286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:03.674341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:03.674369] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:03.677656] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: UP (p=60.55%)
[2025-12-19T20:33:03.677925] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-12-19T20:33:03.678045] [INFO ] [sig       ] TK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:03.820076] [INFO ] [LOCAL     ] Saved forecast: TK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TK.txt
[2025-12-19T20:33:03.820229] [INFO ] [sig       ] [3138/3561] Completed TK in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-19T20:33:03.820268] [INFO ] [sig       ] [3139/3561] Forecasting TKC...
[2025-12-19T20:33:03.820298] [INFO ] [sig       ] Generating forecast for: TKC
[2025-12-19T20:33:03.820329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-12-19T20:33:03.831606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2025-12-19T20:33:03.831922] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-12-19T20:33:03.832674] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-12-19T20:33:03.832726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:03.832758] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:03.832785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:03.832841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:03.888455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:03.889245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:03.889324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:03.889357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:04.009849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:04.010011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:04.010048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:04.010077] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:04.013366] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-12-19T20:33:04.013646] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-12-19T20:33:04.013767] [INFO ] [sig       ] TKC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:04.156042] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TKC.txt
[2025-12-19T20:33:04.156176] [INFO ] [sig       ] [3139/3561] Completed TKC in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-19T20:33:04.156215] [INFO ] [sig       ] [3140/3561] Forecasting TKNO...
[2025-12-19T20:33:04.156244] [INFO ] [sig       ] Generating forecast for: TKNO
[2025-12-19T20:33:04.156273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2025-12-19T20:33:04.167409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2025-12-19T20:33:04.167775] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2025-12-19T20:33:04.168727] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2025-12-19T20:33:04.168777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:04.168834] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:04.168863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:04.168919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:04.228035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:04.228952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:04.229045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:04.229078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:04.347172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:04.347322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:04.347360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:04.347388] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:04.350717] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: DOWN (p=48.39%)
[2025-12-19T20:33:04.351019] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2025-12-19T20:33:04.351138] [INFO ] [sig       ] TKNO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:04.489983] [INFO ] [LOCAL     ] Saved forecast: TKNO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TKNO.txt
[2025-12-19T20:33:04.490134] [INFO ] [sig       ] [3140/3561] Completed TKNO in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-19T20:33:04.490175] [INFO ] [sig       ] [3141/3561] Forecasting TKO...
[2025-12-19T20:33:04.490205] [INFO ] [sig       ] Generating forecast for: TKO
[2025-12-19T20:33:04.490235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-12-19T20:33:04.502591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2025-12-19T20:33:04.502900] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-12-19T20:33:04.503650] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-12-19T20:33:04.503700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:04.503732] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:04.503758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:04.503819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:04.559798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:04.560475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:04.560552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:04.560615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:04.680255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:04.680402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:04.680440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:04.680468] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:04.683774] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: UP (p=64.50%)
[2025-12-19T20:33:04.684045] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-12-19T20:33:04.684166] [INFO ] [sig       ] TKO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:04.821208] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TKO.txt
[2025-12-19T20:33:04.821362] [INFO ] [sig       ] [3141/3561] Completed TKO in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-19T20:33:04.821403] [INFO ] [sig       ] [3142/3561] Forecasting TLK...
[2025-12-19T20:33:04.821432] [INFO ] [sig       ] Generating forecast for: TLK
[2025-12-19T20:33:04.821462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-12-19T20:33:04.832798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2025-12-19T20:33:04.833173] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-12-19T20:33:04.833959] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-12-19T20:33:04.834009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:04.834054] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:04.834083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:04.834138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:04.889649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:04.890488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:04.890593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:04.890629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:05.013291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:05.013441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:05.013478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:05.013505] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:05.016795] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: DOWN (p=41.60%)
[2025-12-19T20:33:05.017056] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-12-19T20:33:05.017175] [INFO ] [sig       ] TLK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:05.156997] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TLK.txt
[2025-12-19T20:33:05.157118] [INFO ] [sig       ] [3142/3561] Completed TLK in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-19T20:33:05.157155] [INFO ] [sig       ] [3143/3561] Forecasting TLS...
[2025-12-19T20:33:05.157184] [INFO ] [sig       ] Generating forecast for: TLS
[2025-12-19T20:33:05.157215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2025-12-19T20:33:05.168302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2025-12-19T20:33:05.168640] [INFO ] [FORECASTER] Starting predict_future for TLS
[2025-12-19T20:33:05.169560] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2025-12-19T20:33:05.169632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:05.169664] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:05.169691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:05.169748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:05.226765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:05.227488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:05.227570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:05.227623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:05.346038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:05.346186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:05.346223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:05.346283] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:05.349600] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: UP (p=68.33%)
[2025-12-19T20:33:05.349889] [INFO ] [FORECASTER] Completed predict_future for TLS
[2025-12-19T20:33:05.350028] [INFO ] [sig       ] TLS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:05.540774] [INFO ] [LOCAL     ] Saved forecast: TLS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TLS.txt
[2025-12-19T20:33:05.540914] [INFO ] [sig       ] [3143/3561] Completed TLS in 0.4s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-19T20:33:05.540953] [INFO ] [sig       ] [3144/3561] Forecasting TLSA...
[2025-12-19T20:33:05.540981] [INFO ] [sig       ] Generating forecast for: TLSA
[2025-12-19T20:33:05.541011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2025-12-19T20:33:05.552428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2025-12-19T20:33:05.552777] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2025-12-19T20:33:05.553527] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2025-12-19T20:33:05.553595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:05.553629] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:05.553658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:05.553714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:05.611994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:05.612643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:05.612722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:05.612755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:05.736877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:05.737037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:05.737080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:05.737109] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:05.740530] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: UP (p=90.06%)
[2025-12-19T20:33:05.740821] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2025-12-19T20:33:05.740965] [INFO ] [sig       ] TLSA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:05.877739] [INFO ] [LOCAL     ] Saved forecast: TLSA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TLSA.txt
[2025-12-19T20:33:05.877854] [INFO ] [sig       ] [3144/3561] Completed TLSA in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-19T20:33:05.877893] [INFO ] [sig       ] [3145/3561] Forecasting TLSI...
[2025-12-19T20:33:05.877922] [INFO ] [sig       ] Generating forecast for: TLSI
[2025-12-19T20:33:05.877951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2025-12-19T20:33:05.889106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2025-12-19T20:33:05.889430] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2025-12-19T20:33:05.890205] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2025-12-19T20:33:05.890256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:05.890288] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:05.890314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:05.890371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:05.946233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:05.947081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:05.947164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:05.947196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:06.062183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:06.062336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:06.062376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:06.062406] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:06.065807] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: UP (p=82.91%)
[2025-12-19T20:33:06.066075] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2025-12-19T20:33:06.066193] [INFO ] [sig       ] TLSI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:06.207431] [INFO ] [LOCAL     ] Saved forecast: TLSI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TLSI.txt
[2025-12-19T20:33:06.207602] [INFO ] [sig       ] [3145/3561] Completed TLSI in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-19T20:33:06.207646] [INFO ] [sig       ] [3146/3561] Forecasting TLYS...
[2025-12-19T20:33:06.207698] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-12-19T20:33:06.207731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-12-19T20:33:06.218725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2025-12-19T20:33:06.219047] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-12-19T20:33:06.219804] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-12-19T20:33:06.219855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:06.219888] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:06.219915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:06.219972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:06.275700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:06.276390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:06.276470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:06.276505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:06.394105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:06.394239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:06.394275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:06.394303] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:06.397534] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=32.05%)
[2025-12-19T20:33:06.397810] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-12-19T20:33:06.397931] [INFO ] [sig       ] TLYS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:06.542976] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TLYS.txt
[2025-12-19T20:33:06.543091] [INFO ] [sig       ] [3146/3561] Completed TLYS in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-19T20:33:06.543129] [INFO ] [sig       ] [3147/3561] Forecasting TM...
[2025-12-19T20:33:06.543157] [INFO ] [sig       ] Generating forecast for: TM
[2025-12-19T20:33:06.543186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-12-19T20:33:06.554274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2025-12-19T20:33:06.554610] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-12-19T20:33:06.555345] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-12-19T20:33:06.555396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:06.555428] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:06.555456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:06.555511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:06.612114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:06.612738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:06.612817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:06.612850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:06.731939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:06.732071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:06.732107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:06.732135] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:06.735448] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: DOWN (p=31.20%)
[2025-12-19T20:33:06.735741] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-12-19T20:33:06.735879] [INFO ] [sig       ] TM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:06.875308] [INFO ] [LOCAL     ] Saved forecast: TM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TM.txt
[2025-12-19T20:33:06.875425] [INFO ] [sig       ] [3147/3561] Completed TM in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-19T20:33:06.875463] [INFO ] [sig       ] [3148/3561] Forecasting TMC...
[2025-12-19T20:33:06.875492] [INFO ] [sig       ] Generating forecast for: TMC
[2025-12-19T20:33:06.875521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2025-12-19T20:33:06.886706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2025-12-19T20:33:06.887018] [INFO ] [FORECASTER] Starting predict_future for TMC
[2025-12-19T20:33:06.888019] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2025-12-19T20:33:06.888260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:06.888293] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:06.888320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:06.888377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:06.944986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:06.945617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:06.945698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:06.945731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:07.060655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:07.060810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:07.060849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:07.060877] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:07.064200] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: DOWN (p=13.27%)
[2025-12-19T20:33:07.064480] [INFO ] [FORECASTER] Completed predict_future for TMC
[2025-12-19T20:33:07.064620] [INFO ] [sig       ] TMC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:07.208816] [INFO ] [LOCAL     ] Saved forecast: TMC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TMC.txt
[2025-12-19T20:33:07.208955] [INFO ] [sig       ] [3148/3561] Completed TMC in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-19T20:33:07.208994] [INFO ] [sig       ] [3149/3561] Forecasting TMCI...
[2025-12-19T20:33:07.209024] [INFO ] [sig       ] Generating forecast for: TMCI
[2025-12-19T20:33:07.209053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2025-12-19T20:33:07.220085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2025-12-19T20:33:07.220397] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2025-12-19T20:33:07.221164] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2025-12-19T20:33:07.221215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:07.221246] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:07.221273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:07.221328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:07.276666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:07.277484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:07.277563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:07.277615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:07.397440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:07.397599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:07.397638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:07.397683] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:07.400943] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: DOWN (p=29.34%)
[2025-12-19T20:33:07.401202] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2025-12-19T20:33:07.401323] [INFO ] [sig       ] TMCI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:07.542819] [INFO ] [LOCAL     ] Saved forecast: TMCI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TMCI.txt
[2025-12-19T20:33:07.542946] [INFO ] [sig       ] [3149/3561] Completed TMCI in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-19T20:33:07.542986] [INFO ] [sig       ] [3150/3561] Forecasting TMDX...
[2025-12-19T20:33:07.543015] [INFO ] [sig       ] Generating forecast for: TMDX
[2025-12-19T20:33:07.543044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2025-12-19T20:33:07.554212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2025-12-19T20:33:07.554560] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2025-12-19T20:33:07.555354] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2025-12-19T20:33:07.555407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:07.555438] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:07.555466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:07.555523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:07.613014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:07.613675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:07.613783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:07.613819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:07.733510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:07.733693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:07.733734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:07.733764] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:07.737193] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: DOWN (p=4.78%)
[2025-12-19T20:33:07.737488] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2025-12-19T20:33:07.737638] [INFO ] [sig       ] TMDX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:07.886027] [INFO ] [LOCAL     ] Saved forecast: TMDX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TMDX.txt
[2025-12-19T20:33:07.886183] [INFO ] [sig       ] [3150/3561] Completed TMDX in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-19T20:33:07.886223] [INFO ] [sig       ] [3151/3561] Forecasting TME...
[2025-12-19T20:33:07.886253] [INFO ] [sig       ] Generating forecast for: TME
[2025-12-19T20:33:07.886283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-12-19T20:33:07.898048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2025-12-19T20:33:07.898413] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-12-19T20:33:07.899408] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-12-19T20:33:07.899461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:07.899493] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:07.899519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:07.899593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:07.954414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:07.955152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:07.955233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:07.955283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:08.075955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:08.076103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:08.076143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:08.076172] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:08.079530] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: DOWN (p=1.52%)
[2025-12-19T20:33:08.079816] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-12-19T20:33:08.079946] [INFO ] [sig       ] TME: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:08.220218] [INFO ] [LOCAL     ] Saved forecast: TME	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TME.txt
[2025-12-19T20:33:08.220376] [INFO ] [sig       ] [3151/3561] Completed TME in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-19T20:33:08.220417] [INFO ] [sig       ] [3152/3561] Forecasting TMHC...
[2025-12-19T20:33:08.220445] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-12-19T20:33:08.220476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-12-19T20:33:08.231943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2025-12-19T20:33:08.232267] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-12-19T20:33:08.233059] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-12-19T20:33:08.233109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:08.233140] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:08.233167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:08.233222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:08.289159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:08.289767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:08.289844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:08.289875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:08.405419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:08.405549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:08.405602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:08.405631] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:08.408823] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: DOWN (p=6.63%)
[2025-12-19T20:33:08.409090] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-12-19T20:33:08.409211] [INFO ] [sig       ] TMHC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:08.547063] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TMHC.txt
[2025-12-19T20:33:08.547184] [INFO ] [sig       ] [3152/3561] Completed TMHC in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-19T20:33:08.547224] [INFO ] [sig       ] [3153/3561] Forecasting TMUS...
[2025-12-19T20:33:08.547252] [INFO ] [sig       ] Generating forecast for: TMUS
[2025-12-19T20:33:08.547282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2025-12-19T20:33:08.558455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2025-12-19T20:33:08.558814] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2025-12-19T20:33:08.559629] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2025-12-19T20:33:08.559682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:08.559714] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:08.559742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:08.559811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:08.616165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:08.616768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:08.616844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:08.616876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:08.739698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:08.739839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:08.739883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:08.739922] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:08.743199] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: DOWN (p=8.28%)
[2025-12-19T20:33:08.743459] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2025-12-19T20:33:08.743595] [INFO ] [sig       ] TMUS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:08.880875] [INFO ] [LOCAL     ] Saved forecast: TMUS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TMUS.txt
[2025-12-19T20:33:08.881017] [INFO ] [sig       ] [3153/3561] Completed TMUS in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-19T20:33:08.881056] [INFO ] [sig       ] [3154/3561] Forecasting TNC...
[2025-12-19T20:33:08.881086] [INFO ] [sig       ] Generating forecast for: TNC
[2025-12-19T20:33:08.881116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-12-19T20:33:08.891915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2025-12-19T20:33:08.892238] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-12-19T20:33:08.892999] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-12-19T20:33:08.893050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:08.893082] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:08.893109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:08.893165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:08.948563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:08.949174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:08.949249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:08.949279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:09.068179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:09.068332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:09.068370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:09.068399] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:09.071675] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: UP (p=97.44%)
[2025-12-19T20:33:09.071942] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-12-19T20:33:09.072059] [INFO ] [sig       ] TNC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:09.208078] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TNC.txt
[2025-12-19T20:33:09.208204] [INFO ] [sig       ] [3154/3561] Completed TNC in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-19T20:33:09.208243] [INFO ] [sig       ] [3155/3561] Forecasting TNDM...
[2025-12-19T20:33:09.208271] [INFO ] [sig       ] Generating forecast for: TNDM
[2025-12-19T20:33:09.208301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2025-12-19T20:33:09.219810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2025-12-19T20:33:09.220190] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2025-12-19T20:33:09.220963] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2025-12-19T20:33:09.221027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:09.221059] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:09.221087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:09.221142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:09.276927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:09.277778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:09.277862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:09.277894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:09.400790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:09.400945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:09.400983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:09.401012] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:09.404306] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: UP (p=62.68%)
[2025-12-19T20:33:09.404567] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2025-12-19T20:33:09.404704] [INFO ] [sig       ] TNDM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:09.541973] [INFO ] [LOCAL     ] Saved forecast: TNDM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TNDM.txt
[2025-12-19T20:33:09.542086] [INFO ] [sig       ] [3155/3561] Completed TNDM in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-19T20:33:09.542124] [INFO ] [sig       ] [3156/3561] Forecasting TNGX...
[2025-12-19T20:33:09.542153] [INFO ] [sig       ] Generating forecast for: TNGX
[2025-12-19T20:33:09.542182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2025-12-19T20:33:09.553432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2025-12-19T20:33:09.553768] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2025-12-19T20:33:09.554508] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2025-12-19T20:33:09.554559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:09.554609] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:09.554637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:09.554692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:09.612299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:09.612914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:09.612991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:09.613024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:09.729629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:09.729777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:09.729817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:09.729847] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:09.733478] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: DOWN (p=16.21%)
[2025-12-19T20:33:09.733755] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2025-12-19T20:33:09.733876] [INFO ] [sig       ] TNGX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:09.874223] [INFO ] [LOCAL     ] Saved forecast: TNGX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TNGX.txt
[2025-12-19T20:33:09.874337] [INFO ] [sig       ] [3156/3561] Completed TNGX in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-19T20:33:09.874375] [INFO ] [sig       ] [3157/3561] Forecasting TNK...
[2025-12-19T20:33:09.874404] [INFO ] [sig       ] Generating forecast for: TNK
[2025-12-19T20:33:09.874433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-12-19T20:33:09.885622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2025-12-19T20:33:09.885936] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-12-19T20:33:09.886691] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-12-19T20:33:09.886742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:09.886797] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:09.886825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:09.886881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:09.944855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:09.945437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:09.945513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:09.945546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:10.070010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:10.070157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:10.070194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:10.070222] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:10.073591] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: UP (p=66.64%)
[2025-12-19T20:33:10.073859] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-12-19T20:33:10.073982] [INFO ] [sig       ] TNK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:10.213629] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TNK.txt
[2025-12-19T20:33:10.213744] [INFO ] [sig       ] [3157/3561] Completed TNK in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-19T20:33:10.213782] [INFO ] [sig       ] [3158/3561] Forecasting TNL...
[2025-12-19T20:33:10.213812] [INFO ] [sig       ] Generating forecast for: TNL
[2025-12-19T20:33:10.213841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-12-19T20:33:10.224943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2025-12-19T20:33:10.225275] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-12-19T20:33:10.226041] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-12-19T20:33:10.226093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:10.226125] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:10.226152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:10.226208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:10.284062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:10.284690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:10.284766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:10.284798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:10.411440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:10.411614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:10.411656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:10.411685] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:10.415071] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-12-19T20:33:10.415346] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-12-19T20:33:10.415470] [INFO ] [sig       ] TNL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:10.553220] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TNL.txt
[2025-12-19T20:33:10.553367] [INFO ] [sig       ] [3158/3561] Completed TNL in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-19T20:33:10.553408] [INFO ] [sig       ] [3159/3561] Forecasting TNON...
[2025-12-19T20:33:10.553436] [INFO ] [sig       ] Generating forecast for: TNON
[2025-12-19T20:33:10.553466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'.
[2025-12-19T20:33:10.565335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNON'.
[2025-12-19T20:33:10.565693] [INFO ] [FORECASTER] Starting predict_future for TNON
[2025-12-19T20:33:10.566448] [DEBUG] [LOCAL     ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt
[2025-12-19T20:33:10.566499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:10.566531] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:10.566558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:10.566634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:10.623431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:10.624156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:10.624236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:10.624268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:10.745392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:10.745557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:10.745615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:10.745643] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:10.749710] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: DOWN (p=39.94%)
[2025-12-19T20:33:10.750334] [INFO ] [FORECASTER] Completed predict_future for TNON
[2025-12-19T20:33:10.750532] [INFO ] [sig       ] TNON: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:10.886210] [INFO ] [LOCAL     ] Saved forecast: TNON	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TNON.txt
[2025-12-19T20:33:10.886326] [INFO ] [sig       ] [3159/3561] Completed TNON in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-19T20:33:10.886363] [INFO ] [sig       ] [3160/3561] Forecasting TNXP...
[2025-12-19T20:33:10.886391] [INFO ] [sig       ] Generating forecast for: TNXP
[2025-12-19T20:33:10.886421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2025-12-19T20:33:10.898839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2025-12-19T20:33:10.899173] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2025-12-19T20:33:10.899946] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2025-12-19T20:33:10.900002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:10.900032] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:10.900058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:10.900112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:10.955796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:10.956374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:10.956450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:10.956482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:11.077388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:11.077527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:11.077564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:11.077638] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:11.080924] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: DOWN (p=31.81%)
[2025-12-19T20:33:11.081234] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2025-12-19T20:33:11.081359] [INFO ] [sig       ] TNXP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:11.221501] [INFO ] [LOCAL     ] Saved forecast: TNXP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TNXP.txt
[2025-12-19T20:33:11.221636] [INFO ] [sig       ] [3160/3561] Completed TNXP in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-19T20:33:11.221677] [INFO ] [sig       ] [3161/3561] Forecasting TOI...
[2025-12-19T20:33:11.221707] [INFO ] [sig       ] Generating forecast for: TOI
[2025-12-19T20:33:11.221737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2025-12-19T20:33:11.233755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2025-12-19T20:33:11.234083] [INFO ] [FORECASTER] Starting predict_future for TOI
[2025-12-19T20:33:11.234840] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2025-12-19T20:33:11.234891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:11.234923] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:11.234950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:11.235006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:11.292662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:11.293248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:11.293326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:11.293357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:11.410652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:11.410784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:11.410822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:11.410849] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:11.414065] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: UP (p=80.51%)
[2025-12-19T20:33:11.414325] [INFO ] [FORECASTER] Completed predict_future for TOI
[2025-12-19T20:33:11.414442] [INFO ] [sig       ] TOI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:11.552901] [INFO ] [LOCAL     ] Saved forecast: TOI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TOI.txt
[2025-12-19T20:33:11.553052] [INFO ] [sig       ] [3161/3561] Completed TOI in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-19T20:33:11.553093] [INFO ] [sig       ] [3162/3561] Forecasting TOL...
[2025-12-19T20:33:11.553121] [INFO ] [sig       ] Generating forecast for: TOL
[2025-12-19T20:33:11.553151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-12-19T20:33:11.564066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2025-12-19T20:33:11.564387] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-12-19T20:33:11.565171] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-12-19T20:33:11.565223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:11.565255] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:11.565283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:11.565341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:11.620900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:11.621474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:11.621548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:11.621597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:11.738913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:11.739073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:11.739111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:11.739139] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:11.742377] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: DOWN (p=45.66%)
[2025-12-19T20:33:11.742657] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-12-19T20:33:11.742775] [INFO ] [sig       ] TOL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:11.881862] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TOL.txt
[2025-12-19T20:33:11.881975] [INFO ] [sig       ] [3162/3561] Completed TOL in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-19T20:33:11.882020] [INFO ] [sig       ] [3163/3561] Forecasting TORO...
[2025-12-19T20:33:11.882049] [INFO ] [sig       ] Generating forecast for: TORO
[2025-12-19T20:33:11.882082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2025-12-19T20:33:11.893510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2025-12-19T20:33:11.893853] [INFO ] [FORECASTER] Starting predict_future for TORO
[2025-12-19T20:33:11.894600] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2025-12-19T20:33:11.894650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:11.894681] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:11.894707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:11.894763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:11.949822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:11.950416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:11.950493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:11.950525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:12.066480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:12.066634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:12.066673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:12.066700] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:12.069946] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: UP (p=51.19%)
[2025-12-19T20:33:12.070209] [INFO ] [FORECASTER] Completed predict_future for TORO
[2025-12-19T20:33:12.070325] [INFO ] [sig       ] TORO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:12.207003] [INFO ] [LOCAL     ] Saved forecast: TORO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TORO.txt
[2025-12-19T20:33:12.207113] [INFO ] [sig       ] [3163/3561] Completed TORO in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-19T20:33:12.207151] [INFO ] [sig       ] [3164/3561] Forecasting TOWN...
[2025-12-19T20:33:12.207180] [INFO ] [sig       ] Generating forecast for: TOWN
[2025-12-19T20:33:12.207210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2025-12-19T20:33:12.218780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2025-12-19T20:33:12.219108] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2025-12-19T20:33:12.219871] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2025-12-19T20:33:12.219921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:12.219953] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:12.219980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:12.220039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:12.276494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:12.277109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:12.277184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:12.277215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:12.399538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:12.399695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:12.399733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:12.399761] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:12.403526] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: DOWN (p=16.09%)
[2025-12-19T20:33:12.403807] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2025-12-19T20:33:12.403924] [INFO ] [sig       ] TOWN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:12.544628] [INFO ] [LOCAL     ] Saved forecast: TOWN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TOWN.txt
[2025-12-19T20:33:12.544786] [INFO ] [sig       ] [3164/3561] Completed TOWN in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-19T20:33:12.544825] [INFO ] [sig       ] [3165/3561] Forecasting TOYO...
[2025-12-19T20:33:12.544857] [INFO ] [sig       ] Generating forecast for: TOYO
[2025-12-19T20:33:12.544888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2025-12-19T20:33:12.556950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2025-12-19T20:33:12.557332] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2025-12-19T20:33:12.558123] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2025-12-19T20:33:12.558174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:12.558206] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:12.558232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:12.558289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:12.618925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:12.619975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:12.620055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:12.620088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:12.733756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:12.733905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:12.733943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:12.733971] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:12.737231] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: UP (p=62.75%)
[2025-12-19T20:33:12.737492] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2025-12-19T20:33:12.737627] [INFO ] [sig       ] TOYO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:12.875297] [INFO ] [LOCAL     ] Saved forecast: TOYO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TOYO.txt
[2025-12-19T20:33:12.875409] [INFO ] [sig       ] [3165/3561] Completed TOYO in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-19T20:33:12.875448] [INFO ] [sig       ] [3166/3561] Forecasting TPB...
[2025-12-19T20:33:12.875477] [INFO ] [sig       ] Generating forecast for: TPB
[2025-12-19T20:33:12.875507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-12-19T20:33:12.887319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2025-12-19T20:33:12.887651] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-12-19T20:33:12.888385] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-12-19T20:33:12.888436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:12.888493] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:12.888524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:12.888598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:12.944847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:12.945570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:12.945664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:12.945694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:13.063645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:13.063789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:13.063826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:13.063854] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:13.067124] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=15.32%)
[2025-12-19T20:33:13.067388] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-12-19T20:33:13.067506] [INFO ] [sig       ] TPB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:13.205383] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TPB.txt
[2025-12-19T20:33:13.205492] [INFO ] [sig       ] [3166/3561] Completed TPB in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-19T20:33:13.205531] [INFO ] [sig       ] [3167/3561] Forecasting TPC...
[2025-12-19T20:33:13.205559] [INFO ] [sig       ] Generating forecast for: TPC
[2025-12-19T20:33:13.205605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-12-19T20:33:13.217095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2025-12-19T20:33:13.217626] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-12-19T20:33:13.218521] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-12-19T20:33:13.218593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:13.218628] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:13.218674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:13.218733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:13.277287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:13.278008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:13.278120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:13.278153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:13.400947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:13.401101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:13.401140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:13.401169] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:13.404491] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=7.92%)
[2025-12-19T20:33:13.404772] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-12-19T20:33:13.404895] [INFO ] [sig       ] TPC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:13.540944] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TPC.txt
[2025-12-19T20:33:13.541059] [INFO ] [sig       ] [3167/3561] Completed TPC in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-19T20:33:13.541097] [INFO ] [sig       ] [3168/3561] Forecasting TPG...
[2025-12-19T20:33:13.541126] [INFO ] [sig       ] Generating forecast for: TPG
[2025-12-19T20:33:13.541156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2025-12-19T20:33:13.553367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2025-12-19T20:33:13.553721] [INFO ] [FORECASTER] Starting predict_future for TPG
[2025-12-19T20:33:13.554458] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2025-12-19T20:33:13.554508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:13.554540] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:13.554566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:13.554645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:13.609911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:13.610498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:13.610589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:13.610624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:13.727008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:13.727152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:13.727188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:13.727218] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:13.730472] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: DOWN (p=22.28%)
[2025-12-19T20:33:13.730752] [INFO ] [FORECASTER] Completed predict_future for TPG
[2025-12-19T20:33:13.730871] [INFO ] [sig       ] TPG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:13.869185] [INFO ] [LOCAL     ] Saved forecast: TPG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TPG.txt
[2025-12-19T20:33:13.869306] [INFO ] [sig       ] [3168/3561] Completed TPG in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-19T20:33:13.869345] [INFO ] [sig       ] [3169/3561] Forecasting TPGXL...
[2025-12-19T20:33:13.869374] [INFO ] [sig       ] Generating forecast for: TPGXL
[2025-12-19T20:33:13.869412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2025-12-19T20:33:13.880133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2025-12-19T20:33:13.880439] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2025-12-19T20:33:13.881207] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2025-12-19T20:33:13.881258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:13.881289] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:13.881316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:13.881372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:13.936350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:13.936959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:13.937035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:13.937066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:14.049112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:14.049461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:14.049500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:14.049527] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:14.053166] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: UP (p=73.64%)
[2025-12-19T20:33:14.053435] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2025-12-19T20:33:14.053555] [INFO ] [sig       ] TPGXL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:14.191757] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TPGXL.txt
[2025-12-19T20:33:14.191874] [INFO ] [sig       ] [3169/3561] Completed TPGXL in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-19T20:33:14.191919] [INFO ] [sig       ] [3170/3561] Forecasting TPH...
[2025-12-19T20:33:14.191948] [INFO ] [sig       ] Generating forecast for: TPH
[2025-12-19T20:33:14.191978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-12-19T20:33:14.203157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2025-12-19T20:33:14.203480] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-12-19T20:33:14.204232] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-12-19T20:33:14.204474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:14.204508] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:14.204535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:14.204614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:14.261234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:14.261843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:14.261917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:14.261948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:14.380198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:14.380355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:14.380393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:14.380424] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:14.383785] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2025-12-19T20:33:14.384081] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-12-19T20:33:14.384209] [INFO ] [sig       ] TPH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:14.520753] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TPH.txt
[2025-12-19T20:33:14.520914] [INFO ] [sig       ] [3170/3561] Completed TPH in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-19T20:33:14.520952] [INFO ] [sig       ] [3171/3561] Forecasting TPL...
[2025-12-19T20:33:14.520983] [INFO ] [sig       ] Generating forecast for: TPL
[2025-12-19T20:33:14.521013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-12-19T20:33:14.532256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2025-12-19T20:33:14.532639] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-12-19T20:33:14.533383] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-12-19T20:33:14.533433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:14.533465] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:14.533492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:14.533547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:14.589408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:14.590052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:14.590127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:14.590158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:14.710257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:14.710417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:14.710455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:14.710484] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:14.713839] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: DOWN (p=37.71%)
[2025-12-19T20:33:14.714115] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-12-19T20:33:14.714285] [INFO ] [sig       ] TPL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:14.850147] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TPL.txt
[2025-12-19T20:33:14.850292] [INFO ] [sig       ] [3171/3561] Completed TPL in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-19T20:33:14.850334] [INFO ] [sig       ] [3172/3561] Forecasting TPVG...
[2025-12-19T20:33:14.850363] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-12-19T20:33:14.850393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-12-19T20:33:14.861962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2025-12-19T20:33:14.862298] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-12-19T20:33:14.863066] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-12-19T20:33:14.863116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:14.863147] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:14.863174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:14.863229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:14.937308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:14.938133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:14.938212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:14.938245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:15.059112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:15.059265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:15.059305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:15.059334] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:15.062732] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: UP (p=98.37%)
[2025-12-19T20:33:15.063006] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-12-19T20:33:15.063128] [INFO ] [sig       ] TPVG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:15.200978] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TPVG.txt
[2025-12-19T20:33:15.201097] [INFO ] [sig       ] [3172/3561] Completed TPVG in 0.4s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-19T20:33:15.201136] [INFO ] [sig       ] [3173/3561] Forecasting TPYP...
[2025-12-19T20:33:15.201164] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-12-19T20:33:15.201194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-12-19T20:33:15.212502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2025-12-19T20:33:15.212847] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-12-19T20:33:15.213617] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-12-19T20:33:15.213668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:15.213700] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:15.213727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:15.213782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:15.269650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:15.270322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:15.270402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:15.270435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:15.384015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:15.384158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:15.384213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:15.384243] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:15.387535] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=26.34%)
[2025-12-19T20:33:15.387815] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-12-19T20:33:15.387935] [INFO ] [sig       ] TPYP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:15.524944] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TPYP.txt
[2025-12-19T20:33:15.525059] [INFO ] [sig       ] [3173/3561] Completed TPYP in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-19T20:33:15.525101] [INFO ] [sig       ] [3174/3561] Forecasting TPZ...
[2025-12-19T20:33:15.525131] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-12-19T20:33:15.525160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-12-19T20:33:15.536102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2025-12-19T20:33:15.536429] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-12-19T20:33:15.537186] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-12-19T20:33:15.537237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:15.537295] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:15.537323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:15.537379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:15.593828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:15.594420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:15.594499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:15.594532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:15.706016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:15.706175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:15.706211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:15.706238] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:15.709946] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=87.48%)
[2025-12-19T20:33:15.710211] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-12-19T20:33:15.710484] [INFO ] [sig       ] TPZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:15.847643] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TPZ.txt
[2025-12-19T20:33:15.847757] [INFO ] [sig       ] [3174/3561] Completed TPZ in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-19T20:33:15.847795] [INFO ] [sig       ] [3175/3561] Forecasting TQQQ...
[2025-12-19T20:33:15.847824] [INFO ] [sig       ] Generating forecast for: TQQQ
[2025-12-19T20:33:15.847854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2025-12-19T20:33:15.859837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2025-12-19T20:33:15.860161] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2025-12-19T20:33:15.860928] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2025-12-19T20:33:15.860978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:15.861012] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:15.861044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:15.861112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:15.916980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:15.917770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:15.917871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:15.917904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:16.039647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:16.039799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:16.039836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:16.039863] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:16.043113] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: UP (p=53.44%)
[2025-12-19T20:33:16.043380] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2025-12-19T20:33:16.043496] [INFO ] [sig       ] TQQQ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:16.179838] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TQQQ.txt
[2025-12-19T20:33:16.179955] [INFO ] [sig       ] [3175/3561] Completed TQQQ in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-19T20:33:16.179992] [INFO ] [sig       ] [3176/3561] Forecasting TRC...
[2025-12-19T20:33:16.180021] [INFO ] [sig       ] Generating forecast for: TRC
[2025-12-19T20:33:16.180050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-12-19T20:33:16.191534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2025-12-19T20:33:16.191869] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-12-19T20:33:16.192626] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-12-19T20:33:16.192676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:16.192707] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:16.192734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:16.192789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:16.250447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:16.251112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:16.251206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:16.251239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:16.368540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:16.368717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:16.368757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:16.368784] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:16.372231] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: DOWN (p=41.74%)
[2025-12-19T20:33:16.372496] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-12-19T20:33:16.372633] [INFO ] [sig       ] TRC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:16.521626] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TRC.txt
[2025-12-19T20:33:16.521759] [INFO ] [sig       ] [3176/3561] Completed TRC in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-19T20:33:16.521798] [INFO ] [sig       ] [3177/3561] Forecasting TRDA...
[2025-12-19T20:33:16.521826] [INFO ] [sig       ] Generating forecast for: TRDA
[2025-12-19T20:33:16.521857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2025-12-19T20:33:16.533486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2025-12-19T20:33:16.533826] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2025-12-19T20:33:16.534784] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2025-12-19T20:33:16.534834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:16.534877] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:16.534905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:16.534960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:16.590673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:16.591255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:16.591331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:16.591363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:16.710191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:16.710333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:16.710371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:16.710431] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:16.713706] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: DOWN (p=6.04%)
[2025-12-19T20:33:16.713968] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2025-12-19T20:33:16.714086] [INFO ] [sig       ] TRDA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:16.851198] [INFO ] [LOCAL     ] Saved forecast: TRDA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TRDA.txt
[2025-12-19T20:33:16.851327] [INFO ] [sig       ] [3177/3561] Completed TRDA in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-19T20:33:16.851365] [INFO ] [sig       ] [3178/3561] Forecasting TREE...
[2025-12-19T20:33:16.851394] [INFO ] [sig       ] Generating forecast for: TREE
[2025-12-19T20:33:16.851424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2025-12-19T20:33:16.862925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2025-12-19T20:33:16.863246] [INFO ] [FORECASTER] Starting predict_future for TREE
[2025-12-19T20:33:16.864004] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2025-12-19T20:33:16.864055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:16.864086] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:16.864113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:16.864168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:16.920487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:16.921080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:16.921158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:16.921190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:17.042154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:17.042292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:17.042329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:17.042357] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:17.045620] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: DOWN (p=16.07%)
[2025-12-19T20:33:17.045888] [INFO ] [FORECASTER] Completed predict_future for TREE
[2025-12-19T20:33:17.046006] [INFO ] [sig       ] TREE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:17.183004] [INFO ] [LOCAL     ] Saved forecast: TREE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TREE.txt
[2025-12-19T20:33:17.183130] [INFO ] [sig       ] [3178/3561] Completed TREE in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-19T20:33:17.183169] [INFO ] [sig       ] [3179/3561] Forecasting TREX...
[2025-12-19T20:33:17.183197] [INFO ] [sig       ] Generating forecast for: TREX
[2025-12-19T20:33:17.183227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-12-19T20:33:17.194401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2025-12-19T20:33:17.194750] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-12-19T20:33:17.195492] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-12-19T20:33:17.195543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:17.195594] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:17.195625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:17.195682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:17.250915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:17.251530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:17.251625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:17.251658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:17.375611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:17.375759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:17.375797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:17.375826] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:17.379096] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=49.45%)
[2025-12-19T20:33:17.379363] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-12-19T20:33:17.379481] [INFO ] [sig       ] TREX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:17.516334] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TREX.txt
[2025-12-19T20:33:17.516472] [INFO ] [sig       ] [3179/3561] Completed TREX in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-19T20:33:17.516511] [INFO ] [sig       ] [3180/3561] Forecasting TRGP...
[2025-12-19T20:33:17.516540] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-12-19T20:33:17.516587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-12-19T20:33:17.527422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2025-12-19T20:33:17.527762] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-12-19T20:33:17.528500] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-12-19T20:33:17.528551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:17.528599] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:17.528628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:17.528708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:17.584608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:17.585230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:17.585307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:17.585341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:17.703357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:17.703491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:17.703530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:17.703559] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:17.706944] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=99.64%)
[2025-12-19T20:33:17.707220] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-12-19T20:33:17.707342] [INFO ] [sig       ] TRGP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:17.852046] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TRGP.txt
[2025-12-19T20:33:17.852171] [INFO ] [sig       ] [3180/3561] Completed TRGP in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-19T20:33:17.852211] [INFO ] [sig       ] [3181/3561] Forecasting TRI...
[2025-12-19T20:33:17.852247] [INFO ] [sig       ] Generating forecast for: TRI
[2025-12-19T20:33:17.852278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2025-12-19T20:33:17.863823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2025-12-19T20:33:17.864172] [INFO ] [FORECASTER] Starting predict_future for TRI
[2025-12-19T20:33:17.864998] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2025-12-19T20:33:17.865051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:17.865084] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:17.865112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:17.865173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:17.922611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:17.923236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:17.923314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:17.923346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:18.046804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:18.046962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:18.047003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:18.047032] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:18.050482] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: DOWN (p=12.32%)
[2025-12-19T20:33:18.050775] [INFO ] [FORECASTER] Completed predict_future for TRI
[2025-12-19T20:33:18.050902] [INFO ] [sig       ] TRI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:18.197925] [INFO ] [LOCAL     ] Saved forecast: TRI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TRI.txt
[2025-12-19T20:33:18.198039] [INFO ] [sig       ] [3181/3561] Completed TRI in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-19T20:33:18.198076] [INFO ] [sig       ] [3182/3561] Forecasting TRIN...
[2025-12-19T20:33:18.198105] [INFO ] [sig       ] Generating forecast for: TRIN
[2025-12-19T20:33:18.198135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2025-12-19T20:33:18.209306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2025-12-19T20:33:18.209645] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2025-12-19T20:33:18.210390] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2025-12-19T20:33:18.210441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:18.210473] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:18.210500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:18.210555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:18.267068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:18.267667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:18.267743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:18.267775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:18.385070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:18.385201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:18.385237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:18.385264] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:18.388509] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: DOWN (p=32.55%)
[2025-12-19T20:33:18.388811] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2025-12-19T20:33:18.388930] [INFO ] [sig       ] TRIN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:18.532090] [INFO ] [LOCAL     ] Saved forecast: TRIN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TRIN.txt
[2025-12-19T20:33:18.532259] [INFO ] [sig       ] [3182/3561] Completed TRIN in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-19T20:33:18.532315] [INFO ] [sig       ] [3183/3561] Forecasting TRIP...
[2025-12-19T20:33:18.532358] [INFO ] [sig       ] Generating forecast for: TRIP
[2025-12-19T20:33:18.532398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2025-12-19T20:33:18.545073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2025-12-19T20:33:18.545437] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2025-12-19T20:33:18.546225] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2025-12-19T20:33:18.546287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:18.546323] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:18.546348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:18.546404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:18.603379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:18.603997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:18.604073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:18.604105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:18.720644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:18.720775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:18.720812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:18.720839] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:18.724071] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: UP (p=85.29%)
[2025-12-19T20:33:18.724334] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2025-12-19T20:33:18.724452] [INFO ] [sig       ] TRIP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:18.861118] [INFO ] [LOCAL     ] Saved forecast: TRIP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TRIP.txt
[2025-12-19T20:33:18.861229] [INFO ] [sig       ] [3183/3561] Completed TRIP in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-19T20:33:18.861266] [INFO ] [sig       ] [3184/3561] Forecasting TRMB...
[2025-12-19T20:33:18.861295] [INFO ] [sig       ] Generating forecast for: TRMB
[2025-12-19T20:33:18.861324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2025-12-19T20:33:18.872146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2025-12-19T20:33:18.872472] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2025-12-19T20:33:18.873236] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2025-12-19T20:33:18.873289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:18.873321] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:18.873348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:18.873403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:18.928066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:18.928705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:18.928825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:18.928862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:19.050501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:19.050650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:19.050689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:19.050735] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:19.053959] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: UP (p=69.11%)
[2025-12-19T20:33:19.054227] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2025-12-19T20:33:19.054345] [INFO ] [sig       ] TRMB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:19.190354] [INFO ] [LOCAL     ] Saved forecast: TRMB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TRMB.txt
[2025-12-19T20:33:19.190465] [INFO ] [sig       ] [3184/3561] Completed TRMB in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-19T20:33:19.190502] [INFO ] [sig       ] [3185/3561] Forecasting TRMD...
[2025-12-19T20:33:19.190531] [INFO ] [sig       ] Generating forecast for: TRMD
[2025-12-19T20:33:19.190560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2025-12-19T20:33:19.201720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2025-12-19T20:33:19.202041] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2025-12-19T20:33:19.202801] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2025-12-19T20:33:19.202851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:19.202883] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:19.202909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:19.202966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:19.258111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:19.258751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:19.258826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:19.258858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:19.379127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:19.379269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:19.379307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:19.379343] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:19.382712] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-12-19T20:33:19.382980] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2025-12-19T20:33:19.383102] [INFO ] [sig       ] TRMD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:19.519249] [INFO ] [LOCAL     ] Saved forecast: TRMD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TRMD.txt
[2025-12-19T20:33:19.519361] [INFO ] [sig       ] [3185/3561] Completed TRMD in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-19T20:33:19.519399] [INFO ] [sig       ] [3186/3561] Forecasting TRMK...
[2025-12-19T20:33:19.519428] [INFO ] [sig       ] Generating forecast for: TRMK
[2025-12-19T20:33:19.519615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2025-12-19T20:33:19.531284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2025-12-19T20:33:19.531631] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2025-12-19T20:33:19.532375] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2025-12-19T20:33:19.532426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:19.532621] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:19.532650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:19.532705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:19.589163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:19.589772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:19.589848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:19.589893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:19.706637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:19.706789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:19.706825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:19.706854] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:19.710630] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: DOWN (p=41.50%)
[2025-12-19T20:33:19.710905] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2025-12-19T20:33:19.711029] [INFO ] [sig       ] TRMK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:19.848371] [INFO ] [LOCAL     ] Saved forecast: TRMK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TRMK.txt
[2025-12-19T20:33:19.848485] [INFO ] [sig       ] [3186/3561] Completed TRMK in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-19T20:33:19.848522] [INFO ] [sig       ] [3187/3561] Forecasting TRN...
[2025-12-19T20:33:19.848552] [INFO ] [sig       ] Generating forecast for: TRN
[2025-12-19T20:33:19.848598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-12-19T20:33:19.859732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2025-12-19T20:33:19.860063] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-12-19T20:33:19.860828] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-12-19T20:33:19.860878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:19.860910] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:19.860937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:19.860992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:19.916982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:19.917940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:19.918024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:19.918057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:20.035844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:20.036020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:20.036062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:20.036091] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:20.039816] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=31.87%)
[2025-12-19T20:33:20.040123] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-12-19T20:33:20.040259] [INFO ] [sig       ] TRN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:20.178277] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TRN.txt
[2025-12-19T20:33:20.178443] [INFO ] [sig       ] [3187/3561] Completed TRN in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-19T20:33:20.178483] [INFO ] [sig       ] [3188/3561] Forecasting TRNO...
[2025-12-19T20:33:20.178512] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-12-19T20:33:20.178540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-12-19T20:33:20.189721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2025-12-19T20:33:20.190042] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-12-19T20:33:20.190831] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-12-19T20:33:20.190882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:20.190913] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:20.190951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:20.191008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:20.247193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:20.248013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:20.248094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:20.248126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:20.369772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:20.369935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:20.369975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:20.370003] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:20.373349] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: UP (p=71.01%)
[2025-12-19T20:33:20.373635] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-12-19T20:33:20.373755] [INFO ] [sig       ] TRNO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:20.514258] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TRNO.txt
[2025-12-19T20:33:20.514387] [INFO ] [sig       ] [3188/3561] Completed TRNO in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-19T20:33:20.514425] [INFO ] [sig       ] [3189/3561] Forecasting TRNS...
[2025-12-19T20:33:20.514454] [INFO ] [sig       ] Generating forecast for: TRNS
[2025-12-19T20:33:20.514484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2025-12-19T20:33:20.524906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2025-12-19T20:33:20.525229] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2025-12-19T20:33:20.525981] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2025-12-19T20:33:20.526031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:20.526063] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:20.526090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:20.526145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:20.582220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:20.582863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:20.582940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:20.582973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:20.700112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:20.700263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:20.700302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:20.700329] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:20.703616] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: DOWN (p=4.36%)
[2025-12-19T20:33:20.703883] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2025-12-19T20:33:20.704001] [INFO ] [sig       ] TRNS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:20.841869] [INFO ] [LOCAL     ] Saved forecast: TRNS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TRNS.txt
[2025-12-19T20:33:20.842006] [INFO ] [sig       ] [3189/3561] Completed TRNS in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-19T20:33:20.842046] [INFO ] [sig       ] [3190/3561] Forecasting TROX...
[2025-12-19T20:33:20.842076] [INFO ] [sig       ] Generating forecast for: TROX
[2025-12-19T20:33:20.842106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-12-19T20:33:20.853189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2025-12-19T20:33:20.853601] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-12-19T20:33:20.854410] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-12-19T20:33:20.854462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:20.854496] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:20.854526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:20.854605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:20.921662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:20.922506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:20.922607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:20.922642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:21.036674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:21.036838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:21.036876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:21.036906] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:21.040234] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=84.90%)
[2025-12-19T20:33:21.040506] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-12-19T20:33:21.040650] [INFO ] [sig       ] TROX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:21.178372] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TROX.txt
[2025-12-19T20:33:21.178535] [INFO ] [sig       ] [3190/3561] Completed TROX in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-19T20:33:21.178609] [INFO ] [sig       ] [3191/3561] Forecasting TRP...
[2025-12-19T20:33:21.178643] [INFO ] [sig       ] Generating forecast for: TRP
[2025-12-19T20:33:21.178686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-12-19T20:33:21.189954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2025-12-19T20:33:21.190279] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-12-19T20:33:21.191061] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-12-19T20:33:21.191112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:21.191171] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:21.191199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:21.191255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:21.245902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:21.246622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:21.246700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:21.246732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:21.361274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:21.361428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:21.361466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:21.361494] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:21.364773] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: DOWN (p=35.58%)
[2025-12-19T20:33:21.365038] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-12-19T20:33:21.365156] [INFO ] [sig       ] TRP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:21.500505] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TRP.txt
[2025-12-19T20:33:21.500655] [INFO ] [sig       ] [3191/3561] Completed TRP in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-19T20:33:21.500695] [INFO ] [sig       ] [3192/3561] Forecasting TRS...
[2025-12-19T20:33:21.500725] [INFO ] [sig       ] Generating forecast for: TRS
[2025-12-19T20:33:21.500761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2025-12-19T20:33:21.512432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2025-12-19T20:33:21.512790] [INFO ] [FORECASTER] Starting predict_future for TRS
[2025-12-19T20:33:21.513530] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2025-12-19T20:33:21.513599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:21.513633] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:21.513660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:21.513715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:21.568648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:21.569290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:21.569367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:21.569398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:21.687883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:21.688037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:21.688076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:21.688103] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:21.691416] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2025-12-19T20:33:21.691705] [INFO ] [FORECASTER] Completed predict_future for TRS
[2025-12-19T20:33:21.691827] [INFO ] [sig       ] TRS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:21.831278] [INFO ] [LOCAL     ] Saved forecast: TRS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TRS.txt
[2025-12-19T20:33:21.831447] [INFO ] [sig       ] [3192/3561] Completed TRS in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-19T20:33:21.831487] [INFO ] [sig       ] [3193/3561] Forecasting TRTX...
[2025-12-19T20:33:21.831517] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-12-19T20:33:21.831548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-12-19T20:33:21.843284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2025-12-19T20:33:21.843643] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-12-19T20:33:21.844380] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-12-19T20:33:21.844431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:21.844463] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:21.844489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:21.844544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:21.899705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:21.900444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:21.900522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:21.900554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:22.019851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:22.020006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:22.020043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:22.020071] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:22.023338] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: DOWN (p=4.36%)
[2025-12-19T20:33:22.023633] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-12-19T20:33:22.023775] [INFO ] [sig       ] TRTX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:22.158684] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TRTX.txt
[2025-12-19T20:33:22.158824] [INFO ] [sig       ] [3193/3561] Completed TRTX in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-19T20:33:22.158863] [INFO ] [sig       ] [3194/3561] Forecasting TRUE...
[2025-12-19T20:33:22.158891] [INFO ] [sig       ] Generating forecast for: TRUE
[2025-12-19T20:33:22.158922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'.
[2025-12-19T20:33:22.169781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUE'.
[2025-12-19T20:33:22.170125] [INFO ] [FORECASTER] Starting predict_future for TRUE
[2025-12-19T20:33:22.170885] [DEBUG] [LOCAL     ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt
[2025-12-19T20:33:22.170935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:22.170965] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:22.170991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:22.171046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:22.226076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:22.226807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:22.226888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:22.226920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:22.346538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:22.346705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:22.346743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:22.346800] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:22.350082] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: DOWN (p=8.83%)
[2025-12-19T20:33:22.350348] [INFO ] [FORECASTER] Completed predict_future for TRUE
[2025-12-19T20:33:22.350470] [INFO ] [sig       ] TRUE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:22.490326] [INFO ] [LOCAL     ] Saved forecast: TRUE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TRUE.txt
[2025-12-19T20:33:22.490461] [INFO ] [sig       ] [3194/3561] Completed TRUE in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-19T20:33:22.490500] [INFO ] [sig       ] [3195/3561] Forecasting TRUP...
[2025-12-19T20:33:22.490529] [INFO ] [sig       ] Generating forecast for: TRUP
[2025-12-19T20:33:22.490559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2025-12-19T20:33:22.501674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2025-12-19T20:33:22.502016] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2025-12-19T20:33:22.502768] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2025-12-19T20:33:22.502818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:22.502850] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:22.502880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:22.502935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:22.558159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:22.558855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:22.558953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:22.558987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:22.678169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:22.678328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:22.678368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:22.678396] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:22.681752] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: DOWN (p=8.68%)
[2025-12-19T20:33:22.682017] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2025-12-19T20:33:22.682141] [INFO ] [sig       ] TRUP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:22.818098] [INFO ] [LOCAL     ] Saved forecast: TRUP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TRUP.txt
[2025-12-19T20:33:22.818242] [INFO ] [sig       ] [3195/3561] Completed TRUP in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-19T20:33:22.818280] [INFO ] [sig       ] [3196/3561] Forecasting TRVG...
[2025-12-19T20:33:22.818310] [INFO ] [sig       ] Generating forecast for: TRVG
[2025-12-19T20:33:22.818339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2025-12-19T20:33:22.829452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2025-12-19T20:33:22.829840] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2025-12-19T20:33:22.830597] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2025-12-19T20:33:22.830647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:22.830679] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:22.830705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:22.830761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:22.888081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:22.889023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:22.889114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:22.889149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:23.009483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:23.009672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:23.009713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:23.009744] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:23.013181] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: UP (p=89.94%)
[2025-12-19T20:33:23.013487] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2025-12-19T20:33:23.013639] [INFO ] [sig       ] TRVG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:23.153888] [INFO ] [LOCAL     ] Saved forecast: TRVG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TRVG.txt
[2025-12-19T20:33:23.154104] [INFO ] [sig       ] [3196/3561] Completed TRVG in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-19T20:33:23.154166] [INFO ] [sig       ] [3197/3561] Forecasting TS...
[2025-12-19T20:33:23.154212] [INFO ] [sig       ] Generating forecast for: TS
[2025-12-19T20:33:23.154261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-12-19T20:33:23.166058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2025-12-19T20:33:23.166438] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-12-19T20:33:23.167218] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-12-19T20:33:23.167275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:23.167307] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:23.167334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:23.167389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:23.225208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:23.226067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:23.226149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:23.226183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:23.344913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:23.345095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:23.345136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:23.345164] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:23.348715] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=0.88%)
[2025-12-19T20:33:23.349020] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-12-19T20:33:23.349165] [INFO ] [sig       ] TS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:23.491957] [INFO ] [LOCAL     ] Saved forecast: TS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TS.txt
[2025-12-19T20:33:23.492119] [INFO ] [sig       ] [3197/3561] Completed TS in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-19T20:33:23.492158] [INFO ] [sig       ] [3198/3561] Forecasting TSBK...
[2025-12-19T20:33:23.492189] [INFO ] [sig       ] Generating forecast for: TSBK
[2025-12-19T20:33:23.492219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2025-12-19T20:33:23.502485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2025-12-19T20:33:23.502823] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2025-12-19T20:33:23.503600] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2025-12-19T20:33:23.503652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:23.503684] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:23.503710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:23.503766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:23.560471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:23.561202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:23.561285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:23.561321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:23.662809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:23.662966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:23.663006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:23.663034] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:23.666387] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-12-19T20:33:23.666675] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2025-12-19T20:33:23.666793] [INFO ] [sig       ] TSBK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:23.804779] [INFO ] [LOCAL     ] Saved forecast: TSBK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TSBK.txt
[2025-12-19T20:33:23.804918] [INFO ] [sig       ] [3198/3561] Completed TSBK in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-19T20:33:23.804957] [INFO ] [sig       ] [3199/3561] Forecasting TSCO...
[2025-12-19T20:33:23.804987] [INFO ] [sig       ] Generating forecast for: TSCO
[2025-12-19T20:33:23.805017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2025-12-19T20:33:23.816319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2025-12-19T20:33:23.816654] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2025-12-19T20:33:23.817388] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2025-12-19T20:33:23.817439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:23.817470] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:23.817503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:23.817561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:23.875763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:23.876407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:23.876487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:23.876520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:23.994075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:23.994223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:23.994264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:23.994293] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:23.997609] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: UP (p=88.29%)
[2025-12-19T20:33:23.997872] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2025-12-19T20:33:23.997989] [INFO ] [sig       ] TSCO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:24.135510] [INFO ] [LOCAL     ] Saved forecast: TSCO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TSCO.txt
[2025-12-19T20:33:24.135652] [INFO ] [sig       ] [3199/3561] Completed TSCO in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-19T20:33:24.135692] [INFO ] [sig       ] [3200/3561] Forecasting TSDD...
[2025-12-19T20:33:24.135721] [INFO ] [sig       ] Generating forecast for: TSDD
[2025-12-19T20:33:24.135752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2025-12-19T20:33:24.146864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2025-12-19T20:33:24.147168] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2025-12-19T20:33:24.147937] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2025-12-19T20:33:24.147993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:24.148024] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:24.148050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:24.148106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:24.203359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:24.204219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:24.204300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:24.204332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:24.326441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:24.326616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:24.326656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:24.326683] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:24.330102] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: DOWN (p=36.37%)
[2025-12-19T20:33:24.330405] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2025-12-19T20:33:24.330550] [INFO ] [sig       ] TSDD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:24.485543] [INFO ] [LOCAL     ] Saved forecast: TSDD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TSDD.txt
[2025-12-19T20:33:24.485720] [INFO ] [sig       ] [3200/3561] Completed TSDD in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-19T20:33:24.485761] [INFO ] [sig       ] [3201/3561] Forecasting TSEM...
[2025-12-19T20:33:24.485791] [INFO ] [sig       ] Generating forecast for: TSEM
[2025-12-19T20:33:24.485826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2025-12-19T20:33:24.496979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2025-12-19T20:33:24.497328] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2025-12-19T20:33:24.498089] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2025-12-19T20:33:24.498152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:24.498184] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:24.498212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:24.498285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:24.555734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:24.556388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:24.556492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:24.556528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:24.674690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:24.674842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:24.674880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:24.674909] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:24.678248] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: UP (p=93.81%)
[2025-12-19T20:33:24.678524] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2025-12-19T20:33:24.678688] [INFO ] [sig       ] TSEM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:24.816717] [INFO ] [LOCAL     ] Saved forecast: TSEM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TSEM.txt
[2025-12-19T20:33:24.816855] [INFO ] [sig       ] [3201/3561] Completed TSEM in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-19T20:33:24.816893] [INFO ] [sig       ] [3202/3561] Forecasting TSHA...
[2025-12-19T20:33:24.816921] [INFO ] [sig       ] Generating forecast for: TSHA
[2025-12-19T20:33:24.816952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2025-12-19T20:33:24.829683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2025-12-19T20:33:24.830012] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2025-12-19T20:33:24.830781] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2025-12-19T20:33:24.830844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:24.830882] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:24.830915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:24.830983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:24.888537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:24.889260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:24.889354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:24.889395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:25.009806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:25.009969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:25.010010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:25.010041] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:25.013468] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-12-19T20:33:25.013751] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2025-12-19T20:33:25.013872] [INFO ] [sig       ] TSHA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:25.154254] [INFO ] [LOCAL     ] Saved forecast: TSHA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TSHA.txt
[2025-12-19T20:33:25.154377] [INFO ] [sig       ] [3202/3561] Completed TSHA in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-19T20:33:25.154414] [INFO ] [sig       ] [3203/3561] Forecasting TSI...
[2025-12-19T20:33:25.154443] [INFO ] [sig       ] Generating forecast for: TSI
[2025-12-19T20:33:25.154473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-12-19T20:33:25.165441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2025-12-19T20:33:25.165782] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-12-19T20:33:25.166515] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-12-19T20:33:25.166770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:25.166804] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:25.166831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:25.166887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:25.223943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:25.224601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:25.224678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:25.224710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:25.345758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:25.345909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:25.345947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:25.345975] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:25.349265] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=12.47%)
[2025-12-19T20:33:25.349556] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-12-19T20:33:25.349693] [INFO ] [sig       ] TSI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:25.493180] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TSI.txt
[2025-12-19T20:33:25.493349] [INFO ] [sig       ] [3203/3561] Completed TSI in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-19T20:33:25.493389] [INFO ] [sig       ] [3204/3561] Forecasting TSL...
[2025-12-19T20:33:25.493419] [INFO ] [sig       ] Generating forecast for: TSL
[2025-12-19T20:33:25.493448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2025-12-19T20:33:25.505774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2025-12-19T20:33:25.506165] [INFO ] [FORECASTER] Starting predict_future for TSL
[2025-12-19T20:33:25.506993] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2025-12-19T20:33:25.507049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:25.507105] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:25.507136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:25.507193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:25.565467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:25.566312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:25.566422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:25.566457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:25.683868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:25.684021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:25.684059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:25.684088] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:25.687427] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: UP (p=61.85%)
[2025-12-19T20:33:25.687715] [INFO ] [FORECASTER] Completed predict_future for TSL
[2025-12-19T20:33:25.687857] [INFO ] [sig       ] TSL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:25.835467] [INFO ] [LOCAL     ] Saved forecast: TSL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TSL.txt
[2025-12-19T20:33:25.835715] [INFO ] [sig       ] [3204/3561] Completed TSL in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-19T20:33:25.835786] [INFO ] [sig       ] [3205/3561] Forecasting TSLA...
[2025-12-19T20:33:25.835834] [INFO ] [sig       ] Generating forecast for: TSLA
[2025-12-19T20:33:25.835882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2025-12-19T20:33:25.851687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2025-12-19T20:33:25.852125] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2025-12-19T20:33:25.853318] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2025-12-19T20:33:25.853386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:25.853429] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:25.853467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:25.853548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:25.921082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:25.921951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:25.922036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:25.922071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:26.044113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:26.044266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:26.044305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:26.044333] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:26.047749] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-12-19T20:33:26.048022] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2025-12-19T20:33:26.048146] [INFO ] [sig       ] TSLA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:26.190034] [INFO ] [LOCAL     ] Saved forecast: TSLA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TSLA.txt
[2025-12-19T20:33:26.190190] [INFO ] [sig       ] [3205/3561] Completed TSLA in 0.4s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-19T20:33:26.190231] [INFO ] [sig       ] [3206/3561] Forecasting TSLL...
[2025-12-19T20:33:26.190261] [INFO ] [sig       ] Generating forecast for: TSLL
[2025-12-19T20:33:26.190291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2025-12-19T20:33:26.203044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2025-12-19T20:33:26.203448] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2025-12-19T20:33:26.204261] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2025-12-19T20:33:26.204314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:26.204347] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:26.204374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:26.204430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:26.262492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:26.263300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:26.263384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:26.263418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:26.382440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:26.382611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:26.382653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:26.382683] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:26.386092] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-19T20:33:26.386425] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2025-12-19T20:33:26.386554] [INFO ] [sig       ] TSLL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:26.526369] [INFO ] [LOCAL     ] Saved forecast: TSLL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TSLL.txt
[2025-12-19T20:33:26.526526] [INFO ] [sig       ] [3206/3561] Completed TSLL in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-19T20:33:26.526565] [INFO ] [sig       ] [3207/3561] Forecasting TSLQ...
[2025-12-19T20:33:26.526616] [INFO ] [sig       ] Generating forecast for: TSLQ
[2025-12-19T20:33:26.526647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2025-12-19T20:33:26.538078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2025-12-19T20:33:26.538380] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2025-12-19T20:33:26.539252] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2025-12-19T20:33:26.539317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:26.539360] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:26.539394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:26.539464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:26.598539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:26.599384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:26.599467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:26.599500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:26.724961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:26.725145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:26.725208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:26.725255] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:26.729952] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: DOWN (p=37.97%)
[2025-12-19T20:33:26.730344] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2025-12-19T20:33:26.730519] [INFO ] [sig       ] TSLQ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:26.869003] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TSLQ.txt
[2025-12-19T20:33:26.869157] [INFO ] [sig       ] [3207/3561] Completed TSLQ in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-19T20:33:26.869197] [INFO ] [sig       ] [3208/3561] Forecasting TSLS...
[2025-12-19T20:33:26.869227] [INFO ] [sig       ] Generating forecast for: TSLS
[2025-12-19T20:33:26.869256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2025-12-19T20:33:26.880372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2025-12-19T20:33:26.880760] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2025-12-19T20:33:26.881515] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2025-12-19T20:33:26.881567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:26.881645] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:26.881674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:26.881730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:26.937385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:26.938224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:26.938308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:26.938340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:27.055948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:27.056098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:27.056154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:27.056183] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:27.059489] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: DOWN (p=25.48%)
[2025-12-19T20:33:27.059949] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2025-12-19T20:33:27.060071] [INFO ] [sig       ] TSLS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:27.198106] [INFO ] [LOCAL     ] Saved forecast: TSLS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TSLS.txt
[2025-12-19T20:33:27.198238] [INFO ] [sig       ] [3208/3561] Completed TSLS in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-19T20:33:27.198278] [INFO ] [sig       ] [3209/3561] Forecasting TSLX...
[2025-12-19T20:33:27.198307] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-12-19T20:33:27.198338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-12-19T20:33:27.211499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2025-12-19T20:33:27.211874] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-12-19T20:33:27.212644] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-12-19T20:33:27.212695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:27.212727] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:27.212754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:27.212810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:27.268649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:27.269328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:27.269404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:27.269436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:27.388222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:27.388375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:27.388413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:27.388441] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:27.392157] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: UP (p=99.36%)
[2025-12-19T20:33:27.392421] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-12-19T20:33:27.392538] [INFO ] [sig       ] TSLX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:27.529754] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TSLX.txt
[2025-12-19T20:33:27.529882] [INFO ] [sig       ] [3209/3561] Completed TSLX in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-19T20:33:27.529920] [INFO ] [sig       ] [3210/3561] Forecasting TSM...
[2025-12-19T20:33:27.529949] [INFO ] [sig       ] Generating forecast for: TSM
[2025-12-19T20:33:27.529980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-12-19T20:33:27.541238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2025-12-19T20:33:27.541593] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-12-19T20:33:27.542363] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-12-19T20:33:27.542421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:27.542454] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:27.542482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:27.542539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:27.601979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:27.602866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:27.602955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:27.602989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:27.725366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:27.725511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:27.725549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:27.725595] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:27.728873] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: DOWN (p=46.19%)
[2025-12-19T20:33:27.729134] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-12-19T20:33:27.729251] [INFO ] [sig       ] TSM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:27.868002] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TSM.txt
[2025-12-19T20:33:27.868129] [INFO ] [sig       ] [3210/3561] Completed TSM in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-19T20:33:27.868166] [INFO ] [sig       ] [3211/3561] Forecasting TSN...
[2025-12-19T20:33:27.868196] [INFO ] [sig       ] Generating forecast for: TSN
[2025-12-19T20:33:27.868226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-12-19T20:33:27.879967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2025-12-19T20:33:27.880311] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-12-19T20:33:27.881105] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-12-19T20:33:27.881156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:27.881188] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:27.881215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:27.881272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:27.942055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:27.942728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:27.942807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:27.942840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:28.063680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:28.063831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:28.063869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:28.063937] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:28.067393] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-12-19T20:33:28.067677] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-12-19T20:33:28.067797] [INFO ] [sig       ] TSN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:28.205842] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TSN.txt
[2025-12-19T20:33:28.205966] [INFO ] [sig       ] [3211/3561] Completed TSN in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-19T20:33:28.206004] [INFO ] [sig       ] [3212/3561] Forecasting TSQ...
[2025-12-19T20:33:28.206034] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-12-19T20:33:28.206063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-12-19T20:33:28.217338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2025-12-19T20:33:28.217687] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-12-19T20:33:28.218459] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-12-19T20:33:28.218512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:28.218558] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:28.218622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:28.218705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:28.277942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:28.278684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:28.278768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:28.278802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:28.399655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:28.399801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:28.399839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:28.399866] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:28.403133] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: DOWN (p=10.28%)
[2025-12-19T20:33:28.403395] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-12-19T20:33:28.403513] [INFO ] [sig       ] TSQ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:28.541514] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TSQ.txt
[2025-12-19T20:33:28.541683] [INFO ] [sig       ] [3212/3561] Completed TSQ in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-19T20:33:28.541723] [INFO ] [sig       ] [3213/3561] Forecasting TTC...
[2025-12-19T20:33:28.541754] [INFO ] [sig       ] Generating forecast for: TTC
[2025-12-19T20:33:28.541785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-12-19T20:33:28.552788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2025-12-19T20:33:28.553142] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-12-19T20:33:28.553973] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-12-19T20:33:28.554026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:28.554059] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:28.554087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:28.554144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:28.612286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:28.613357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:28.613438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:28.613470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:28.739521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:28.739704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:28.739744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:28.739774] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:28.743161] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: DOWN (p=11.09%)
[2025-12-19T20:33:28.743426] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-12-19T20:33:28.743558] [INFO ] [sig       ] TTC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:28.879258] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TTC.txt
[2025-12-19T20:33:28.879400] [INFO ] [sig       ] [3213/3561] Completed TTC in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-19T20:33:28.879438] [INFO ] [sig       ] [3214/3561] Forecasting TTD...
[2025-12-19T20:33:28.879468] [INFO ] [sig       ] Generating forecast for: TTD
[2025-12-19T20:33:28.879498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2025-12-19T20:33:28.890952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2025-12-19T20:33:28.891270] [INFO ] [FORECASTER] Starting predict_future for TTD
[2025-12-19T20:33:28.892024] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2025-12-19T20:33:28.892074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:28.892106] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:28.892133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:28.892192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:28.947276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:28.947879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:28.947974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:28.948007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:29.063689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:29.063823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:29.063859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:29.063886] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:29.067102] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: UP (p=78.97%)
[2025-12-19T20:33:29.067369] [INFO ] [FORECASTER] Completed predict_future for TTD
[2025-12-19T20:33:29.067491] [INFO ] [sig       ] TTD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:29.204505] [INFO ] [LOCAL     ] Saved forecast: TTD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TTD.txt
[2025-12-19T20:33:29.204682] [INFO ] [sig       ] [3214/3561] Completed TTD in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-19T20:33:29.204722] [INFO ] [sig       ] [3215/3561] Forecasting TTE...
[2025-12-19T20:33:29.204752] [INFO ] [sig       ] Generating forecast for: TTE
[2025-12-19T20:33:29.204782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-12-19T20:33:29.215850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2025-12-19T20:33:29.216222] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-12-19T20:33:29.216985] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-12-19T20:33:29.217035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:29.217067] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:29.217093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:29.217150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:29.272745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:29.273565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:29.273664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:29.273696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:29.395090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:29.395240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:29.395277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:29.395305] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:29.398591] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=11.02%)
[2025-12-19T20:33:29.398864] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-12-19T20:33:29.398984] [INFO ] [sig       ] TTE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:29.535052] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TTE.txt
[2025-12-19T20:33:29.535169] [INFO ] [sig       ] [3215/3561] Completed TTE in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-19T20:33:29.535206] [INFO ] [sig       ] [3216/3561] Forecasting TTEC...
[2025-12-19T20:33:29.535243] [INFO ] [sig       ] Generating forecast for: TTEC
[2025-12-19T20:33:29.535273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2025-12-19T20:33:29.546671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2025-12-19T20:33:29.546979] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2025-12-19T20:33:29.547729] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2025-12-19T20:33:29.547779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:29.547810] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:29.547836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:29.547893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:29.603484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:29.604063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:29.604137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:29.604168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:29.719856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:29.720006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:29.720044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:29.720072] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:29.723293] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: DOWN (p=14.71%)
[2025-12-19T20:33:29.723553] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2025-12-19T20:33:29.723688] [INFO ] [sig       ] TTEC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:29.861243] [INFO ] [LOCAL     ] Saved forecast: TTEC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TTEC.txt
[2025-12-19T20:33:29.861401] [INFO ] [sig       ] [3216/3561] Completed TTEC in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-19T20:33:29.861441] [INFO ] [sig       ] [3217/3561] Forecasting TTEK...
[2025-12-19T20:33:29.861472] [INFO ] [sig       ] Generating forecast for: TTEK
[2025-12-19T20:33:29.861502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2025-12-19T20:33:29.873296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2025-12-19T20:33:29.873675] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2025-12-19T20:33:29.874425] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2025-12-19T20:33:29.874476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:29.874507] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:29.874533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:29.874611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:29.929848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:29.930492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:29.930570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:29.930621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:30.052752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:30.052898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:30.052935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:30.052964] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:30.056494] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: UP (p=77.40%)
[2025-12-19T20:33:30.056795] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2025-12-19T20:33:30.056932] [INFO ] [sig       ] TTEK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:30.194726] [INFO ] [LOCAL     ] Saved forecast: TTEK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TTEK.txt
[2025-12-19T20:33:30.194858] [INFO ] [sig       ] [3217/3561] Completed TTEK in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-19T20:33:30.194896] [INFO ] [sig       ] [3218/3561] Forecasting TTI...
[2025-12-19T20:33:30.194925] [INFO ] [sig       ] Generating forecast for: TTI
[2025-12-19T20:33:30.194956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-12-19T20:33:30.205820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2025-12-19T20:33:30.206148] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-12-19T20:33:30.206937] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-12-19T20:33:30.206987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:30.207019] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:30.207046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:30.207101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:30.264219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:30.265039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:30.265155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:30.265189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:30.389060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:30.389216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:30.389256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:30.389284] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:30.392590] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=81.12%)
[2025-12-19T20:33:30.392854] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-12-19T20:33:30.392974] [INFO ] [sig       ] TTI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:30.529766] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TTI.txt
[2025-12-19T20:33:30.529896] [INFO ] [sig       ] [3218/3561] Completed TTI in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-19T20:33:30.529934] [INFO ] [sig       ] [3219/3561] Forecasting TTMI...
[2025-12-19T20:33:30.529964] [INFO ] [sig       ] Generating forecast for: TTMI
[2025-12-19T20:33:30.529995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2025-12-19T20:33:30.540960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2025-12-19T20:33:30.541288] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2025-12-19T20:33:30.542058] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2025-12-19T20:33:30.542110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:30.542142] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:30.542169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:30.542226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:30.598099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:30.598795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:30.598873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:30.598905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:30.714912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:30.715084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:30.715122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:30.715170] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:30.718729] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: DOWN (p=6.49%)
[2025-12-19T20:33:30.719075] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2025-12-19T20:33:30.719209] [INFO ] [sig       ] TTMI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:30.856736] [INFO ] [LOCAL     ] Saved forecast: TTMI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TTMI.txt
[2025-12-19T20:33:30.856871] [INFO ] [sig       ] [3219/3561] Completed TTMI in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-19T20:33:30.856911] [INFO ] [sig       ] [3220/3561] Forecasting TTSH...
[2025-12-19T20:33:30.856941] [INFO ] [sig       ] Generating forecast for: TTSH
[2025-12-19T20:33:30.856973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'.
[2025-12-19T20:33:30.867609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTSH'.
[2025-12-19T20:33:30.867932] [INFO ] [FORECASTER] Starting predict_future for TTSH
[2025-12-19T20:33:30.868708] [DEBUG] [LOCAL     ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt
[2025-12-19T20:33:30.868760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:30.868792] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:30.868820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:30.868877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:30.924560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:30.925165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:30.925243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:30.925275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:31.040470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:31.040646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:31.040686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:31.040715] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:31.043979] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: DOWN (p=47.08%)
[2025-12-19T20:33:31.044248] [INFO ] [FORECASTER] Completed predict_future for TTSH
[2025-12-19T20:33:31.044375] [INFO ] [sig       ] TTSH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:31.181494] [INFO ] [LOCAL     ] Saved forecast: TTSH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TTSH.txt
[2025-12-19T20:33:31.181637] [INFO ] [sig       ] [3220/3561] Completed TTSH in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-19T20:33:31.181677] [INFO ] [sig       ] [3221/3561] Forecasting TTWO...
[2025-12-19T20:33:31.181708] [INFO ] [sig       ] Generating forecast for: TTWO
[2025-12-19T20:33:31.181738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2025-12-19T20:33:31.193040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2025-12-19T20:33:31.193378] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2025-12-19T20:33:31.194185] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2025-12-19T20:33:31.194238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:31.194271] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:31.194299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:31.194355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:31.250199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:31.250938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:31.251021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:31.251074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:31.366800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:31.366953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:31.366991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:31.367021] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:31.370339] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: DOWN (p=3.55%)
[2025-12-19T20:33:31.370628] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2025-12-19T20:33:31.370748] [INFO ] [sig       ] TTWO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:31.509305] [INFO ] [LOCAL     ] Saved forecast: TTWO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TTWO.txt
[2025-12-19T20:33:31.509462] [INFO ] [sig       ] [3221/3561] Completed TTWO in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-19T20:33:31.509502] [INFO ] [sig       ] [3222/3561] Forecasting TUGN...
[2025-12-19T20:33:31.509532] [INFO ] [sig       ] Generating forecast for: TUGN
[2025-12-19T20:33:31.509562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2025-12-19T20:33:31.519762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2025-12-19T20:33:31.520096] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2025-12-19T20:33:31.520864] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2025-12-19T20:33:31.520915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:31.520947] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:31.520973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:31.521029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:31.576974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:31.577733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:31.577812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:31.577844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:31.680221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:31.680376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:31.680415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:31.680444] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:31.683747] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: UP (p=69.45%)
[2025-12-19T20:33:31.684013] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2025-12-19T20:33:31.684134] [INFO ] [sig       ] TUGN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:31.825116] [INFO ] [LOCAL     ] Saved forecast: TUGN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TUGN.txt
[2025-12-19T20:33:31.825274] [INFO ] [sig       ] [3222/3561] Completed TUGN in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-19T20:33:31.825313] [INFO ] [sig       ] [3223/3561] Forecasting TUSK...
[2025-12-19T20:33:31.825343] [INFO ] [sig       ] Generating forecast for: TUSK
[2025-12-19T20:33:31.825373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2025-12-19T20:33:31.835925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2025-12-19T20:33:31.836252] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2025-12-19T20:33:31.837017] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2025-12-19T20:33:31.837068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:31.837099] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:31.837139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:31.837196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:31.896084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:31.896995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:31.897108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:31.897144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:32.014091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:32.014245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:32.014284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:32.014312] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:32.017606] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: DOWN (p=29.27%)
[2025-12-19T20:33:32.017872] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2025-12-19T20:33:32.017990] [INFO ] [sig       ] TUSK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:32.155474] [INFO ] [LOCAL     ] Saved forecast: TUSK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TUSK.txt
[2025-12-19T20:33:32.155622] [INFO ] [sig       ] [3223/3561] Completed TUSK in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-19T20:33:32.155662] [INFO ] [sig       ] [3224/3561] Forecasting TVC...
[2025-12-19T20:33:32.155692] [INFO ] [sig       ] Generating forecast for: TVC
[2025-12-19T20:33:32.155722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-12-19T20:33:32.166924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2025-12-19T20:33:32.167257] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-12-19T20:33:32.168205] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-12-19T20:33:32.168255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:32.168287] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:32.168314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:32.168369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:32.225341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:32.225978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:32.226055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:32.226086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:32.329942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:32.330091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:32.330129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:32.330159] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:32.333448] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2025-12-19T20:33:32.333747] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-12-19T20:33:32.333876] [INFO ] [sig       ] TVC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:32.471445] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TVC.txt
[2025-12-19T20:33:32.471600] [INFO ] [sig       ] [3224/3561] Completed TVC in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-19T20:33:32.471642] [INFO ] [sig       ] [3225/3561] Forecasting TVE...
[2025-12-19T20:33:32.471672] [INFO ] [sig       ] Generating forecast for: TVE
[2025-12-19T20:33:32.471703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-12-19T20:33:32.482806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2025-12-19T20:33:32.483117] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-12-19T20:33:32.483880] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-12-19T20:33:32.483931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:32.483986] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:32.484015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:32.484071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:32.541528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:32.542403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:32.542490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:32.542524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:32.644802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:32.644945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:32.644987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:32.645027] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:32.648360] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=6.22%)
[2025-12-19T20:33:32.648645] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-12-19T20:33:32.648792] [INFO ] [sig       ] TVE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:32.786862] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TVE.txt
[2025-12-19T20:33:32.787019] [INFO ] [sig       ] [3225/3561] Completed TVE in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-19T20:33:32.787059] [INFO ] [sig       ] [3226/3561] Forecasting TVTX...
[2025-12-19T20:33:32.787088] [INFO ] [sig       ] Generating forecast for: TVTX
[2025-12-19T20:33:32.787120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2025-12-19T20:33:32.798562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2025-12-19T20:33:32.798997] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2025-12-19T20:33:32.799820] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2025-12-19T20:33:32.799881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:32.799920] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:32.799955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:32.800016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:32.859569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:32.860448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:32.860535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:32.860569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:32.981349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:32.981506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:32.981545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:32.981592] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:32.984941] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: UP (p=88.26%)
[2025-12-19T20:33:32.985211] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2025-12-19T20:33:32.985337] [INFO ] [sig       ] TVTX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:33.125039] [INFO ] [LOCAL     ] Saved forecast: TVTX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TVTX.txt
[2025-12-19T20:33:33.125184] [INFO ] [sig       ] [3226/3561] Completed TVTX in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-19T20:33:33.125223] [INFO ] [sig       ] [3227/3561] Forecasting TWFG...
[2025-12-19T20:33:33.125253] [INFO ] [sig       ] Generating forecast for: TWFG
[2025-12-19T20:33:33.125289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2025-12-19T20:33:33.136596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2025-12-19T20:33:33.136960] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2025-12-19T20:33:33.137802] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2025-12-19T20:33:33.137854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:33.137887] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:33.137914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:33.137972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:33.195770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:33.196506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:33.196607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:33.196643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:33.332990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:33.333145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:33.333184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:33.333212] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:33.336537] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-12-19T20:33:33.336825] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2025-12-19T20:33:33.336948] [INFO ] [sig       ] TWFG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:33.482960] [INFO ] [LOCAL     ] Saved forecast: TWFG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TWFG.txt
[2025-12-19T20:33:33.483093] [INFO ] [sig       ] [3227/3561] Completed TWFG in 0.4s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-19T20:33:33.483131] [INFO ] [sig       ] [3228/3561] Forecasting TWG...
[2025-12-19T20:33:33.483161] [INFO ] [sig       ] Generating forecast for: TWG
[2025-12-19T20:33:33.483192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2025-12-19T20:33:33.494233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2025-12-19T20:33:33.494555] [INFO ] [FORECASTER] Starting predict_future for TWG
[2025-12-19T20:33:33.495391] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2025-12-19T20:33:33.495443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:33.495476] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:33.495504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:33.495562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:33.555312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:33.555977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:33.556057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:33.556091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:33.672279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:33.672429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:33.672467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:33.672524] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:33.677232] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-12-19T20:33:33.677509] [INFO ] [FORECASTER] Completed predict_future for TWG
[2025-12-19T20:33:33.677820] [INFO ] [sig       ] TWG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:33.816791] [INFO ] [LOCAL     ] Saved forecast: TWG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TWG.txt
[2025-12-19T20:33:33.816941] [INFO ] [sig       ] [3228/3561] Completed TWG in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-19T20:33:33.816980] [INFO ] [sig       ] [3229/3561] Forecasting TWI...
[2025-12-19T20:33:33.817009] [INFO ] [sig       ] Generating forecast for: TWI
[2025-12-19T20:33:33.817040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-12-19T20:33:33.829054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2025-12-19T20:33:33.829377] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-12-19T20:33:33.830130] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-12-19T20:33:33.830180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:33.830211] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:33.830238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:33.830293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:33.886739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:33.887382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:33.887460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:33.887492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:34.004618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:34.004970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:34.005008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:34.005036] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:34.008337] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: UP (p=79.13%)
[2025-12-19T20:33:34.008628] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-12-19T20:33:34.008972] [INFO ] [sig       ] TWI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:34.150329] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TWI.txt
[2025-12-19T20:33:34.150454] [INFO ] [sig       ] [3229/3561] Completed TWI in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-19T20:33:34.150491] [INFO ] [sig       ] [3230/3561] Forecasting TWIN...
[2025-12-19T20:33:34.150521] [INFO ] [sig       ] Generating forecast for: TWIN
[2025-12-19T20:33:34.150550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2025-12-19T20:33:34.162341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2025-12-19T20:33:34.162689] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2025-12-19T20:33:34.163459] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2025-12-19T20:33:34.163511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:34.163543] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:34.163570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:34.163663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:34.223945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:34.224553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:34.224647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:34.224680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:34.340335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:34.340458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:34.340493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:34.340521] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:34.343720] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: DOWN (p=22.09%)
[2025-12-19T20:33:34.343979] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2025-12-19T20:33:34.344096] [INFO ] [sig       ] TWIN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:34.487862] [INFO ] [LOCAL     ] Saved forecast: TWIN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TWIN.txt
[2025-12-19T20:33:34.488021] [INFO ] [sig       ] [3230/3561] Completed TWIN in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-19T20:33:34.488061] [INFO ] [sig       ] [3231/3561] Forecasting TWLO...
[2025-12-19T20:33:34.488090] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-12-19T20:33:34.488122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-12-19T20:33:34.500312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2025-12-19T20:33:34.500724] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-12-19T20:33:34.501804] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-12-19T20:33:34.501858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:34.501891] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:34.501919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:34.501976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:34.561721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:34.562376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:34.562456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:34.562490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:34.684256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:34.684391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:34.684433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:34.684461] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:34.687718] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: UP (p=52.06%)
[2025-12-19T20:33:34.687983] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-12-19T20:33:34.688103] [INFO ] [sig       ] TWLO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:34.823473] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TWLO.txt
[2025-12-19T20:33:34.823591] [INFO ] [sig       ] [3231/3561] Completed TWLO in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-19T20:33:34.823630] [INFO ] [sig       ] [3232/3561] Forecasting TWO...
[2025-12-19T20:33:34.823659] [INFO ] [sig       ] Generating forecast for: TWO
[2025-12-19T20:33:34.823687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-12-19T20:33:34.838021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2025-12-19T20:33:34.838391] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-12-19T20:33:34.839211] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-12-19T20:33:34.839261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:34.839292] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:34.839319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:34.839374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:34.895312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:34.896337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:34.896423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:34.896456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:35.020855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:35.021036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:35.021076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:35.021105] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:35.024531] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=69.99%)
[2025-12-19T20:33:35.024832] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-12-19T20:33:35.024953] [INFO ] [sig       ] TWO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:35.163800] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TWO.txt
[2025-12-19T20:33:35.163964] [INFO ] [sig       ] [3232/3561] Completed TWO in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-19T20:33:35.164006] [INFO ] [sig       ] [3233/3561] Forecasting TX...
[2025-12-19T20:33:35.164037] [INFO ] [sig       ] Generating forecast for: TX
[2025-12-19T20:33:35.164067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-12-19T20:33:35.175704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2025-12-19T20:33:35.176060] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-12-19T20:33:35.176822] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-12-19T20:33:35.176874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:35.176905] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:35.176932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:35.176988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:35.232837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:35.233636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:35.233737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:35.233771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:35.353445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:35.353617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:35.353657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:35.353686] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:35.357006] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: DOWN (p=13.14%)
[2025-12-19T20:33:35.357272] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-12-19T20:33:35.357389] [INFO ] [sig       ] TX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:35.493988] [INFO ] [LOCAL     ] Saved forecast: TX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TX.txt
[2025-12-19T20:33:35.494126] [INFO ] [sig       ] [3233/3561] Completed TX in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-19T20:33:35.494163] [INFO ] [sig       ] [3234/3561] Forecasting TXG...
[2025-12-19T20:33:35.494192] [INFO ] [sig       ] Generating forecast for: TXG
[2025-12-19T20:33:35.494222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2025-12-19T20:33:35.505683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2025-12-19T20:33:35.506007] [INFO ] [FORECASTER] Starting predict_future for TXG
[2025-12-19T20:33:35.506769] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2025-12-19T20:33:35.506821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:35.506852] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:35.506878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:35.506934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:35.562962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:35.563808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:35.563888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:35.563919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:35.679754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:35.679913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:35.679951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:35.679979] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:35.683260] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: DOWN (p=10.18%)
[2025-12-19T20:33:35.683526] [INFO ] [FORECASTER] Completed predict_future for TXG
[2025-12-19T20:33:35.683661] [INFO ] [sig       ] TXG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:35.821793] [INFO ] [LOCAL     ] Saved forecast: TXG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TXG.txt
[2025-12-19T20:33:35.821921] [INFO ] [sig       ] [3234/3561] Completed TXG in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-19T20:33:35.821959] [INFO ] [sig       ] [3235/3561] Forecasting TXMD...
[2025-12-19T20:33:35.821987] [INFO ] [sig       ] Generating forecast for: TXMD
[2025-12-19T20:33:35.822017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2025-12-19T20:33:35.833280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2025-12-19T20:33:35.833661] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2025-12-19T20:33:35.834411] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2025-12-19T20:33:35.834463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:35.834496] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:35.834525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:35.834607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:35.891197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:35.891953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:35.892032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:35.892096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:36.004757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:36.004920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:36.004959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:36.004988] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:36.008333] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: DOWN (p=5.03%)
[2025-12-19T20:33:36.008622] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2025-12-19T20:33:36.008769] [INFO ] [sig       ] TXMD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:36.147245] [INFO ] [LOCAL     ] Saved forecast: TXMD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TXMD.txt
[2025-12-19T20:33:36.147373] [INFO ] [sig       ] [3235/3561] Completed TXMD in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-19T20:33:36.147410] [INFO ] [sig       ] [3236/3561] Forecasting TXN...
[2025-12-19T20:33:36.147438] [INFO ] [sig       ] Generating forecast for: TXN
[2025-12-19T20:33:36.147470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2025-12-19T20:33:36.159067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2025-12-19T20:33:36.159406] [INFO ] [FORECASTER] Starting predict_future for TXN
[2025-12-19T20:33:36.160193] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2025-12-19T20:33:36.160245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:36.160289] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:36.160318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:36.160380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:36.218532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:36.219349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:36.219432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:36.219465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:36.346252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:36.346400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:36.346440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:36.346470] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:36.349848] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: UP (p=96.62%)
[2025-12-19T20:33:36.350113] [INFO ] [FORECASTER] Completed predict_future for TXN
[2025-12-19T20:33:36.350232] [INFO ] [sig       ] TXN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:36.492189] [INFO ] [LOCAL     ] Saved forecast: TXN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TXN.txt
[2025-12-19T20:33:36.492354] [INFO ] [sig       ] [3236/3561] Completed TXN in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-19T20:33:36.492394] [INFO ] [sig       ] [3237/3561] Forecasting TXO...
[2025-12-19T20:33:36.492423] [INFO ] [sig       ] Generating forecast for: TXO
[2025-12-19T20:33:36.492456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-12-19T20:33:36.504804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2025-12-19T20:33:36.505146] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-12-19T20:33:36.505962] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-12-19T20:33:36.506016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:36.506049] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:36.506078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:36.506136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:36.564720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:36.565319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:36.565395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:36.565429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:36.684339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:36.684497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:36.684536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:36.684564] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:36.687949] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=15.04%)
[2025-12-19T20:33:36.688217] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-12-19T20:33:36.688338] [INFO ] [sig       ] TXO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:36.825710] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TXO.txt
[2025-12-19T20:33:36.825838] [INFO ] [sig       ] [3237/3561] Completed TXO in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-19T20:33:36.825876] [INFO ] [sig       ] [3238/3561] Forecasting TXRH...
[2025-12-19T20:33:36.825905] [INFO ] [sig       ] Generating forecast for: TXRH
[2025-12-19T20:33:36.825934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2025-12-19T20:33:36.837282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2025-12-19T20:33:36.837663] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2025-12-19T20:33:36.838421] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2025-12-19T20:33:36.838472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:36.838503] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:36.838530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:36.838609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:36.893802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:36.894402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:36.894479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:36.894511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:37.011268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:37.011428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:37.011466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:37.011495] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:37.014847] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: DOWN (p=26.65%)
[2025-12-19T20:33:37.015136] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2025-12-19T20:33:37.015259] [INFO ] [sig       ] TXRH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:37.155899] [INFO ] [LOCAL     ] Saved forecast: TXRH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TXRH.txt
[2025-12-19T20:33:37.156058] [INFO ] [sig       ] [3238/3561] Completed TXRH in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-19T20:33:37.156097] [INFO ] [sig       ] [3239/3561] Forecasting TY...
[2025-12-19T20:33:37.156126] [INFO ] [sig       ] Generating forecast for: TY
[2025-12-19T20:33:37.156157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-12-19T20:33:37.167174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2025-12-19T20:33:37.167526] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-12-19T20:33:37.168391] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-12-19T20:33:37.168445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:37.168478] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:37.168507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:37.168564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:37.227164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:37.227805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:37.227882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:37.227915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:37.345103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:37.345227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:37.345263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:37.345291] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:37.348452] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: DOWN (p=16.25%)
[2025-12-19T20:33:37.348768] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-12-19T20:33:37.348891] [INFO ] [sig       ] TY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:37.490751] [INFO ] [LOCAL     ] Saved forecast: TY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TY.txt
[2025-12-19T20:33:37.490905] [INFO ] [sig       ] [3239/3561] Completed TY in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-19T20:33:37.490951] [INFO ] [sig       ] [3240/3561] Forecasting TYG...
[2025-12-19T20:33:37.490983] [INFO ] [sig       ] Generating forecast for: TYG
[2025-12-19T20:33:37.491015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-12-19T20:33:37.502506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2025-12-19T20:33:37.502916] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-12-19T20:33:37.503796] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-12-19T20:33:37.503850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:37.503882] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:37.503910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:37.503967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:37.562507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:37.563378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:37.563470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:37.563503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:37.682530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:37.682701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:37.682740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:37.682769] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:37.686058] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=33.90%)
[2025-12-19T20:33:37.686323] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-12-19T20:33:37.686441] [INFO ] [sig       ] TYG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:37.826286] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TYG.txt
[2025-12-19T20:33:37.826436] [INFO ] [sig       ] [3240/3561] Completed TYG in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-19T20:33:37.826476] [INFO ] [sig       ] [3241/3561] Forecasting TYGO...
[2025-12-19T20:33:37.826506] [INFO ] [sig       ] Generating forecast for: TYGO
[2025-12-19T20:33:37.826535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2025-12-19T20:33:37.838471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2025-12-19T20:33:37.838858] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2025-12-19T20:33:37.839693] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2025-12-19T20:33:37.839746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:37.839779] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:37.839806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:37.839864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:37.898333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:37.898996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:37.899081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:37.899115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:38.012358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:38.012508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:38.012546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:38.012595] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:38.015858] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: UP (p=89.05%)
[2025-12-19T20:33:38.016121] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2025-12-19T20:33:38.016285] [INFO ] [sig       ] TYGO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:38.154203] [INFO ] [LOCAL     ] Saved forecast: TYGO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TYGO.txt
[2025-12-19T20:33:38.154360] [INFO ] [sig       ] [3241/3561] Completed TYGO in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-19T20:33:38.154401] [INFO ] [sig       ] [3242/3561] Forecasting TYL...
[2025-12-19T20:33:38.154432] [INFO ] [sig       ] Generating forecast for: TYL
[2025-12-19T20:33:38.154462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-12-19T20:33:38.165607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2025-12-19T20:33:38.165954] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-12-19T20:33:38.166725] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-12-19T20:33:38.166776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:38.166847] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:38.166877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:38.166933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:38.223519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:38.224358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:38.224440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:38.224472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:38.347043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:38.347204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:38.347242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:38.347270] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:38.350629] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: DOWN (p=2.75%)
[2025-12-19T20:33:38.350893] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-12-19T20:33:38.351013] [INFO ] [sig       ] TYL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:38.487762] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/TYL.txt
[2025-12-19T20:33:38.487872] [INFO ] [sig       ] [3242/3561] Completed TYL in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-19T20:33:38.487910] [INFO ] [sig       ] [3243/3561] Forecasting TYRA...
[2025-12-19T20:33:38.487939] [INFO ] [sig       ] Generating forecast for: TYRA
[2025-12-19T20:33:38.487967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2025-12-19T20:33:38.499944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2025-12-19T20:33:38.500263] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2025-12-19T20:33:38.501020] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2025-12-19T20:33:38.501070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:38.501101] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:38.501126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:38.501182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:38.556895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:38.557590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:38.557667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:38.557698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:38.679050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:38.679192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:38.679229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:38.679276] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:38.682535] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: UP (p=93.29%)
[2025-12-19T20:33:38.682815] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2025-12-19T20:33:38.682931] [INFO ] [sig       ] TYRA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:38.820679] [INFO ] [LOCAL     ] Saved forecast: TYRA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TYRA.txt
[2025-12-19T20:33:38.820831] [INFO ] [sig       ] [3243/3561] Completed TYRA in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-19T20:33:38.820870] [INFO ] [sig       ] [3244/3561] Forecasting TZOO...
[2025-12-19T20:33:38.820899] [INFO ] [sig       ] Generating forecast for: TZOO
[2025-12-19T20:33:38.820929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2025-12-19T20:33:38.832425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2025-12-19T20:33:38.832808] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2025-12-19T20:33:38.833554] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2025-12-19T20:33:38.833627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:38.833660] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:38.833687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:38.833743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:38.889394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:38.890264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:38.890344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:38.890377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:39.011613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:39.011762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:39.011799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:39.011827] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:39.015102] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: UP (p=85.42%)
[2025-12-19T20:33:39.015366] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2025-12-19T20:33:39.015483] [INFO ] [sig       ] TZOO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:39.151806] [INFO ] [LOCAL     ] Saved forecast: TZOO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/TZOO.txt
[2025-12-19T20:33:39.151915] [INFO ] [sig       ] [3244/3561] Completed TZOO in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-19T20:33:39.151952] [INFO ] [sig       ] [3245/3561] Forecasting UAA...
[2025-12-19T20:33:39.151981] [INFO ] [sig       ] Generating forecast for: UAA
[2025-12-19T20:33:39.152011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-12-19T20:33:39.162829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2025-12-19T20:33:39.163139] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-12-19T20:33:39.163893] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-12-19T20:33:39.163943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:39.163974] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:39.164000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:39.164055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:39.219471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:39.220069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:39.220159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:39.220191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:39.337069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:39.337230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:39.337269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:39.337335] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:39.340765] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: UP (p=89.02%)
[2025-12-19T20:33:39.341064] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-12-19T20:33:39.341191] [INFO ] [sig       ] UAA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:39.478490] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UAA.txt
[2025-12-19T20:33:39.478682] [INFO ] [sig       ] [3245/3561] Completed UAA in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-19T20:33:39.478725] [INFO ] [sig       ] [3246/3561] Forecasting UAE...
[2025-12-19T20:33:39.478755] [INFO ] [sig       ] Generating forecast for: UAE
[2025-12-19T20:33:39.478785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2025-12-19T20:33:39.490123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2025-12-19T20:33:39.490429] [INFO ] [FORECASTER] Starting predict_future for UAE
[2025-12-19T20:33:39.491197] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2025-12-19T20:33:39.491250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:39.491281] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:39.491308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:39.491363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:39.548000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:39.548645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:39.548743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:39.548775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:39.673526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:39.673698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:39.673737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:39.673765] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:39.677057] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: UP (p=82.14%)
[2025-12-19T20:33:39.677328] [INFO ] [FORECASTER] Completed predict_future for UAE
[2025-12-19T20:33:39.677447] [INFO ] [sig       ] UAE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:39.815436] [INFO ] [LOCAL     ] Saved forecast: UAE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UAE.txt
[2025-12-19T20:33:39.815544] [INFO ] [sig       ] [3246/3561] Completed UAE in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-19T20:33:39.815597] [INFO ] [sig       ] [3247/3561] Forecasting UAL...
[2025-12-19T20:33:39.815628] [INFO ] [sig       ] Generating forecast for: UAL
[2025-12-19T20:33:39.815658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2025-12-19T20:33:39.826685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2025-12-19T20:33:39.826999] [INFO ] [FORECASTER] Starting predict_future for UAL
[2025-12-19T20:33:39.827760] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2025-12-19T20:33:39.827811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:39.827842] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:39.827882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:39.827940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:39.885644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:39.886461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:39.886545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:39.886595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:40.006122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:40.006285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:40.006323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:40.006352] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:40.009783] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: UP (p=95.28%)
[2025-12-19T20:33:40.010086] [INFO ] [FORECASTER] Completed predict_future for UAL
[2025-12-19T20:33:40.010213] [INFO ] [sig       ] UAL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:40.149073] [INFO ] [LOCAL     ] Saved forecast: UAL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UAL.txt
[2025-12-19T20:33:40.149211] [INFO ] [sig       ] [3247/3561] Completed UAL in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-19T20:33:40.149250] [INFO ] [sig       ] [3248/3561] Forecasting UBFO...
[2025-12-19T20:33:40.149279] [INFO ] [sig       ] Generating forecast for: UBFO
[2025-12-19T20:33:40.149310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2025-12-19T20:33:40.160224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2025-12-19T20:33:40.160528] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2025-12-19T20:33:40.161275] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2025-12-19T20:33:40.161325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:40.161356] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:40.161382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:40.161437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:40.217630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:40.218204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:40.218280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:40.218312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:40.337337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:40.337464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:40.337503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:40.337531] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:40.340865] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: UP (p=85.35%)
[2025-12-19T20:33:40.341136] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2025-12-19T20:33:40.341255] [INFO ] [sig       ] UBFO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:40.486688] [INFO ] [LOCAL     ] Saved forecast: UBFO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UBFO.txt
[2025-12-19T20:33:40.486845] [INFO ] [sig       ] [3248/3561] Completed UBFO in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-19T20:33:40.486884] [INFO ] [sig       ] [3249/3561] Forecasting UBND...
[2025-12-19T20:33:40.486914] [INFO ] [sig       ] Generating forecast for: UBND
[2025-12-19T20:33:40.486946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2025-12-19T20:33:40.498872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2025-12-19T20:33:40.499245] [INFO ] [FORECASTER] Starting predict_future for UBND
[2025-12-19T20:33:40.500052] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2025-12-19T20:33:40.500105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:40.500137] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:40.500164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:40.500221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:40.558871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:40.559762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:40.559845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:40.559879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:40.683068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:40.683222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:40.683262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:40.683291] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:40.686722] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: UP (p=72.79%)
[2025-12-19T20:33:40.686994] [INFO ] [FORECASTER] Completed predict_future for UBND
[2025-12-19T20:33:40.687117] [INFO ] [sig       ] UBND: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:40.832279] [INFO ] [LOCAL     ] Saved forecast: UBND	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UBND.txt
[2025-12-19T20:33:40.832397] [INFO ] [sig       ] [3249/3561] Completed UBND in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-19T20:33:40.832435] [INFO ] [sig       ] [3250/3561] Forecasting UBRL...
[2025-12-19T20:33:40.832465] [INFO ] [sig       ] Generating forecast for: UBRL
[2025-12-19T20:33:40.832495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2025-12-19T20:33:40.843890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2025-12-19T20:33:40.844206] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2025-12-19T20:33:40.845001] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2025-12-19T20:33:40.845054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:40.845087] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:40.845115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:40.845173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:40.903655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:40.904287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:40.904365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:40.904398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:41.032008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:41.032229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:41.032270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:41.032300] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:41.035940] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: UP (p=90.77%)
[2025-12-19T20:33:41.036233] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2025-12-19T20:33:41.036360] [INFO ] [sig       ] UBRL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:41.179264] [INFO ] [LOCAL     ] Saved forecast: UBRL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UBRL.txt
[2025-12-19T20:33:41.179421] [INFO ] [sig       ] [3250/3561] Completed UBRL in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-19T20:33:41.179460] [INFO ] [sig       ] [3251/3561] Forecasting UBS...
[2025-12-19T20:33:41.179491] [INFO ] [sig       ] Generating forecast for: UBS
[2025-12-19T20:33:41.179537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-12-19T20:33:41.319975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2025-12-19T20:33:41.320335] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-12-19T20:33:41.321118] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-12-19T20:33:41.321169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:41.321200] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:41.321227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:41.321282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:41.376126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:41.376737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:41.376813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:41.376845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:41.497647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:41.497789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:41.497828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:41.497856] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:41.501140] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: DOWN (p=34.39%)
[2025-12-19T20:33:41.501407] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-12-19T20:33:41.501525] [INFO ] [sig       ] UBS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:41.639539] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UBS.txt
[2025-12-19T20:33:41.639758] [INFO ] [sig       ] [3251/3561] Completed UBS in 0.5s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-19T20:33:41.639822] [INFO ] [sig       ] [3252/3561] Forecasting UBSI...
[2025-12-19T20:33:41.639870] [INFO ] [sig       ] Generating forecast for: UBSI
[2025-12-19T20:33:41.639916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2025-12-19T20:33:41.652687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2025-12-19T20:33:41.652976] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2025-12-19T20:33:41.653804] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2025-12-19T20:33:41.653856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:41.653889] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:41.653917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:41.653974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:41.712324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:41.713043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:41.713157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:41.713203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:41.831487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:41.831644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:41.831684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:41.831712] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:41.835157] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: UP (p=72.79%)
[2025-12-19T20:33:41.835419] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2025-12-19T20:33:41.835534] [INFO ] [sig       ] UBSI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:41.982125] [INFO ] [LOCAL     ] Saved forecast: UBSI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UBSI.txt
[2025-12-19T20:33:41.982281] [INFO ] [sig       ] [3252/3561] Completed UBSI in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-19T20:33:41.982320] [INFO ] [sig       ] [3253/3561] Forecasting UDMY...
[2025-12-19T20:33:41.982350] [INFO ] [sig       ] Generating forecast for: UDMY
[2025-12-19T20:33:41.982381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2025-12-19T20:33:41.994595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2025-12-19T20:33:41.994995] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2025-12-19T20:33:41.995842] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2025-12-19T20:33:41.996055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:41.996087] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:41.996115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:41.996173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:42.055367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:42.056207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:42.056289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:42.056323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:42.174521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:42.174703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:42.174746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:42.174775] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:42.178127] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: DOWN (p=43.84%)
[2025-12-19T20:33:42.178397] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2025-12-19T20:33:42.178523] [INFO ] [sig       ] UDMY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:42.318914] [INFO ] [LOCAL     ] Saved forecast: UDMY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UDMY.txt
[2025-12-19T20:33:42.319044] [INFO ] [sig       ] [3253/3561] Completed UDMY in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-19T20:33:42.319085] [INFO ] [sig       ] [3254/3561] Forecasting UE...
[2025-12-19T20:33:42.319117] [INFO ] [sig       ] Generating forecast for: UE
[2025-12-19T20:33:42.319149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-12-19T20:33:42.330505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2025-12-19T20:33:42.330876] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-12-19T20:33:42.331649] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-12-19T20:33:42.331701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:42.331733] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:42.331759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:42.331815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:42.388961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:42.389567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:42.389665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:42.389698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:42.505994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:42.506146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:42.506183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:42.506211] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:42.509618] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=80.39%)
[2025-12-19T20:33:42.509897] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-12-19T20:33:42.510025] [INFO ] [sig       ] UE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:42.649315] [INFO ] [LOCAL     ] Saved forecast: UE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UE.txt
[2025-12-19T20:33:42.649452] [INFO ] [sig       ] [3254/3561] Completed UE in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-19T20:33:42.649492] [INFO ] [sig       ] [3255/3561] Forecasting UEIC...
[2025-12-19T20:33:42.649524] [INFO ] [sig       ] Generating forecast for: UEIC
[2025-12-19T20:33:42.649555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2025-12-19T20:33:42.661545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2025-12-19T20:33:42.662011] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2025-12-19T20:33:42.662872] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2025-12-19T20:33:42.662926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:42.662958] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:42.662984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:42.663041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:42.718756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:42.719699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:42.719823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:42.719857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:42.838812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:42.838974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:42.839013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:42.839042] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:42.842402] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2025-12-19T20:33:42.842695] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2025-12-19T20:33:42.842816] [INFO ] [sig       ] UEIC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:42.980063] [INFO ] [LOCAL     ] Saved forecast: UEIC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UEIC.txt
[2025-12-19T20:33:42.980230] [INFO ] [sig       ] [3255/3561] Completed UEIC in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-19T20:33:42.980270] [INFO ] [sig       ] [3256/3561] Forecasting UFCS...
[2025-12-19T20:33:42.980301] [INFO ] [sig       ] Generating forecast for: UFCS
[2025-12-19T20:33:42.980331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2025-12-19T20:33:42.991209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2025-12-19T20:33:42.991556] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2025-12-19T20:33:42.992345] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2025-12-19T20:33:42.992396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:42.992429] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:42.992455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:42.992511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:43.048694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:43.049461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:43.049545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:43.049598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:43.168457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:43.168627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:43.168680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:43.168712] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:43.171998] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: UP (p=52.53%)
[2025-12-19T20:33:43.172266] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2025-12-19T20:33:43.172385] [INFO ] [sig       ] UFCS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:43.313308] [INFO ] [LOCAL     ] Saved forecast: UFCS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UFCS.txt
[2025-12-19T20:33:43.313436] [INFO ] [sig       ] [3256/3561] Completed UFCS in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-19T20:33:43.313474] [INFO ] [sig       ] [3257/3561] Forecasting UFI...
[2025-12-19T20:33:43.313503] [INFO ] [sig       ] Generating forecast for: UFI
[2025-12-19T20:33:43.313533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-12-19T20:33:43.324903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2025-12-19T20:33:43.325294] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-12-19T20:33:43.326077] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-12-19T20:33:43.326129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:43.326161] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:43.326188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:43.326244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:43.383649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:43.384482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:43.384563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:43.384615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:43.505515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:43.505679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:43.505717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:43.505745] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:43.509078] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=37.25%)
[2025-12-19T20:33:43.509341] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-12-19T20:33:43.509457] [INFO ] [sig       ] UFI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:43.648497] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UFI.txt
[2025-12-19T20:33:43.648649] [INFO ] [sig       ] [3257/3561] Completed UFI in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-19T20:33:43.648706] [INFO ] [sig       ] [3258/3561] Forecasting UFO...
[2025-12-19T20:33:43.648738] [INFO ] [sig       ] Generating forecast for: UFO
[2025-12-19T20:33:43.648772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2025-12-19T20:33:43.659876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2025-12-19T20:33:43.660220] [INFO ] [FORECASTER] Starting predict_future for UFO
[2025-12-19T20:33:43.660997] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2025-12-19T20:33:43.661048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:43.661080] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:43.661106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:43.661162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:43.717439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:43.718053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:43.718129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:43.718161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:43.837835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:43.837998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:43.838038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:43.838066] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:43.841496] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: UP (p=73.79%)
[2025-12-19T20:33:43.841807] [INFO ] [FORECASTER] Completed predict_future for UFO
[2025-12-19T20:33:43.841929] [INFO ] [sig       ] UFO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:43.978151] [INFO ] [LOCAL     ] Saved forecast: UFO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UFO.txt
[2025-12-19T20:33:43.978311] [INFO ] [sig       ] [3258/3561] Completed UFO in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-19T20:33:43.978350] [INFO ] [sig       ] [3259/3561] Forecasting UFPI...
[2025-12-19T20:33:43.978380] [INFO ] [sig       ] Generating forecast for: UFPI
[2025-12-19T20:33:43.978409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2025-12-19T20:33:43.990052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2025-12-19T20:33:43.990371] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2025-12-19T20:33:43.991135] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2025-12-19T20:33:43.991186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:43.991245] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:43.991272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:43.991328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:44.046761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:44.047413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:44.047491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:44.047523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:44.169311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:44.169473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:44.169517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:44.169546] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:44.173648] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: DOWN (p=3.20%)
[2025-12-19T20:33:44.174141] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2025-12-19T20:33:44.174284] [INFO ] [sig       ] UFPI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:44.316184] [INFO ] [LOCAL     ] Saved forecast: UFPI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UFPI.txt
[2025-12-19T20:33:44.316327] [INFO ] [sig       ] [3259/3561] Completed UFPI in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-19T20:33:44.316368] [INFO ] [sig       ] [3260/3561] Forecasting UGI...
[2025-12-19T20:33:44.316399] [INFO ] [sig       ] Generating forecast for: UGI
[2025-12-19T20:33:44.316438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-12-19T20:33:44.329563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2025-12-19T20:33:44.329971] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-12-19T20:33:44.330873] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-12-19T20:33:44.330940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:44.330974] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:44.331146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:44.331203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:44.389312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:44.390084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:44.390171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:44.390205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:44.510949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:44.511112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:44.511155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:44.511189] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:44.514646] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=28.82%)
[2025-12-19T20:33:44.514936] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-12-19T20:33:44.515065] [INFO ] [sig       ] UGI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:44.660804] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UGI.txt
[2025-12-19T20:33:44.660975] [INFO ] [sig       ] [3260/3561] Completed UGI in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-19T20:33:44.661017] [INFO ] [sig       ] [3261/3561] Forecasting UGP...
[2025-12-19T20:33:44.661048] [INFO ] [sig       ] Generating forecast for: UGP
[2025-12-19T20:33:44.661080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-12-19T20:33:44.673661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2025-12-19T20:33:44.673976] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-12-19T20:33:44.674759] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-12-19T20:33:44.674814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:44.674847] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:44.674873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:44.674933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:44.729812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:44.730405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:44.730481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:44.730513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:44.850241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:44.850385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:44.850423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:44.850450] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:44.853746] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: UP (p=77.36%)
[2025-12-19T20:33:44.854008] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-12-19T20:33:44.854126] [INFO ] [sig       ] UGP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:44.991193] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UGP.txt
[2025-12-19T20:33:44.991343] [INFO ] [sig       ] [3261/3561] Completed UGP in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-19T20:33:44.991381] [INFO ] [sig       ] [3262/3561] Forecasting UHAL...
[2025-12-19T20:33:44.991412] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-12-19T20:33:44.991443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-12-19T20:33:45.002758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2025-12-19T20:33:45.003125] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-12-19T20:33:45.004027] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-12-19T20:33:45.004086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:45.004125] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:45.004158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:45.004225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:45.059998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:45.060611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:45.060689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:45.060721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:45.182040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:45.182173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:45.182217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:45.182275] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:45.185540] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: UP (p=73.66%)
[2025-12-19T20:33:45.185827] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-12-19T20:33:45.185947] [INFO ] [sig       ] UHAL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:45.327773] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UHAL.txt
[2025-12-19T20:33:45.327902] [INFO ] [sig       ] [3262/3561] Completed UHAL in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-19T20:33:45.327941] [INFO ] [sig       ] [3263/3561] Forecasting UHG...
[2025-12-19T20:33:45.327970] [INFO ] [sig       ] Generating forecast for: UHG
[2025-12-19T20:33:45.328000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2025-12-19T20:33:45.339407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2025-12-19T20:33:45.339749] [INFO ] [FORECASTER] Starting predict_future for UHG
[2025-12-19T20:33:45.340525] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2025-12-19T20:33:45.340593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:45.340630] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:45.340656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:45.340717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:45.395919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:45.396507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:45.396608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:45.396642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:45.513775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:45.513917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:45.513955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:45.513983] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:45.517207] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: DOWN (p=3.20%)
[2025-12-19T20:33:45.517476] [INFO ] [FORECASTER] Completed predict_future for UHG
[2025-12-19T20:33:45.517615] [INFO ] [sig       ] UHG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:45.654650] [INFO ] [LOCAL     ] Saved forecast: UHG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UHG.txt
[2025-12-19T20:33:45.654782] [INFO ] [sig       ] [3263/3561] Completed UHG in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-19T20:33:45.654828] [INFO ] [sig       ] [3264/3561] Forecasting UHS...
[2025-12-19T20:33:45.654858] [INFO ] [sig       ] Generating forecast for: UHS
[2025-12-19T20:33:45.654888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-12-19T20:33:45.666394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2025-12-19T20:33:45.666749] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-12-19T20:33:45.667489] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-12-19T20:33:45.667539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:45.667592] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:45.667623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:45.667680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:45.723125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:45.723726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:45.723803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:45.723838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:45.846951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:45.847103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:45.847140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:45.847168] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:45.850563] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: DOWN (p=46.26%)
[2025-12-19T20:33:45.850875] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-12-19T20:33:45.851003] [INFO ] [sig       ] UHS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:45.991734] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UHS.txt
[2025-12-19T20:33:45.991880] [INFO ] [sig       ] [3264/3561] Completed UHS in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-19T20:33:45.991919] [INFO ] [sig       ] [3265/3561] Forecasting UI...
[2025-12-19T20:33:45.991948] [INFO ] [sig       ] Generating forecast for: UI
[2025-12-19T20:33:45.991979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-12-19T20:33:46.003353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2025-12-19T20:33:46.003734] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-12-19T20:33:46.004499] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-12-19T20:33:46.004549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:46.004606] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:46.004636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:46.004691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:46.062174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:46.062846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:46.062937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:46.062970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:46.194803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:46.194963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:46.195001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:46.195028] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:46.198383] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: DOWN (p=21.17%)
[2025-12-19T20:33:46.198719] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-12-19T20:33:46.198875] [INFO ] [sig       ] UI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:46.339707] [INFO ] [LOCAL     ] Saved forecast: UI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UI.txt
[2025-12-19T20:33:46.339868] [INFO ] [sig       ] [3265/3561] Completed UI in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-19T20:33:46.339909] [INFO ] [sig       ] [3266/3561] Forecasting UIS...
[2025-12-19T20:33:46.339939] [INFO ] [sig       ] Generating forecast for: UIS
[2025-12-19T20:33:46.339969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-12-19T20:33:46.351166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2025-12-19T20:33:46.351563] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-12-19T20:33:46.352335] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-12-19T20:33:46.352387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:46.352418] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:46.352445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:46.352502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:46.408731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:46.409591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:46.409677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:46.409709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:46.534784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:46.534939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:46.535179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:46.535209] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:46.539000] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=26.22%)
[2025-12-19T20:33:46.539267] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-12-19T20:33:46.539389] [INFO ] [sig       ] UIS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:46.684100] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UIS.txt
[2025-12-19T20:33:46.684249] [INFO ] [sig       ] [3266/3561] Completed UIS in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-19T20:33:46.684290] [INFO ] [sig       ] [3267/3561] Forecasting UITB...
[2025-12-19T20:33:46.684319] [INFO ] [sig       ] Generating forecast for: UITB
[2025-12-19T20:33:46.684348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2025-12-19T20:33:46.696233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2025-12-19T20:33:46.696601] [INFO ] [FORECASTER] Starting predict_future for UITB
[2025-12-19T20:33:46.697401] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2025-12-19T20:33:46.697452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:46.697483] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:46.697509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:46.697564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:46.765615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:46.766475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:46.766558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:46.766612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:46.886258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:46.886413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:46.886470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:46.886499] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:46.889806] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: UP (p=85.24%)
[2025-12-19T20:33:46.890074] [INFO ] [FORECASTER] Completed predict_future for UITB
[2025-12-19T20:33:46.890205] [INFO ] [sig       ] UITB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:47.028058] [INFO ] [LOCAL     ] Saved forecast: UITB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UITB.txt
[2025-12-19T20:33:47.028195] [INFO ] [sig       ] [3267/3561] Completed UITB in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-19T20:33:47.028235] [INFO ] [sig       ] [3268/3561] Forecasting UL...
[2025-12-19T20:33:47.028266] [INFO ] [sig       ] Generating forecast for: UL
[2025-12-19T20:33:47.028298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-12-19T20:33:47.039684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2025-12-19T20:33:47.040007] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-12-19T20:33:47.040763] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-12-19T20:33:47.040813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:47.040844] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:47.040871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:47.040926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:47.097510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:47.098134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:47.098210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:47.098241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:47.221495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:47.221662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:47.221704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:47.221733] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:47.225099] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: DOWN (p=12.96%)
[2025-12-19T20:33:47.225373] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-12-19T20:33:47.225496] [INFO ] [sig       ] UL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:47.364416] [INFO ] [LOCAL     ] Saved forecast: UL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UL.txt
[2025-12-19T20:33:47.364556] [INFO ] [sig       ] [3268/3561] Completed UL in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-19T20:33:47.364614] [INFO ] [sig       ] [3269/3561] Forecasting ULBI...
[2025-12-19T20:33:47.364645] [INFO ] [sig       ] Generating forecast for: ULBI
[2025-12-19T20:33:47.364674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2025-12-19T20:33:47.375440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2025-12-19T20:33:47.375795] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2025-12-19T20:33:47.376537] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2025-12-19T20:33:47.376639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:47.376673] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:47.376701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:47.376757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:47.436699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:47.437396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:47.437517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:47.437554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:47.555708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:47.555856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:47.555893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:47.555921] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:47.559285] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-19T20:33:47.559550] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2025-12-19T20:33:47.559714] [INFO ] [sig       ] ULBI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:47.696285] [INFO ] [LOCAL     ] Saved forecast: ULBI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ULBI.txt
[2025-12-19T20:33:47.696400] [INFO ] [sig       ] [3269/3561] Completed ULBI in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-19T20:33:47.696437] [INFO ] [sig       ] [3270/3561] Forecasting ULCC...
[2025-12-19T20:33:47.696467] [INFO ] [sig       ] Generating forecast for: ULCC
[2025-12-19T20:33:47.696496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2025-12-19T20:33:47.707699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2025-12-19T20:33:47.708030] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2025-12-19T20:33:47.708830] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2025-12-19T20:33:47.708882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:47.708913] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:47.708940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:47.708995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:47.764771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:47.765478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:47.765559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:47.765610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:47.884559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:47.884739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:47.884778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:47.884807] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:47.888158] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2025-12-19T20:33:47.888434] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2025-12-19T20:33:47.888555] [INFO ] [sig       ] ULCC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:48.026032] [INFO ] [LOCAL     ] Saved forecast: ULCC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ULCC.txt
[2025-12-19T20:33:48.026159] [INFO ] [sig       ] [3270/3561] Completed ULCC in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-19T20:33:48.026196] [INFO ] [sig       ] [3271/3561] Forecasting ULH...
[2025-12-19T20:33:48.026226] [INFO ] [sig       ] Generating forecast for: ULH
[2025-12-19T20:33:48.026255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2025-12-19T20:33:48.037382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2025-12-19T20:33:48.037734] [INFO ] [FORECASTER] Starting predict_future for ULH
[2025-12-19T20:33:48.038467] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2025-12-19T20:33:48.038518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:48.038612] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:48.038645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:48.038722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:48.094325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:48.094941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:48.095018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:48.095050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:48.219649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:48.219842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:48.219883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:48.219914] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:48.223339] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: DOWN (p=25.26%)
[2025-12-19T20:33:48.223639] [INFO ] [FORECASTER] Completed predict_future for ULH
[2025-12-19T20:33:48.223761] [INFO ] [sig       ] ULH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:48.362078] [INFO ] [LOCAL     ] Saved forecast: ULH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ULH.txt
[2025-12-19T20:33:48.362206] [INFO ] [sig       ] [3271/3561] Completed ULH in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-19T20:33:48.362244] [INFO ] [sig       ] [3272/3561] Forecasting ULTA...
[2025-12-19T20:33:48.362286] [INFO ] [sig       ] Generating forecast for: ULTA
[2025-12-19T20:33:48.362317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2025-12-19T20:33:48.373845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2025-12-19T20:33:48.374189] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2025-12-19T20:33:48.374977] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2025-12-19T20:33:48.375029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:48.375061] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:48.375088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:48.375144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:48.430076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:48.430788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:48.430868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:48.430900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:48.548872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:48.549024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:48.549063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:48.549093] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:48.552501] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: DOWN (p=19.07%)
[2025-12-19T20:33:48.552792] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2025-12-19T20:33:48.552940] [INFO ] [sig       ] ULTA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:48.692368] [INFO ] [LOCAL     ] Saved forecast: ULTA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ULTA.txt
[2025-12-19T20:33:48.692530] [INFO ] [sig       ] [3272/3561] Completed ULTA in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-19T20:33:48.692596] [INFO ] [sig       ] [3273/3561] Forecasting ULY...
[2025-12-19T20:33:48.692628] [INFO ] [sig       ] Generating forecast for: ULY
[2025-12-19T20:33:48.692660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2025-12-19T20:33:48.705952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2025-12-19T20:33:48.706595] [INFO ] [FORECASTER] Starting predict_future for ULY
[2025-12-19T20:33:48.707535] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2025-12-19T20:33:48.707609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:48.707645] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:48.707673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:48.707745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:48.764504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:48.765696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:48.765800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:48.765835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:48.889034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:48.889286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:48.889333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:48.889363] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:48.893281] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: UP (p=89.34%)
[2025-12-19T20:33:48.893604] [INFO ] [FORECASTER] Completed predict_future for ULY
[2025-12-19T20:33:48.893751] [INFO ] [sig       ] ULY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:49.032812] [INFO ] [LOCAL     ] Saved forecast: ULY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ULY.txt
[2025-12-19T20:33:49.033013] [INFO ] [sig       ] [3273/3561] Completed ULY in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-19T20:33:49.033070] [INFO ] [sig       ] [3274/3561] Forecasting UMBF...
[2025-12-19T20:33:49.033109] [INFO ] [sig       ] Generating forecast for: UMBF
[2025-12-19T20:33:49.033144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2025-12-19T20:33:49.048229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2025-12-19T20:33:49.048788] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2025-12-19T20:33:49.049909] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2025-12-19T20:33:49.049962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:49.050187] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:49.050213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:49.050270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:49.108980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:49.110377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:49.110478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:49.110530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:49.234303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:49.234549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:49.234611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:49.234643] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:49.238495] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: DOWN (p=8.55%)
[2025-12-19T20:33:49.238904] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2025-12-19T20:33:49.239051] [INFO ] [sig       ] UMBF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:49.525871] [INFO ] [LOCAL     ] Saved forecast: UMBF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UMBF.txt
[2025-12-19T20:33:49.526156] [INFO ] [sig       ] [3274/3561] Completed UMBF in 0.5s | 2.91 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-19T20:33:49.526228] [INFO ] [sig       ] [3275/3561] Forecasting UMC...
[2025-12-19T20:33:49.526284] [INFO ] [sig       ] Generating forecast for: UMC
[2025-12-19T20:33:49.526351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-12-19T20:33:49.543035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2025-12-19T20:33:49.543551] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-12-19T20:33:49.544620] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-12-19T20:33:49.544685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:49.544729] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:49.544765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:49.544843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:49.619455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:49.620722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:49.620852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:49.620894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:49.786082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:49.786285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:49.786336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:49.786374] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:49.791931] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: UP (p=95.24%)
[2025-12-19T20:33:49.792497] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-12-19T20:33:49.792734] [INFO ] [sig       ] UMC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:49.994323] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UMC.txt
[2025-12-19T20:33:49.994496] [INFO ] [sig       ] [3275/3561] Completed UMC in 0.5s | 2.91 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-19T20:33:49.994539] [INFO ] [sig       ] [3276/3561] Forecasting UMH...
[2025-12-19T20:33:49.994600] [INFO ] [sig       ] Generating forecast for: UMH
[2025-12-19T20:33:49.994633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-12-19T20:33:50.007651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2025-12-19T20:33:50.008132] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-12-19T20:33:50.009111] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-12-19T20:33:50.009179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:50.009275] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:50.009323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:50.009406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:50.078033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:50.079061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:50.079171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:50.079230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:50.207559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:50.207789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:50.207830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:50.207859] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:50.211559] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-12-19T20:33:50.211904] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-12-19T20:33:50.212045] [INFO ] [sig       ] UMH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:50.387461] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UMH.txt
[2025-12-19T20:33:50.387660] [INFO ] [sig       ] [3276/3561] Completed UMH in 0.4s | 2.91 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-19T20:33:50.387704] [INFO ] [sig       ] [3277/3561] Forecasting UMMA...
[2025-12-19T20:33:50.387734] [INFO ] [sig       ] Generating forecast for: UMMA
[2025-12-19T20:33:50.387764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2025-12-19T20:33:50.399604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2025-12-19T20:33:50.400027] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2025-12-19T20:33:50.400867] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2025-12-19T20:33:50.400925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:50.400958] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:50.400985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:50.401242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:50.458587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:50.459515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:50.459621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:50.459660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:50.578040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:50.578193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:50.578232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:50.578260] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:50.581684] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: UP (p=89.75%)
[2025-12-19T20:33:50.581952] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2025-12-19T20:33:50.582072] [INFO ] [sig       ] UMMA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:50.721126] [INFO ] [LOCAL     ] Saved forecast: UMMA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UMMA.txt
[2025-12-19T20:33:50.721266] [INFO ] [sig       ] [3277/3561] Completed UMMA in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-19T20:33:50.721305] [INFO ] [sig       ] [3278/3561] Forecasting UNCY...
[2025-12-19T20:33:50.721336] [INFO ] [sig       ] Generating forecast for: UNCY
[2025-12-19T20:33:50.721365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2025-12-19T20:33:50.731933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2025-12-19T20:33:50.732291] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2025-12-19T20:33:50.733066] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2025-12-19T20:33:50.733117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:50.733150] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:50.733176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:50.733232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:50.788672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:50.789392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:50.789471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:50.789503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:50.906131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:50.906281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:50.906320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:50.906368] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:50.909694] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: UP (p=82.67%)
[2025-12-19T20:33:50.909987] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2025-12-19T20:33:50.910117] [INFO ] [sig       ] UNCY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:51.047021] [INFO ] [LOCAL     ] Saved forecast: UNCY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UNCY.txt
[2025-12-19T20:33:51.047179] [INFO ] [sig       ] [3278/3561] Completed UNCY in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-19T20:33:51.047220] [INFO ] [sig       ] [3279/3561] Forecasting UNF...
[2025-12-19T20:33:51.047254] [INFO ] [sig       ] Generating forecast for: UNF
[2025-12-19T20:33:51.047285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-12-19T20:33:51.059242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2025-12-19T20:33:51.059620] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-12-19T20:33:51.060430] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-12-19T20:33:51.060483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:51.060517] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:51.060545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:51.060621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:51.117856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:51.118555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:51.118675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:51.118712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:51.242141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:51.242302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:51.242350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:51.242412] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:51.245820] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=97.60%)
[2025-12-19T20:33:51.246091] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-12-19T20:33:51.246221] [INFO ] [sig       ] UNF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:51.385097] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UNF.txt
[2025-12-19T20:33:51.385227] [INFO ] [sig       ] [3279/3561] Completed UNF in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-19T20:33:51.385266] [INFO ] [sig       ] [3280/3561] Forecasting UNFI...
[2025-12-19T20:33:51.385296] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-12-19T20:33:51.385325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-12-19T20:33:51.396188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2025-12-19T20:33:51.396526] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-12-19T20:33:51.397301] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-12-19T20:33:51.397353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:51.397385] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:51.397412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:51.397468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:51.456758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:51.457623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:51.457705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:51.457739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:51.581308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:51.581454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:51.581492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:51.581520] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:51.584859] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: DOWN (p=13.07%)
[2025-12-19T20:33:51.585128] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-12-19T20:33:51.585247] [INFO ] [sig       ] UNFI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:51.725645] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UNFI.txt
[2025-12-19T20:33:51.725772] [INFO ] [sig       ] [3280/3561] Completed UNFI in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-19T20:33:51.725810] [INFO ] [sig       ] [3281/3561] Forecasting UNM...
[2025-12-19T20:33:51.725839] [INFO ] [sig       ] Generating forecast for: UNM
[2025-12-19T20:33:51.725869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-12-19T20:33:51.736782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2025-12-19T20:33:51.737129] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-12-19T20:33:51.737969] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-12-19T20:33:51.738023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:51.738055] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:51.738082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:51.738139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:51.796061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:51.797609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:51.797689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:51.797723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:51.921704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:51.921866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:51.921904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:51.921933] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:51.925337] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: DOWN (p=47.52%)
[2025-12-19T20:33:51.925631] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-12-19T20:33:51.925754] [INFO ] [sig       ] UNM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:52.066907] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UNM.txt
[2025-12-19T20:33:52.067087] [INFO ] [sig       ] [3281/3561] Completed UNM in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-19T20:33:52.067130] [INFO ] [sig       ] [3282/3561] Forecasting UNMA...
[2025-12-19T20:33:52.067161] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-12-19T20:33:52.067194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-12-19T20:33:52.078469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2025-12-19T20:33:52.078843] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-12-19T20:33:52.079690] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-12-19T20:33:52.079742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:52.079774] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:52.079801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:52.079875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:52.136224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:52.136909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:52.136987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:52.137020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:52.247986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:52.248140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:52.248179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:52.248206] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:52.251641] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: DOWN (p=19.97%)
[2025-12-19T20:33:52.251920] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-12-19T20:33:52.252044] [INFO ] [sig       ] UNMA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:52.393538] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UNMA.txt
[2025-12-19T20:33:52.393715] [INFO ] [sig       ] [3282/3561] Completed UNMA in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-19T20:33:52.393755] [INFO ] [sig       ] [3283/3561] Forecasting UNP...
[2025-12-19T20:33:52.393786] [INFO ] [sig       ] Generating forecast for: UNP
[2025-12-19T20:33:52.393816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-12-19T20:33:52.405455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2025-12-19T20:33:52.405847] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-12-19T20:33:52.406635] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-12-19T20:33:52.406688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:52.406722] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:52.406751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:52.406808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:52.464530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:52.465259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:52.465338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:52.465370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:52.584202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:52.584361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:52.584401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:52.584430] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:52.587815] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: UP (p=95.98%)
[2025-12-19T20:33:52.588091] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-12-19T20:33:52.588213] [INFO ] [sig       ] UNP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:52.727074] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UNP.txt
[2025-12-19T20:33:52.727204] [INFO ] [sig       ] [3283/3561] Completed UNP in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-19T20:33:52.727243] [INFO ] [sig       ] [3284/3561] Forecasting UNTY...
[2025-12-19T20:33:52.727272] [INFO ] [sig       ] Generating forecast for: UNTY
[2025-12-19T20:33:52.727301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2025-12-19T20:33:52.738450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2025-12-19T20:33:52.738825] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2025-12-19T20:33:52.739595] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2025-12-19T20:33:52.739659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:52.739692] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:52.739719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:52.739775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:52.798958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:52.799762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:52.799841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:52.799874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:52.916134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:52.916304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:52.916343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:52.916371] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:52.919737] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: UP (p=77.82%)
[2025-12-19T20:33:52.920037] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2025-12-19T20:33:52.920170] [INFO ] [sig       ] UNTY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:53.055882] [INFO ] [LOCAL     ] Saved forecast: UNTY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UNTY.txt
[2025-12-19T20:33:53.056035] [INFO ] [sig       ] [3284/3561] Completed UNTY in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-19T20:33:53.056076] [INFO ] [sig       ] [3285/3561] Forecasting UONE...
[2025-12-19T20:33:53.056107] [INFO ] [sig       ] Generating forecast for: UONE
[2025-12-19T20:33:53.056137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'.
[2025-12-19T20:33:53.067041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UONE'.
[2025-12-19T20:33:53.067405] [INFO ] [FORECASTER] Starting predict_future for UONE
[2025-12-19T20:33:53.068205] [DEBUG] [LOCAL     ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt
[2025-12-19T20:33:53.068256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:53.068288] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:53.068314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:53.068371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:53.123507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:53.124263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:53.124346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:53.124378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:53.233718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:53.233871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:53.233909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:53.233937] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:53.237231] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: DOWN (p=8.48%)
[2025-12-19T20:33:53.237504] [INFO ] [FORECASTER] Completed predict_future for UONE
[2025-12-19T20:33:53.237644] [INFO ] [sig       ] UONE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:53.376730] [INFO ] [LOCAL     ] Saved forecast: UONE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UONE.txt
[2025-12-19T20:33:53.376894] [INFO ] [sig       ] [3285/3561] Completed UONE in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-19T20:33:53.376936] [INFO ] [sig       ] [3286/3561] Forecasting UPBD...
[2025-12-19T20:33:53.376966] [INFO ] [sig       ] Generating forecast for: UPBD
[2025-12-19T20:33:53.376996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2025-12-19T20:33:53.388240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2025-12-19T20:33:53.388604] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2025-12-19T20:33:53.389397] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2025-12-19T20:33:53.389450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:53.389482] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:53.389511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:53.389568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:53.445925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:53.446648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:53.446755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:53.446788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:53.574969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:53.575152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:53.575193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:53.575222] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:53.578877] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: UP (p=72.83%)
[2025-12-19T20:33:53.579178] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2025-12-19T20:33:53.579324] [INFO ] [sig       ] UPBD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:53.720505] [INFO ] [LOCAL     ] Saved forecast: UPBD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UPBD.txt
[2025-12-19T20:33:53.720670] [INFO ] [sig       ] [3286/3561] Completed UPBD in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-19T20:33:53.720711] [INFO ] [sig       ] [3287/3561] Forecasting UPC...
[2025-12-19T20:33:53.720742] [INFO ] [sig       ] Generating forecast for: UPC
[2025-12-19T20:33:53.720772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2025-12-19T20:33:53.731289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2025-12-19T20:33:53.731636] [INFO ] [FORECASTER] Starting predict_future for UPC
[2025-12-19T20:33:53.732420] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2025-12-19T20:33:53.732472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:53.732505] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:53.732533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:53.732607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:53.790620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:53.791389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:53.791471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:53.791504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:53.908177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:53.908333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:53.908372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:53.908403] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:53.911919] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: DOWN (p=14.28%)
[2025-12-19T20:33:53.912203] [INFO ] [FORECASTER] Completed predict_future for UPC
[2025-12-19T20:33:53.912324] [INFO ] [sig       ] UPC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:54.051988] [INFO ] [LOCAL     ] Saved forecast: UPC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UPC.txt
[2025-12-19T20:33:54.052301] [INFO ] [sig       ] [3287/3561] Completed UPC in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-19T20:33:54.052341] [INFO ] [sig       ] [3288/3561] Forecasting UPLD...
[2025-12-19T20:33:54.052373] [INFO ] [sig       ] Generating forecast for: UPLD
[2025-12-19T20:33:54.052404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2025-12-19T20:33:54.063711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2025-12-19T20:33:54.064058] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2025-12-19T20:33:54.064822] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2025-12-19T20:33:54.064873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:54.064904] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:54.064931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:54.064986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:54.121288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:54.122050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:54.122132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:54.122165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:54.238247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:54.238405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:54.238442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:54.238470] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:54.241891] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: DOWN (p=38.03%)
[2025-12-19T20:33:54.242167] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2025-12-19T20:33:54.242292] [INFO ] [sig       ] UPLD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:54.382951] [INFO ] [LOCAL     ] Saved forecast: UPLD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UPLD.txt
[2025-12-19T20:33:54.383093] [INFO ] [sig       ] [3288/3561] Completed UPLD in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-19T20:33:54.383136] [INFO ] [sig       ] [3289/3561] Forecasting UPS...
[2025-12-19T20:33:54.383166] [INFO ] [sig       ] Generating forecast for: UPS
[2025-12-19T20:33:54.383196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-12-19T20:33:54.394811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2025-12-19T20:33:54.395177] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-12-19T20:33:54.395981] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-12-19T20:33:54.396039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:54.396072] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:54.396098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:54.396154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:54.451721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:54.452545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:54.452645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:54.452678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:54.577732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:54.577890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:54.577927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:54.577957] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:54.581281] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: UP (p=81.54%)
[2025-12-19T20:33:54.581564] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-12-19T20:33:54.581702] [INFO ] [sig       ] UPS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:54.717645] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UPS.txt
[2025-12-19T20:33:54.717831] [INFO ] [sig       ] [3289/3561] Completed UPS in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-19T20:33:54.717872] [INFO ] [sig       ] [3290/3561] Forecasting UPWK...
[2025-12-19T20:33:54.717903] [INFO ] [sig       ] Generating forecast for: UPWK
[2025-12-19T20:33:54.717933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2025-12-19T20:33:54.729553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2025-12-19T20:33:54.729941] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2025-12-19T20:33:54.730740] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2025-12-19T20:33:54.730791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:54.730823] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:54.730849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:54.730913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:54.787402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:54.788148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:54.788242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:54.788293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:54.918595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:54.918772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:54.918812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:54.918840] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:54.922679] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: DOWN (p=13.72%)
[2025-12-19T20:33:54.922996] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2025-12-19T20:33:54.923156] [INFO ] [sig       ] UPWK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:55.081405] [INFO ] [LOCAL     ] Saved forecast: UPWK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UPWK.txt
[2025-12-19T20:33:55.081594] [INFO ] [sig       ] [3290/3561] Completed UPWK in 0.4s | 2.91 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-19T20:33:55.081640] [INFO ] [sig       ] [3291/3561] Forecasting UPXI...
[2025-12-19T20:33:55.081671] [INFO ] [sig       ] Generating forecast for: UPXI
[2025-12-19T20:33:55.081702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2025-12-19T20:33:55.094300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2025-12-19T20:33:55.094733] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2025-12-19T20:33:55.095527] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2025-12-19T20:33:55.095596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:55.095630] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:55.095657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:55.095712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:55.152393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:55.153296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:55.153383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:55.153417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:55.272752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:55.272907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:55.272985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:55.273015] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:55.276355] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: DOWN (p=31.62%)
[2025-12-19T20:33:55.276646] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2025-12-19T20:33:55.276769] [INFO ] [sig       ] UPXI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:55.422146] [INFO ] [LOCAL     ] Saved forecast: UPXI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UPXI.txt
[2025-12-19T20:33:55.422303] [INFO ] [sig       ] [3291/3561] Completed UPXI in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-19T20:33:55.422343] [INFO ] [sig       ] [3292/3561] Forecasting URBN...
[2025-12-19T20:33:55.422373] [INFO ] [sig       ] Generating forecast for: URBN
[2025-12-19T20:33:55.422402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2025-12-19T20:33:55.433657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2025-12-19T20:33:55.434045] [INFO ] [FORECASTER] Starting predict_future for URBN
[2025-12-19T20:33:55.434894] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2025-12-19T20:33:55.434959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:55.435013] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:55.435045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:55.435107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:55.492494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:55.493239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:55.493319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:55.493353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:55.618328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:55.618477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:55.618515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:55.618544] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:55.621992] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: UP (p=76.96%)
[2025-12-19T20:33:55.622266] [INFO ] [FORECASTER] Completed predict_future for URBN
[2025-12-19T20:33:55.622390] [INFO ] [sig       ] URBN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:55.767987] [INFO ] [LOCAL     ] Saved forecast: URBN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/URBN.txt
[2025-12-19T20:33:55.768145] [INFO ] [sig       ] [3292/3561] Completed URBN in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-19T20:33:55.768185] [INFO ] [sig       ] [3293/3561] Forecasting URGN...
[2025-12-19T20:33:55.768215] [INFO ] [sig       ] Generating forecast for: URGN
[2025-12-19T20:33:55.768247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2025-12-19T20:33:55.780446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2025-12-19T20:33:55.780816] [INFO ] [FORECASTER] Starting predict_future for URGN
[2025-12-19T20:33:55.781814] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2025-12-19T20:33:55.781865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:55.781924] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:55.781952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:55.782009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:55.841397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:55.842269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:55.842353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:55.842386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:55.964117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:55.964298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:55.964345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:55.964374] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:55.967931] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: DOWN (p=8.51%)
[2025-12-19T20:33:55.968220] [INFO ] [FORECASTER] Completed predict_future for URGN
[2025-12-19T20:33:55.968348] [INFO ] [sig       ] URGN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:56.111704] [INFO ] [LOCAL     ] Saved forecast: URGN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/URGN.txt
[2025-12-19T20:33:56.111833] [INFO ] [sig       ] [3293/3561] Completed URGN in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-19T20:33:56.111871] [INFO ] [sig       ] [3294/3561] Forecasting URI...
[2025-12-19T20:33:56.111901] [INFO ] [sig       ] Generating forecast for: URI
[2025-12-19T20:33:56.111932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-12-19T20:33:56.122806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2025-12-19T20:33:56.123131] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-12-19T20:33:56.123929] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-12-19T20:33:56.123982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:56.124013] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:56.124040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:56.124096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:56.179598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:56.180225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:56.180304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:56.180336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:56.303046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:56.303195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:56.303232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:56.303260] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:56.306516] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=12.61%)
[2025-12-19T20:33:56.306796] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-12-19T20:33:56.306918] [INFO ] [sig       ] URI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:56.446102] [INFO ] [LOCAL     ] Saved forecast: URI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/URI.txt
[2025-12-19T20:33:56.446262] [INFO ] [sig       ] [3294/3561] Completed URI in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-19T20:33:56.446301] [INFO ] [sig       ] [3295/3561] Forecasting URNJ...
[2025-12-19T20:33:56.446332] [INFO ] [sig       ] Generating forecast for: URNJ
[2025-12-19T20:33:56.446362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2025-12-19T20:33:56.457232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2025-12-19T20:33:56.457562] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2025-12-19T20:33:56.458332] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2025-12-19T20:33:56.458382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:56.458425] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:56.458453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:56.458508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:56.514478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:56.515174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:56.515251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:56.515282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:56.639286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:56.639471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:56.639511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:56.639540] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:56.642887] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-12-19T20:33:56.643154] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2025-12-19T20:33:56.643283] [INFO ] [sig       ] URNJ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:56.780230] [INFO ] [LOCAL     ] Saved forecast: URNJ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/URNJ.txt
[2025-12-19T20:33:56.780371] [INFO ] [sig       ] [3295/3561] Completed URNJ in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-19T20:33:56.780411] [INFO ] [sig       ] [3296/3561] Forecasting UROY...
[2025-12-19T20:33:56.780441] [INFO ] [sig       ] Generating forecast for: UROY
[2025-12-19T20:33:56.780471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2025-12-19T20:33:56.791017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2025-12-19T20:33:56.791348] [INFO ] [FORECASTER] Starting predict_future for UROY
[2025-12-19T20:33:56.792106] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2025-12-19T20:33:56.792157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:56.792189] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:56.792215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:56.792272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:56.846949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:56.847554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:56.847669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:56.847702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:56.970916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:56.971070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:56.971108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:56.971169] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:56.974461] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: DOWN (p=4.40%)
[2025-12-19T20:33:56.974759] [INFO ] [FORECASTER] Completed predict_future for UROY
[2025-12-19T20:33:56.974884] [INFO ] [sig       ] UROY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:57.112031] [INFO ] [LOCAL     ] Saved forecast: UROY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UROY.txt
[2025-12-19T20:33:57.112164] [INFO ] [sig       ] [3296/3561] Completed UROY in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-19T20:33:57.112203] [INFO ] [sig       ] [3297/3561] Forecasting USA...
[2025-12-19T20:33:57.112232] [INFO ] [sig       ] Generating forecast for: USA
[2025-12-19T20:33:57.112262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-12-19T20:33:57.122950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2025-12-19T20:33:57.123280] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-12-19T20:33:57.124058] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-12-19T20:33:57.124111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:57.124143] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:57.124170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:57.124226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:57.179847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:57.180463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:57.180544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:57.180593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:57.298846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:57.298990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:57.299029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:57.299057] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:57.302352] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: UP (p=65.96%)
[2025-12-19T20:33:57.302635] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-12-19T20:33:57.302756] [INFO ] [sig       ] USA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:57.439879] [INFO ] [LOCAL     ] Saved forecast: USA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/USA.txt
[2025-12-19T20:33:57.440053] [INFO ] [sig       ] [3297/3561] Completed USA in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-19T20:33:57.440094] [INFO ] [sig       ] [3298/3561] Forecasting USAC...
[2025-12-19T20:33:57.440125] [INFO ] [sig       ] Generating forecast for: USAC
[2025-12-19T20:33:57.440155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-12-19T20:33:57.452022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2025-12-19T20:33:57.452397] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-12-19T20:33:57.453197] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-12-19T20:33:57.453248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:57.453279] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:57.453305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:57.453360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:57.507869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:57.508545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:57.508643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:57.508686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:57.628898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:57.629063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:57.629105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:57.629135] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:57.632709] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=74.44%)
[2025-12-19T20:33:57.633012] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-12-19T20:33:57.633145] [INFO ] [sig       ] USAC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:57.776371] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/USAC.txt
[2025-12-19T20:33:57.776550] [INFO ] [sig       ] [3298/3561] Completed USAC in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-19T20:33:57.776651] [INFO ] [sig       ] [3299/3561] Forecasting USB...
[2025-12-19T20:33:57.776692] [INFO ] [sig       ] Generating forecast for: USB
[2025-12-19T20:33:57.776724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-12-19T20:33:57.793250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2025-12-19T20:33:57.793722] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-12-19T20:33:57.794512] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-12-19T20:33:57.794565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:57.794620] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:57.794649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:57.794706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:57.852528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:57.853435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:57.853523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:57.853557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:57.977081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:57.977241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:57.977280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:57.977310] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:57.980745] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: DOWN (p=11.45%)
[2025-12-19T20:33:57.981048] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-12-19T20:33:57.981173] [INFO ] [sig       ] USB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:58.121090] [INFO ] [LOCAL     ] Saved forecast: USB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/USB.txt
[2025-12-19T20:33:58.121246] [INFO ] [sig       ] [3299/3561] Completed USB in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-19T20:33:58.121285] [INFO ] [sig       ] [3300/3561] Forecasting USCB...
[2025-12-19T20:33:58.121315] [INFO ] [sig       ] Generating forecast for: USCB
[2025-12-19T20:33:58.121346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2025-12-19T20:33:58.132370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2025-12-19T20:33:58.132714] [INFO ] [FORECASTER] Starting predict_future for USCB
[2025-12-19T20:33:58.133515] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2025-12-19T20:33:58.133590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:58.133632] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:58.133661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:58.133719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:58.191050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:58.191737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:58.191815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:58.191847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:58.308082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:58.308255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:58.308299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:58.308328] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:58.312094] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: UP (p=86.12%)
[2025-12-19T20:33:58.312408] [INFO ] [FORECASTER] Completed predict_future for USCB
[2025-12-19T20:33:58.312604] [INFO ] [sig       ] USCB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:58.459593] [INFO ] [LOCAL     ] Saved forecast: USCB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/USCB.txt
[2025-12-19T20:33:58.459737] [INFO ] [sig       ] [3300/3561] Completed USCB in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-19T20:33:58.459779] [INFO ] [sig       ] [3301/3561] Forecasting USDX...
[2025-12-19T20:33:58.459810] [INFO ] [sig       ] Generating forecast for: USDX
[2025-12-19T20:33:58.459841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2025-12-19T20:33:58.471462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2025-12-19T20:33:58.471882] [INFO ] [FORECASTER] Starting predict_future for USDX
[2025-12-19T20:33:58.472687] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2025-12-19T20:33:58.472740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:58.472772] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:58.472799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:58.472856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:58.535550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:58.536497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:58.536599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:58.536635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:58.651281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:58.651459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:58.651506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:58.651543] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:58.655594] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: UP (p=98.05%)
[2025-12-19T20:33:58.655955] [INFO ] [FORECASTER] Completed predict_future for USDX
[2025-12-19T20:33:58.656096] [INFO ] [sig       ] USDX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:58.797376] [INFO ] [LOCAL     ] Saved forecast: USDX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/USDX.txt
[2025-12-19T20:33:58.797530] [INFO ] [sig       ] [3301/3561] Completed USDX in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-19T20:33:58.797585] [INFO ] [sig       ] [3302/3561] Forecasting USEA...
[2025-12-19T20:33:58.797619] [INFO ] [sig       ] Generating forecast for: USEA
[2025-12-19T20:33:58.797650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2025-12-19T20:33:58.809431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2025-12-19T20:33:58.809795] [INFO ] [FORECASTER] Starting predict_future for USEA
[2025-12-19T20:33:58.810592] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2025-12-19T20:33:58.810644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:58.810676] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:58.810703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:58.810759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:58.868102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:58.868857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:58.868939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:58.868974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:58.984911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:58.985064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:58.985124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:58.985154] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:58.988745] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: DOWN (p=4.60%)
[2025-12-19T20:33:58.989021] [INFO ] [FORECASTER] Completed predict_future for USEA
[2025-12-19T20:33:58.989170] [INFO ] [sig       ] USEA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:59.127231] [INFO ] [LOCAL     ] Saved forecast: USEA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/USEA.txt
[2025-12-19T20:33:59.127378] [INFO ] [sig       ] [3302/3561] Completed USEA in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-19T20:33:59.127417] [INFO ] [sig       ] [3303/3561] Forecasting USFD...
[2025-12-19T20:33:59.127447] [INFO ] [sig       ] Generating forecast for: USFD
[2025-12-19T20:33:59.127477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-12-19T20:33:59.139277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2025-12-19T20:33:59.139636] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-12-19T20:33:59.140376] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-12-19T20:33:59.140427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:59.140459] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:59.140487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:59.140542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:59.197320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:59.198043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:59.198152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:59.198184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:59.324693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:59.324893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:59.324935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:59.324970] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:59.328557] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=86.13%)
[2025-12-19T20:33:59.328882] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-12-19T20:33:59.329020] [INFO ] [sig       ] USFD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:33:59.468734] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/USFD.txt
[2025-12-19T20:33:59.468897] [INFO ] [sig       ] [3303/3561] Completed USFD in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-19T20:33:59.468938] [INFO ] [sig       ] [3304/3561] Forecasting USGO...
[2025-12-19T20:33:59.468968] [INFO ] [sig       ] Generating forecast for: USGO
[2025-12-19T20:33:59.468999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2025-12-19T20:33:59.480107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2025-12-19T20:33:59.480443] [INFO ] [FORECASTER] Starting predict_future for USGO
[2025-12-19T20:33:59.481250] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2025-12-19T20:33:59.481304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:59.481337] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:59.481365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:59.481423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:59.537684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:59.538288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:59.538385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:59.538418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:33:59.653479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:33:59.653621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:33:59.653660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:33:59.653688] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:33:59.657250] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: DOWN (p=25.34%)
[2025-12-19T20:33:59.657514] [INFO ] [FORECASTER] Completed predict_future for USGO
[2025-12-19T20:33:59.657651] [INFO ] [sig       ] USGO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:33:59.803310] [INFO ] [LOCAL     ] Saved forecast: USGO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/USGO.txt
[2025-12-19T20:33:59.803449] [INFO ] [sig       ] [3304/3561] Completed USGO in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-19T20:33:59.803488] [INFO ] [sig       ] [3305/3561] Forecasting USIG...
[2025-12-19T20:33:59.803518] [INFO ] [sig       ] Generating forecast for: USIG
[2025-12-19T20:33:59.803548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2025-12-19T20:33:59.814045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2025-12-19T20:33:59.814374] [INFO ] [FORECASTER] Starting predict_future for USIG
[2025-12-19T20:33:59.815138] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2025-12-19T20:33:59.815189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:33:59.815221] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:33:59.815247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:33:59.815303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:33:59.871355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:33:59.871962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:33:59.872040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:33:59.872072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:00.002857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:00.003030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:00.003076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:00.003110] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:00.006566] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: UP (p=80.54%)
[2025-12-19T20:34:00.006855] [INFO ] [FORECASTER] Completed predict_future for USIG
[2025-12-19T20:34:00.006976] [INFO ] [sig       ] USIG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:00.148881] [INFO ] [LOCAL     ] Saved forecast: USIG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/USIG.txt
[2025-12-19T20:34:00.149048] [INFO ] [sig       ] [3305/3561] Completed USIG in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-19T20:34:00.149096] [INFO ] [sig       ] [3306/3561] Forecasting USIO...
[2025-12-19T20:34:00.149133] [INFO ] [sig       ] Generating forecast for: USIO
[2025-12-19T20:34:00.149170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2025-12-19T20:34:00.161298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2025-12-19T20:34:00.161671] [INFO ] [FORECASTER] Starting predict_future for USIO
[2025-12-19T20:34:00.162468] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2025-12-19T20:34:00.162520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:00.162603] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:00.162639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:00.162701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:00.220878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:00.221501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:00.221598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:00.221633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:00.343456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:00.343628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:00.343670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:00.343699] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:00.346954] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: UP (p=77.13%)
[2025-12-19T20:34:00.347251] [INFO ] [FORECASTER] Completed predict_future for USIO
[2025-12-19T20:34:00.347377] [INFO ] [sig       ] USIO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:00.493786] [INFO ] [LOCAL     ] Saved forecast: USIO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/USIO.txt
[2025-12-19T20:34:00.493966] [INFO ] [sig       ] [3306/3561] Completed USIO in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-19T20:34:00.494006] [INFO ] [sig       ] [3307/3561] Forecasting USLM...
[2025-12-19T20:34:00.494038] [INFO ] [sig       ] Generating forecast for: USLM
[2025-12-19T20:34:00.494068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2025-12-19T20:34:00.506000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2025-12-19T20:34:00.506376] [INFO ] [FORECASTER] Starting predict_future for USLM
[2025-12-19T20:34:00.507242] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2025-12-19T20:34:00.507297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:00.507331] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:00.507359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:00.507426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:00.567192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:00.568041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:00.568124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:00.568158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:00.688231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:00.688359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:00.688400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:00.688429] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:00.691915] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: DOWN (p=18.69%)
[2025-12-19T20:34:00.692200] [INFO ] [FORECASTER] Completed predict_future for USLM
[2025-12-19T20:34:00.692328] [INFO ] [sig       ] USLM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:00.840508] [INFO ] [LOCAL     ] Saved forecast: USLM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/USLM.txt
[2025-12-19T20:34:00.840682] [INFO ] [sig       ] [3307/3561] Completed USLM in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-19T20:34:00.840726] [INFO ] [sig       ] [3308/3561] Forecasting USMC...
[2025-12-19T20:34:00.840759] [INFO ] [sig       ] Generating forecast for: USMC
[2025-12-19T20:34:00.840790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2025-12-19T20:34:00.852175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2025-12-19T20:34:00.852543] [INFO ] [FORECASTER] Starting predict_future for USMC
[2025-12-19T20:34:00.853353] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2025-12-19T20:34:00.853406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:00.853440] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:00.853467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:00.853525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:00.912172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:00.912990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:00.913074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:00.913109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:01.030964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:01.031111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:01.031164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:01.031207] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:01.034742] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: DOWN (p=41.14%)
[2025-12-19T20:34:01.035019] [INFO ] [FORECASTER] Completed predict_future for USMC
[2025-12-19T20:34:01.035141] [INFO ] [sig       ] USMC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:01.180241] [INFO ] [LOCAL     ] Saved forecast: USMC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/USMC.txt
[2025-12-19T20:34:01.180398] [INFO ] [sig       ] [3308/3561] Completed USMC in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-19T20:34:01.180438] [INFO ] [sig       ] [3309/3561] Forecasting USOI...
[2025-12-19T20:34:01.180469] [INFO ] [sig       ] Generating forecast for: USOI
[2025-12-19T20:34:01.180500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2025-12-19T20:34:01.191438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2025-12-19T20:34:01.191797] [INFO ] [FORECASTER] Starting predict_future for USOI
[2025-12-19T20:34:01.192600] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2025-12-19T20:34:01.192653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:01.192687] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:01.192715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:01.192772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:01.250807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:01.251661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:01.251743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:01.251776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:01.372657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:01.372823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:01.372862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:01.372897] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:01.376669] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: UP (p=93.61%)
[2025-12-19T20:34:01.377056] [INFO ] [FORECASTER] Completed predict_future for USOI
[2025-12-19T20:34:01.377209] [INFO ] [sig       ] USOI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:01.524731] [INFO ] [LOCAL     ] Saved forecast: USOI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/USOI.txt
[2025-12-19T20:34:01.524880] [INFO ] [sig       ] [3309/3561] Completed USOI in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-19T20:34:01.524919] [INFO ] [sig       ] [3310/3561] Forecasting USOY...
[2025-12-19T20:34:01.524958] [INFO ] [sig       ] Generating forecast for: USOY
[2025-12-19T20:34:01.524989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2025-12-19T20:34:01.535887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2025-12-19T20:34:01.536252] [INFO ] [FORECASTER] Starting predict_future for USOY
[2025-12-19T20:34:01.537040] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2025-12-19T20:34:01.537091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:01.537149] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:01.537177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:01.537231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:01.595088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:01.595961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:01.596046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:01.596079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:01.719970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:01.720136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:01.720178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:01.720209] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:01.724391] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: DOWN (p=47.11%)
[2025-12-19T20:34:01.724814] [INFO ] [FORECASTER] Completed predict_future for USOY
[2025-12-19T20:34:01.724962] [INFO ] [sig       ] USOY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:01.878297] [INFO ] [LOCAL     ] Saved forecast: USOY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/USOY.txt
[2025-12-19T20:34:01.878465] [INFO ] [sig       ] [3310/3561] Completed USOY in 0.4s | 2.91 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-19T20:34:01.878507] [INFO ] [sig       ] [3311/3561] Forecasting USTB...
[2025-12-19T20:34:01.878536] [INFO ] [sig       ] Generating forecast for: USTB
[2025-12-19T20:34:01.878566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2025-12-19T20:34:01.889924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2025-12-19T20:34:01.890262] [INFO ] [FORECASTER] Starting predict_future for USTB
[2025-12-19T20:34:01.891024] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2025-12-19T20:34:01.891075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:01.891106] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:01.891133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:01.891189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:01.948319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:01.949118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:01.949216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:01.949255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:02.069405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:02.069571] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:02.069630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:02.069659] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:02.072985] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: UP (p=77.60%)
[2025-12-19T20:34:02.073257] [INFO ] [FORECASTER] Completed predict_future for USTB
[2025-12-19T20:34:02.073375] [INFO ] [sig       ] USTB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:02.217802] [INFO ] [LOCAL     ] Saved forecast: USTB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/USTB.txt
[2025-12-19T20:34:02.217957] [INFO ] [sig       ] [3311/3561] Completed USTB in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-19T20:34:02.217997] [INFO ] [sig       ] [3312/3561] Forecasting USVM...
[2025-12-19T20:34:02.218028] [INFO ] [sig       ] Generating forecast for: USVM
[2025-12-19T20:34:02.218059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2025-12-19T20:34:02.229131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2025-12-19T20:34:02.229494] [INFO ] [FORECASTER] Starting predict_future for USVM
[2025-12-19T20:34:02.230293] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2025-12-19T20:34:02.230346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:02.230380] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:02.230407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:02.230465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:02.289780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:02.290715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:02.290799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:02.290833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:02.408077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:02.408237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:02.408277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:02.408307] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:02.411779] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: DOWN (p=13.47%)
[2025-12-19T20:34:02.412056] [INFO ] [FORECASTER] Completed predict_future for USVM
[2025-12-19T20:34:02.412180] [INFO ] [sig       ] USVM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:02.560416] [INFO ] [LOCAL     ] Saved forecast: USVM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/USVM.txt
[2025-12-19T20:34:02.560550] [INFO ] [sig       ] [3312/3561] Completed USVM in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-19T20:34:02.560608] [INFO ] [sig       ] [3313/3561] Forecasting USXF...
[2025-12-19T20:34:02.560640] [INFO ] [sig       ] Generating forecast for: USXF
[2025-12-19T20:34:02.560671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2025-12-19T20:34:02.572263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2025-12-19T20:34:02.572617] [INFO ] [FORECASTER] Starting predict_future for USXF
[2025-12-19T20:34:02.573355] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2025-12-19T20:34:02.573412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:02.573456] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:02.573488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:02.573544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:02.630740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:02.631420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:02.631500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:02.631532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:02.750803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:02.750957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:02.750997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:02.751077] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:02.754626] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: UP (p=66.60%)
[2025-12-19T20:34:02.754903] [INFO ] [FORECASTER] Completed predict_future for USXF
[2025-12-19T20:34:02.755029] [INFO ] [sig       ] USXF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:02.903059] [INFO ] [LOCAL     ] Saved forecast: USXF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/USXF.txt
[2025-12-19T20:34:02.903191] [INFO ] [sig       ] [3313/3561] Completed USXF in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-19T20:34:02.903230] [INFO ] [sig       ] [3314/3561] Forecasting UTEN...
[2025-12-19T20:34:02.903260] [INFO ] [sig       ] Generating forecast for: UTEN
[2025-12-19T20:34:02.903289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2025-12-19T20:34:02.914537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2025-12-19T20:34:02.914895] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2025-12-19T20:34:02.915710] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2025-12-19T20:34:02.915762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:02.915795] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:02.915821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:02.915880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:02.975253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:02.976092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:02.976178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:02.976212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:03.101465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:03.101639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:03.101681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:03.101710] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:03.105222] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: UP (p=76.93%)
[2025-12-19T20:34:03.105499] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2025-12-19T20:34:03.105640] [INFO ] [sig       ] UTEN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:03.250643] [INFO ] [LOCAL     ] Saved forecast: UTEN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UTEN.txt
[2025-12-19T20:34:03.250779] [INFO ] [sig       ] [3314/3561] Completed UTEN in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-19T20:34:03.250818] [INFO ] [sig       ] [3315/3561] Forecasting UTF...
[2025-12-19T20:34:03.250850] [INFO ] [sig       ] Generating forecast for: UTF
[2025-12-19T20:34:03.250880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-12-19T20:34:03.262927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2025-12-19T20:34:03.263356] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-12-19T20:34:03.264266] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-12-19T20:34:03.264321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:03.264353] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:03.264379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:03.264436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:03.321890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:03.322543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:03.322639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:03.322690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:03.443607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:03.443756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:03.443794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:03.443823] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:03.447305] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=66.70%)
[2025-12-19T20:34:03.447596] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-12-19T20:34:03.447722] [INFO ] [sig       ] UTF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:03.592087] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UTF.txt
[2025-12-19T20:34:03.592223] [INFO ] [sig       ] [3315/3561] Completed UTF in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-19T20:34:03.592266] [INFO ] [sig       ] [3316/3561] Forecasting UTI...
[2025-12-19T20:34:03.592297] [INFO ] [sig       ] Generating forecast for: UTI
[2025-12-19T20:34:03.592328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-12-19T20:34:03.606735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2025-12-19T20:34:03.607267] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-12-19T20:34:03.608147] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-12-19T20:34:03.608200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:03.608231] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:03.608257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:03.608313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:03.664879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:03.665597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:03.665684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:03.665716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:03.791665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:03.791827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:03.791866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:03.791893] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:03.795292] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=56.39%)
[2025-12-19T20:34:03.795590] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-12-19T20:34:03.795729] [INFO ] [sig       ] UTI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:03.936341] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UTI.txt
[2025-12-19T20:34:03.936490] [INFO ] [sig       ] [3316/3561] Completed UTI in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-19T20:34:03.936530] [INFO ] [sig       ] [3317/3561] Forecasting UTL...
[2025-12-19T20:34:03.936560] [INFO ] [sig       ] Generating forecast for: UTL
[2025-12-19T20:34:03.936610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-12-19T20:34:03.949035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2025-12-19T20:34:03.949459] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-12-19T20:34:03.950281] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-12-19T20:34:03.950334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:03.950366] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:03.950408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:03.950466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:04.010948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:04.011801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:04.011882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:04.011915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:04.130725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:04.130891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:04.130930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:04.130958] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:04.134266] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=1.38%)
[2025-12-19T20:34:04.134533] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-12-19T20:34:04.134674] [INFO ] [sig       ] UTL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:04.272278] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UTL.txt
[2025-12-19T20:34:04.272417] [INFO ] [sig       ] [3317/3561] Completed UTL in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-19T20:34:04.272456] [INFO ] [sig       ] [3318/3561] Forecasting UTMD...
[2025-12-19T20:34:04.272485] [INFO ] [sig       ] Generating forecast for: UTMD
[2025-12-19T20:34:04.272514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2025-12-19T20:34:04.284113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2025-12-19T20:34:04.284462] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2025-12-19T20:34:04.285234] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2025-12-19T20:34:04.285286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:04.285317] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:04.285343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:04.285398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:04.340762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:04.341444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:04.341525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:04.341558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:04.456449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:04.456652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:04.456693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:04.456721] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:04.460455] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: UP (p=70.30%)
[2025-12-19T20:34:04.460749] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2025-12-19T20:34:04.460871] [INFO ] [sig       ] UTMD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:04.600473] [INFO ] [LOCAL     ] Saved forecast: UTMD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UTMD.txt
[2025-12-19T20:34:04.600662] [INFO ] [sig       ] [3318/3561] Completed UTMD in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-19T20:34:04.600718] [INFO ] [sig       ] [3319/3561] Forecasting UTWO...
[2025-12-19T20:34:04.600760] [INFO ] [sig       ] Generating forecast for: UTWO
[2025-12-19T20:34:04.600802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTWO' from 'https://tdm.silogroup.org/data/derivative_storage/UTWO.csv'.
[2025-12-19T20:34:04.612146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTWO'.
[2025-12-19T20:34:04.612497] [INFO ] [FORECASTER] Starting predict_future for UTWO
[2025-12-19T20:34:04.613285] [DEBUG] [LOCAL     ] No optimal features file found for UTWO: ./output/feature-sets/UTWO.txt
[2025-12-19T20:34:04.613337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:04.613368] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:04.613395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:04.613450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:04.670844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:04.671622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:04.671705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:04.671740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:04.795093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:04.795258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:04.795298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:04.795328] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:04.798709] [DEBUG] [FORECASTER] UTWO: Forecast T+1@11:T+2@11: DOWN (p=45.41%)
[2025-12-19T20:34:04.798983] [INFO ] [FORECASTER] Completed predict_future for UTWO
[2025-12-19T20:34:04.799105] [INFO ] [sig       ] UTWO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:04.942062] [INFO ] [LOCAL     ] Saved forecast: UTWO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UTWO.txt
[2025-12-19T20:34:04.942231] [INFO ] [sig       ] [3319/3561] Completed UTWO in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-19T20:34:04.942277] [INFO ] [sig       ] [3320/3561] Forecasting UTZ...
[2025-12-19T20:34:04.942311] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-12-19T20:34:04.942342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-12-19T20:34:04.953840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2025-12-19T20:34:04.954212] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-12-19T20:34:04.955005] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-12-19T20:34:04.955058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:04.955091] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:04.955121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:04.955193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:05.014445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:05.015329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:05.015464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:05.015499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:05.135996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:05.136150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:05.136189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:05.136218] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:05.139598] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=86.92%)
[2025-12-19T20:34:05.139865] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-12-19T20:34:05.139983] [INFO ] [sig       ] UTZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:05.278724] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UTZ.txt
[2025-12-19T20:34:05.278855] [INFO ] [sig       ] [3320/3561] Completed UTZ in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-19T20:34:05.278894] [INFO ] [sig       ] [3321/3561] Forecasting UVE...
[2025-12-19T20:34:05.278926] [INFO ] [sig       ] Generating forecast for: UVE
[2025-12-19T20:34:05.278964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-12-19T20:34:05.290849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2025-12-19T20:34:05.291215] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-12-19T20:34:05.291993] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-12-19T20:34:05.292044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:05.292075] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:05.292101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:05.292156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:05.351023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:05.351722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:05.351802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:05.351837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:05.478433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:05.478616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:05.478677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:05.478710] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:05.482168] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=22.87%)
[2025-12-19T20:34:05.482440] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-12-19T20:34:05.482561] [INFO ] [sig       ] UVE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:05.619176] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UVE.txt
[2025-12-19T20:34:05.619320] [INFO ] [sig       ] [3321/3561] Completed UVE in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-19T20:34:05.619363] [INFO ] [sig       ] [3322/3561] Forecasting UVSP...
[2025-12-19T20:34:05.619394] [INFO ] [sig       ] Generating forecast for: UVSP
[2025-12-19T20:34:05.619424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2025-12-19T20:34:05.630687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2025-12-19T20:34:05.631028] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2025-12-19T20:34:05.631871] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2025-12-19T20:34:05.631925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:05.631957] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:05.631984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:05.632041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:05.690564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:05.691262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:05.691342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:05.691376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:05.814206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:05.814322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:05.814362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:05.814391] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:05.817888] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: UP (p=66.87%)
[2025-12-19T20:34:05.818174] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2025-12-19T20:34:05.818307] [INFO ] [sig       ] UVSP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:05.956983] [INFO ] [LOCAL     ] Saved forecast: UVSP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UVSP.txt
[2025-12-19T20:34:05.957116] [INFO ] [sig       ] [3322/3561] Completed UVSP in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-19T20:34:05.957155] [INFO ] [sig       ] [3323/3561] Forecasting UWMC...
[2025-12-19T20:34:05.957184] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-12-19T20:34:05.957213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-12-19T20:34:05.969845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2025-12-19T20:34:05.970187] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-12-19T20:34:05.971118] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-12-19T20:34:05.971168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:05.971200] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:05.971226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:05.971281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:06.029131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:06.029991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:06.030076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:06.030111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:06.155700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:06.155878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:06.155918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:06.155956] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:06.159474] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2025-12-19T20:34:06.159767] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-12-19T20:34:06.159893] [INFO ] [sig       ] UWMC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:06.298966] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UWMC.txt
[2025-12-19T20:34:06.299137] [INFO ] [sig       ] [3323/3561] Completed UWMC in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-19T20:34:06.299178] [INFO ] [sig       ] [3324/3561] Forecasting UXIN...
[2025-12-19T20:34:06.299209] [INFO ] [sig       ] Generating forecast for: UXIN
[2025-12-19T20:34:06.299240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2025-12-19T20:34:06.310463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2025-12-19T20:34:06.310849] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2025-12-19T20:34:06.311653] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2025-12-19T20:34:06.311706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:06.311739] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:06.311768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:06.311825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:06.369144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:06.370044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:06.370132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:06.370174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:06.502256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:06.502626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:06.502667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:06.502696] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:06.506166] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: DOWN (p=23.31%)
[2025-12-19T20:34:06.506473] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2025-12-19T20:34:06.506615] [INFO ] [sig       ] UXIN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:06.654831] [INFO ] [LOCAL     ] Saved forecast: UXIN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UXIN.txt
[2025-12-19T20:34:06.654994] [INFO ] [sig       ] [3324/3561] Completed UXIN in 0.4s | 2.91 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-19T20:34:06.655035] [INFO ] [sig       ] [3325/3561] Forecasting UYLD...
[2025-12-19T20:34:06.655065] [INFO ] [sig       ] Generating forecast for: UYLD
[2025-12-19T20:34:06.655095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2025-12-19T20:34:06.667044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2025-12-19T20:34:06.667442] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2025-12-19T20:34:06.668277] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2025-12-19T20:34:06.668329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:06.668362] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:06.668389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:06.668445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:06.728998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:06.729829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:06.729913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:06.729945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:06.850387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:06.850545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:06.850608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:06.850645] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:06.854161] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=83.49%)
[2025-12-19T20:34:06.854441] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2025-12-19T20:34:06.854566] [INFO ] [sig       ] UYLD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:06.999178] [INFO ] [LOCAL     ] Saved forecast: UYLD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/UYLD.txt
[2025-12-19T20:34:06.999333] [INFO ] [sig       ] [3325/3561] Completed UYLD in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-19T20:34:06.999373] [INFO ] [sig       ] [3326/3561] Forecasting UZE...
[2025-12-19T20:34:06.999405] [INFO ] [sig       ] Generating forecast for: UZE
[2025-12-19T20:34:06.999435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-12-19T20:34:07.011236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2025-12-19T20:34:07.011652] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-12-19T20:34:07.012487] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-12-19T20:34:07.012549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:07.012610] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:07.012640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:07.012697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:07.070857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:07.071816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:07.071902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:07.071934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:07.180485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:07.180684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:07.180726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:07.180754] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:07.184183] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=40.80%)
[2025-12-19T20:34:07.184464] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-12-19T20:34:07.184601] [INFO ] [sig       ] UZE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:07.320890] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/UZE.txt
[2025-12-19T20:34:07.321039] [INFO ] [sig       ] [3326/3561] Completed UZE in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-19T20:34:07.321078] [INFO ] [sig       ] [3327/3561] Forecasting VAC...
[2025-12-19T20:34:07.321108] [INFO ] [sig       ] Generating forecast for: VAC
[2025-12-19T20:34:07.321137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-12-19T20:34:07.332099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2025-12-19T20:34:07.332422] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-12-19T20:34:07.333195] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-12-19T20:34:07.333245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:07.333305] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:07.333334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:07.333390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:07.388819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:07.389563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:07.389664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:07.389696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:07.508520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:07.508726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:07.508776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:07.508811] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:07.512375] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=91.41%)
[2025-12-19T20:34:07.512671] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-12-19T20:34:07.512796] [INFO ] [sig       ] VAC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:07.653730] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VAC.txt
[2025-12-19T20:34:07.653870] [INFO ] [sig       ] [3327/3561] Completed VAC in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-19T20:34:07.653911] [INFO ] [sig       ] [3328/3561] Forecasting VAL...
[2025-12-19T20:34:07.653941] [INFO ] [sig       ] Generating forecast for: VAL
[2025-12-19T20:34:07.653971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-12-19T20:34:07.665380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2025-12-19T20:34:07.665725] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-12-19T20:34:07.666472] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-12-19T20:34:07.666523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:07.666554] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:07.666613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:07.666670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:07.722204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:07.722920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:07.722999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:07.723031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:07.843154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:07.843316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:07.843354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:07.843385] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:07.846863] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: DOWN (p=47.06%)
[2025-12-19T20:34:07.847181] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-12-19T20:34:07.847319] [INFO ] [sig       ] VAL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:07.984433] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VAL.txt
[2025-12-19T20:34:07.984563] [INFO ] [sig       ] [3328/3561] Completed VAL in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-19T20:34:07.984620] [INFO ] [sig       ] [3329/3561] Forecasting VALE...
[2025-12-19T20:34:07.984651] [INFO ] [sig       ] Generating forecast for: VALE
[2025-12-19T20:34:07.984681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-12-19T20:34:07.996022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2025-12-19T20:34:07.996350] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-12-19T20:34:07.997102] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-12-19T20:34:07.997153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:07.997185] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:07.997211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:07.997266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:08.053366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:08.054102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:08.054181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:08.054213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:08.172127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:08.172283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:08.172321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:08.172348] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:08.175658] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: DOWN (p=10.90%)
[2025-12-19T20:34:08.175924] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-12-19T20:34:08.176044] [INFO ] [sig       ] VALE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:08.314528] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VALE.txt
[2025-12-19T20:34:08.314674] [INFO ] [sig       ] [3329/3561] Completed VALE in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-19T20:34:08.314714] [INFO ] [sig       ] [3330/3561] Forecasting VALN...
[2025-12-19T20:34:08.314744] [INFO ] [sig       ] Generating forecast for: VALN
[2025-12-19T20:34:08.314774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2025-12-19T20:34:08.325758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2025-12-19T20:34:08.326093] [INFO ] [FORECASTER] Starting predict_future for VALN
[2025-12-19T20:34:08.326868] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2025-12-19T20:34:08.326931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:08.326963] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:08.326989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:08.327044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:08.382303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:08.383010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:08.383090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:08.383122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:08.490695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:08.490851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:08.490890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:08.490952] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:08.494666] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: UP (p=75.55%)
[2025-12-19T20:34:08.494932] [INFO ] [FORECASTER] Completed predict_future for VALN
[2025-12-19T20:34:08.495049] [INFO ] [sig       ] VALN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:08.634282] [INFO ] [LOCAL     ] Saved forecast: VALN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VALN.txt
[2025-12-19T20:34:08.634419] [INFO ] [sig       ] [3330/3561] Completed VALN in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-19T20:34:08.634458] [INFO ] [sig       ] [3331/3561] Forecasting VANI...
[2025-12-19T20:34:08.634488] [INFO ] [sig       ] Generating forecast for: VANI
[2025-12-19T20:34:08.634518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2025-12-19T20:34:08.645966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2025-12-19T20:34:08.646315] [INFO ] [FORECASTER] Starting predict_future for VANI
[2025-12-19T20:34:08.647094] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2025-12-19T20:34:08.647145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:08.647177] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:08.647203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:08.647257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:08.703587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:08.704190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:08.704267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:08.704299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:08.824851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:08.824975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:08.825013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:08.825040] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:08.828360] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: UP (p=54.80%)
[2025-12-19T20:34:08.828695] [INFO ] [FORECASTER] Completed predict_future for VANI
[2025-12-19T20:34:08.828834] [INFO ] [sig       ] VANI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:08.965095] [INFO ] [LOCAL     ] Saved forecast: VANI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VANI.txt
[2025-12-19T20:34:08.965224] [INFO ] [sig       ] [3331/3561] Completed VANI in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-19T20:34:08.965263] [INFO ] [sig       ] [3332/3561] Forecasting VBF...
[2025-12-19T20:34:08.965292] [INFO ] [sig       ] Generating forecast for: VBF
[2025-12-19T20:34:08.965322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-12-19T20:34:08.976119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2025-12-19T20:34:08.976458] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-12-19T20:34:08.977235] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-12-19T20:34:08.977289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:08.977330] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:08.977364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:08.977432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:09.032421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:09.033061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:09.033138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:09.033170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:09.151779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:09.151927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:09.151966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:09.151995] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:09.155289] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: UP (p=50.84%)
[2025-12-19T20:34:09.155557] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-12-19T20:34:09.155698] [INFO ] [sig       ] VBF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:09.291685] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VBF.txt
[2025-12-19T20:34:09.291808] [INFO ] [sig       ] [3332/3561] Completed VBF in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-19T20:34:09.291846] [INFO ] [sig       ] [3333/3561] Forecasting VBNK...
[2025-12-19T20:34:09.291875] [INFO ] [sig       ] Generating forecast for: VBNK
[2025-12-19T20:34:09.291906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2025-12-19T20:34:09.303067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2025-12-19T20:34:09.303419] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2025-12-19T20:34:09.304227] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2025-12-19T20:34:09.304278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:09.304314] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:09.304346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:09.304413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:09.359291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:09.359921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:09.359997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:09.360029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:09.482815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:09.482968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:09.483006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:09.483034] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:09.486408] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: DOWN (p=37.77%)
[2025-12-19T20:34:09.486692] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2025-12-19T20:34:09.486810] [INFO ] [sig       ] VBNK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:09.622650] [INFO ] [LOCAL     ] Saved forecast: VBNK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VBNK.txt
[2025-12-19T20:34:09.622779] [INFO ] [sig       ] [3333/3561] Completed VBNK in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-19T20:34:09.622826] [INFO ] [sig       ] [3334/3561] Forecasting VC...
[2025-12-19T20:34:09.622857] [INFO ] [sig       ] Generating forecast for: VC
[2025-12-19T20:34:09.622886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2025-12-19T20:34:09.634673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2025-12-19T20:34:09.635027] [INFO ] [FORECASTER] Starting predict_future for VC
[2025-12-19T20:34:09.635910] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2025-12-19T20:34:09.635973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:09.636012] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:09.636040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:09.636097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:09.696707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:09.697344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:09.697429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:09.697462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:09.825995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:09.826146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:09.826187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:09.826226] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:09.829895] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: DOWN (p=44.96%)
[2025-12-19T20:34:09.830177] [INFO ] [FORECASTER] Completed predict_future for VC
[2025-12-19T20:34:09.830310] [INFO ] [sig       ] VC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:09.976444] [INFO ] [LOCAL     ] Saved forecast: VC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VC.txt
[2025-12-19T20:34:09.976610] [INFO ] [sig       ] [3334/3561] Completed VC in 0.4s | 2.91 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-19T20:34:09.976658] [INFO ] [sig       ] [3335/3561] Forecasting VCEL...
[2025-12-19T20:34:09.976689] [INFO ] [sig       ] Generating forecast for: VCEL
[2025-12-19T20:34:09.976720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2025-12-19T20:34:09.988725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2025-12-19T20:34:09.989081] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2025-12-19T20:34:09.989847] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2025-12-19T20:34:09.989898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:09.989929] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:09.989956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:09.990015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:10.045809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:10.046426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:10.046505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:10.046536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:10.164858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:10.165021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:10.165060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:10.165088] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:10.168857] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: DOWN (p=3.12%)
[2025-12-19T20:34:10.169134] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2025-12-19T20:34:10.169278] [INFO ] [sig       ] VCEL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:10.306962] [INFO ] [LOCAL     ] Saved forecast: VCEL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VCEL.txt
[2025-12-19T20:34:10.307084] [INFO ] [sig       ] [3335/3561] Completed VCEL in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-19T20:34:10.307121] [INFO ] [sig       ] [3336/3561] Forecasting VCRB...
[2025-12-19T20:34:10.307151] [INFO ] [sig       ] Generating forecast for: VCRB
[2025-12-19T20:34:10.307180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2025-12-19T20:34:10.317836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2025-12-19T20:34:10.318154] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2025-12-19T20:34:10.318963] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2025-12-19T20:34:10.319015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:10.319046] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:10.319072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:10.319126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:10.373869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:10.374443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:10.374517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:10.374549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:10.495894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:10.496043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:10.496080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:10.496108] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:10.499436] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2025-12-19T20:34:10.499721] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2025-12-19T20:34:10.499855] [INFO ] [sig       ] VCRB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:10.635946] [INFO ] [LOCAL     ] Saved forecast: VCRB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VCRB.txt
[2025-12-19T20:34:10.636052] [INFO ] [sig       ] [3336/3561] Completed VCRB in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-19T20:34:10.636089] [INFO ] [sig       ] [3337/3561] Forecasting VCSH...
[2025-12-19T20:34:10.636118] [INFO ] [sig       ] Generating forecast for: VCSH
[2025-12-19T20:34:10.636147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2025-12-19T20:34:10.646849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2025-12-19T20:34:10.647164] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2025-12-19T20:34:10.647931] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2025-12-19T20:34:10.647982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:10.648012] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:10.648039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:10.648095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:10.703765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:10.704365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:10.704468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:10.704501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:10.823286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:10.823419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:10.823475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:10.823504] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:10.826750] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: UP (p=96.11%)
[2025-12-19T20:34:10.827016] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2025-12-19T20:34:10.827135] [INFO ] [sig       ] VCSH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:10.963746] [INFO ] [LOCAL     ] Saved forecast: VCSH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VCSH.txt
[2025-12-19T20:34:10.963852] [INFO ] [sig       ] [3337/3561] Completed VCSH in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-19T20:34:10.963889] [INFO ] [sig       ] [3338/3561] Forecasting VECO...
[2025-12-19T20:34:10.963919] [INFO ] [sig       ] Generating forecast for: VECO
[2025-12-19T20:34:10.963949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2025-12-19T20:34:10.975128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2025-12-19T20:34:10.975449] [INFO ] [FORECASTER] Starting predict_future for VECO
[2025-12-19T20:34:10.976205] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2025-12-19T20:34:10.976256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:10.976287] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:10.976314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:10.976370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:11.031794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:11.032381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:11.032459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:11.032490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:11.147837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:11.147965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:11.148002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:11.148029] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:11.151298] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=20.30%)
[2025-12-19T20:34:11.151559] [INFO ] [FORECASTER] Completed predict_future for VECO
[2025-12-19T20:34:11.151698] [INFO ] [sig       ] VECO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:11.287260] [INFO ] [LOCAL     ] Saved forecast: VECO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VECO.txt
[2025-12-19T20:34:11.287424] [INFO ] [sig       ] [3338/3561] Completed VECO in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-19T20:34:11.287470] [INFO ] [sig       ] [3339/3561] Forecasting VEEE...
[2025-12-19T20:34:11.287501] [INFO ] [sig       ] Generating forecast for: VEEE
[2025-12-19T20:34:11.287532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2025-12-19T20:34:11.298882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2025-12-19T20:34:11.299237] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2025-12-19T20:34:11.300041] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2025-12-19T20:34:11.300092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:11.300123] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:11.300149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:11.300204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:11.355055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:11.355771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:11.355857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:11.355889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:11.469210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:11.469365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:11.469403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:11.469430] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:11.472741] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: UP (p=53.75%)
[2025-12-19T20:34:11.473006] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2025-12-19T20:34:11.473123] [INFO ] [sig       ] VEEE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:11.609912] [INFO ] [LOCAL     ] Saved forecast: VEEE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VEEE.txt
[2025-12-19T20:34:11.610062] [INFO ] [sig       ] [3339/3561] Completed VEEE in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-19T20:34:11.610102] [INFO ] [sig       ] [3340/3561] Forecasting VEL...
[2025-12-19T20:34:11.610131] [INFO ] [sig       ] Generating forecast for: VEL
[2025-12-19T20:34:11.610161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-12-19T20:34:11.621970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2025-12-19T20:34:11.622341] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-12-19T20:34:11.623131] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-12-19T20:34:11.623184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:11.623215] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:11.623241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:11.623296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:11.679954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:11.680821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:11.680903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:11.680936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:11.798306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:11.798461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:11.798502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:11.798531] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:11.801861] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: DOWN (p=16.75%)
[2025-12-19T20:34:11.802134] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-12-19T20:34:11.802258] [INFO ] [sig       ] VEL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:11.941870] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VEL.txt
[2025-12-19T20:34:11.942059] [INFO ] [sig       ] [3340/3561] Completed VEL in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-19T20:34:11.942109] [INFO ] [sig       ] [3341/3561] Forecasting VEON...
[2025-12-19T20:34:11.942141] [INFO ] [sig       ] Generating forecast for: VEON
[2025-12-19T20:34:11.942171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2025-12-19T20:34:11.954625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2025-12-19T20:34:11.954972] [INFO ] [FORECASTER] Starting predict_future for VEON
[2025-12-19T20:34:11.955741] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2025-12-19T20:34:11.955792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:11.955836] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:11.955863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:11.955919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:12.011727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:12.012307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:12.012421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:12.012455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:12.133380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:12.133513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:12.133549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:12.133598] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:12.136849] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: DOWN (p=30.87%)
[2025-12-19T20:34:12.137113] [INFO ] [FORECASTER] Completed predict_future for VEON
[2025-12-19T20:34:12.137232] [INFO ] [sig       ] VEON: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:12.273015] [INFO ] [LOCAL     ] Saved forecast: VEON	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VEON.txt
[2025-12-19T20:34:12.273144] [INFO ] [sig       ] [3341/3561] Completed VEON in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-19T20:34:12.273182] [INFO ] [sig       ] [3342/3561] Forecasting VERA...
[2025-12-19T20:34:12.273212] [INFO ] [sig       ] Generating forecast for: VERA
[2025-12-19T20:34:12.273242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2025-12-19T20:34:12.285022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2025-12-19T20:34:12.285388] [INFO ] [FORECASTER] Starting predict_future for VERA
[2025-12-19T20:34:12.286168] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2025-12-19T20:34:12.286218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:12.286250] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:12.286277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:12.286333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:12.343933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:12.344762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:12.344844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:12.344876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:12.462279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:12.462439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:12.462477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:12.462506] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:12.466012] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: UP (p=71.12%)
[2025-12-19T20:34:12.466288] [INFO ] [FORECASTER] Completed predict_future for VERA
[2025-12-19T20:34:12.466412] [INFO ] [sig       ] VERA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:12.604083] [INFO ] [LOCAL     ] Saved forecast: VERA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VERA.txt
[2025-12-19T20:34:12.604223] [INFO ] [sig       ] [3342/3561] Completed VERA in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-19T20:34:12.604262] [INFO ] [sig       ] [3343/3561] Forecasting VERI...
[2025-12-19T20:34:12.604291] [INFO ] [sig       ] Generating forecast for: VERI
[2025-12-19T20:34:12.604320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2025-12-19T20:34:12.614942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2025-12-19T20:34:12.615283] [INFO ] [FORECASTER] Starting predict_future for VERI
[2025-12-19T20:34:12.616068] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2025-12-19T20:34:12.616119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:12.616150] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:12.616176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:12.616231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:12.671320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:12.671933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:12.672025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:12.672057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:12.788128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:12.788268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:12.788318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:12.788351] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:12.791664] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: DOWN (p=15.35%)
[2025-12-19T20:34:12.791928] [INFO ] [FORECASTER] Completed predict_future for VERI
[2025-12-19T20:34:12.792046] [INFO ] [sig       ] VERI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:12.929225] [INFO ] [LOCAL     ] Saved forecast: VERI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VERI.txt
[2025-12-19T20:34:12.929334] [INFO ] [sig       ] [3343/3561] Completed VERI in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-19T20:34:12.929371] [INFO ] [sig       ] [3344/3561] Forecasting VERO...
[2025-12-19T20:34:12.929398] [INFO ] [sig       ] Generating forecast for: VERO
[2025-12-19T20:34:12.929427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'.
[2025-12-19T20:34:12.940634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERO'.
[2025-12-19T20:34:12.940949] [INFO ] [FORECASTER] Starting predict_future for VERO
[2025-12-19T20:34:12.941749] [DEBUG] [LOCAL     ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt
[2025-12-19T20:34:12.941800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:12.941858] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:12.941886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:12.941943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:12.997749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:12.998345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:12.998422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:12.998456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:13.115738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:13.115861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:13.115897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:13.115925] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:13.119132] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: DOWN (p=5.71%)
[2025-12-19T20:34:13.119390] [INFO ] [FORECASTER] Completed predict_future for VERO
[2025-12-19T20:34:13.119507] [INFO ] [sig       ] VERO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:13.255781] [INFO ] [LOCAL     ] Saved forecast: VERO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VERO.txt
[2025-12-19T20:34:13.255892] [INFO ] [sig       ] [3344/3561] Completed VERO in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-19T20:34:13.255929] [INFO ] [sig       ] [3345/3561] Forecasting VERX...
[2025-12-19T20:34:13.255965] [INFO ] [sig       ] Generating forecast for: VERX
[2025-12-19T20:34:13.255996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2025-12-19T20:34:13.267103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2025-12-19T20:34:13.267433] [INFO ] [FORECASTER] Starting predict_future for VERX
[2025-12-19T20:34:13.268204] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2025-12-19T20:34:13.268254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:13.268286] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:13.268312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:13.268367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:13.323814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:13.324384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:13.324464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:13.324495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:13.441525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:13.441671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:13.441709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:13.441739] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:13.445023] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: UP (p=80.09%)
[2025-12-19T20:34:13.445293] [INFO ] [FORECASTER] Completed predict_future for VERX
[2025-12-19T20:34:13.445412] [INFO ] [sig       ] VERX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:13.583090] [INFO ] [LOCAL     ] Saved forecast: VERX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VERX.txt
[2025-12-19T20:34:13.583198] [INFO ] [sig       ] [3345/3561] Completed VERX in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-19T20:34:13.583236] [INFO ] [sig       ] [3346/3561] Forecasting VFC...
[2025-12-19T20:34:13.583265] [INFO ] [sig       ] Generating forecast for: VFC
[2025-12-19T20:34:13.583295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-12-19T20:34:13.594758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2025-12-19T20:34:13.595082] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-12-19T20:34:13.595841] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-12-19T20:34:13.595891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:13.595924] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:13.595950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:13.596004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:13.651424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:13.652045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:13.652121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:13.652154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:13.772691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:13.772827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:13.772864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:13.772892] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:13.776241] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-12-19T20:34:13.776498] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-12-19T20:34:13.776646] [INFO ] [sig       ] VFC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:13.913319] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VFC.txt
[2025-12-19T20:34:13.913483] [INFO ] [sig       ] [3346/3561] Completed VFC in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-19T20:34:13.913522] [INFO ] [sig       ] [3347/3561] Forecasting VFF...
[2025-12-19T20:34:13.913552] [INFO ] [sig       ] Generating forecast for: VFF
[2025-12-19T20:34:13.913607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2025-12-19T20:34:13.925232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2025-12-19T20:34:13.925633] [INFO ] [FORECASTER] Starting predict_future for VFF
[2025-12-19T20:34:13.926385] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2025-12-19T20:34:13.926437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:13.926471] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:13.926497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:13.926552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:13.981930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:13.982595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:13.982689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:13.982723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:14.103503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:14.103690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:14.103733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:14.103801] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:14.107412] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: DOWN (p=48.75%)
[2025-12-19T20:34:14.107720] [INFO ] [FORECASTER] Completed predict_future for VFF
[2025-12-19T20:34:14.107849] [INFO ] [sig       ] VFF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:14.256114] [INFO ] [LOCAL     ] Saved forecast: VFF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VFF.txt
[2025-12-19T20:34:14.256279] [INFO ] [sig       ] [3347/3561] Completed VFF in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-19T20:34:14.256320] [INFO ] [sig       ] [3348/3561] Forecasting VFLO...
[2025-12-19T20:34:14.256353] [INFO ] [sig       ] Generating forecast for: VFLO
[2025-12-19T20:34:14.256383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2025-12-19T20:34:14.268236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2025-12-19T20:34:14.268599] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2025-12-19T20:34:14.269408] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2025-12-19T20:34:14.269461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:14.269493] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:14.269520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:14.269595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:14.326154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:14.326963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:14.327046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:14.327078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:14.454384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:14.454537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:14.454592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:14.454642] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:14.458023] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: UP (p=95.63%)
[2025-12-19T20:34:14.458308] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2025-12-19T20:34:14.458431] [INFO ] [sig       ] VFLO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:14.606871] [INFO ] [LOCAL     ] Saved forecast: VFLO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VFLO.txt
[2025-12-19T20:34:14.607051] [INFO ] [sig       ] [3348/3561] Completed VFLO in 0.4s | 2.91 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-19T20:34:14.607115] [INFO ] [sig       ] [3349/3561] Forecasting VFS...
[2025-12-19T20:34:14.607165] [INFO ] [sig       ] Generating forecast for: VFS
[2025-12-19T20:34:14.607210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2025-12-19T20:34:14.619036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2025-12-19T20:34:14.619382] [INFO ] [FORECASTER] Starting predict_future for VFS
[2025-12-19T20:34:14.620171] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2025-12-19T20:34:14.620222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:14.620253] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:14.620280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:14.620335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:14.677216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:14.678016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:14.678096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:14.678128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:14.799246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:14.799400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:14.799445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:14.799480] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:14.802954] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: DOWN (p=28.33%)
[2025-12-19T20:34:14.803239] [INFO ] [FORECASTER] Completed predict_future for VFS
[2025-12-19T20:34:14.803362] [INFO ] [sig       ] VFS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:14.955896] [INFO ] [LOCAL     ] Saved forecast: VFS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VFS.txt
[2025-12-19T20:34:14.956034] [INFO ] [sig       ] [3349/3561] Completed VFS in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-19T20:34:14.956074] [INFO ] [sig       ] [3350/3561] Forecasting VGI...
[2025-12-19T20:34:14.956107] [INFO ] [sig       ] Generating forecast for: VGI
[2025-12-19T20:34:14.956140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-12-19T20:34:14.966452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2025-12-19T20:34:14.966809] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-12-19T20:34:14.967605] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-12-19T20:34:14.967658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:14.967691] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:14.967719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:14.967776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:15.023725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:15.024498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:15.024595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:15.024651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:15.136430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:15.136610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:15.136649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:15.136678] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:15.139985] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=73.54%)
[2025-12-19T20:34:15.140246] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-12-19T20:34:15.140363] [INFO ] [sig       ] VGI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:15.281168] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VGI.txt
[2025-12-19T20:34:15.281310] [INFO ] [sig       ] [3350/3561] Completed VGI in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-19T20:34:15.281350] [INFO ] [sig       ] [3351/3561] Forecasting VGM...
[2025-12-19T20:34:15.281379] [INFO ] [sig       ] Generating forecast for: VGM
[2025-12-19T20:34:15.281410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-12-19T20:34:15.292539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2025-12-19T20:34:15.292881] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-12-19T20:34:15.293634] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-12-19T20:34:15.293684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:15.293716] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:15.293743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:15.293800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:15.351136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:15.351910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:15.352018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:15.352054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:15.471861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:15.472019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:15.472057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:15.472086] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:15.475408] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: UP (p=84.54%)
[2025-12-19T20:34:15.475698] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-12-19T20:34:15.475819] [INFO ] [sig       ] VGM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:15.613070] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VGM.txt
[2025-12-19T20:34:15.613195] [INFO ] [sig       ] [3351/3561] Completed VGM in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-19T20:34:15.613233] [INFO ] [sig       ] [3352/3561] Forecasting VGSH...
[2025-12-19T20:34:15.613262] [INFO ] [sig       ] Generating forecast for: VGSH
[2025-12-19T20:34:15.613292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2025-12-19T20:34:15.623935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2025-12-19T20:34:15.624269] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2025-12-19T20:34:15.625028] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2025-12-19T20:34:15.625079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:15.625111] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:15.625137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:15.625204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:15.681929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:15.682664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:15.682745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:15.682779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:15.801482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:15.801655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:15.801696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:15.801725] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:15.805120] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: UP (p=92.28%)
[2025-12-19T20:34:15.805396] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2025-12-19T20:34:15.805517] [INFO ] [sig       ] VGSH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:15.946337] [INFO ] [LOCAL     ] Saved forecast: VGSH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VGSH.txt
[2025-12-19T20:34:15.946464] [INFO ] [sig       ] [3352/3561] Completed VGSH in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-19T20:34:15.946506] [INFO ] [sig       ] [3353/3561] Forecasting VICI...
[2025-12-19T20:34:15.946536] [INFO ] [sig       ] Generating forecast for: VICI
[2025-12-19T20:34:15.946565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-12-19T20:34:15.957883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2025-12-19T20:34:15.958240] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-12-19T20:34:15.959030] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-12-19T20:34:15.959081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:15.959113] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:15.959139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:15.959194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:16.014657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:16.015322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:16.015399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:16.015431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:16.135396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:16.135561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:16.135635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:16.135670] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:16.139002] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: UP (p=55.32%)
[2025-12-19T20:34:16.139265] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-12-19T20:34:16.139381] [INFO ] [sig       ] VICI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:16.276438] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VICI.txt
[2025-12-19T20:34:16.276602] [INFO ] [sig       ] [3353/3561] Completed VICI in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-19T20:34:16.276644] [INFO ] [sig       ] [3354/3561] Forecasting VIGI...
[2025-12-19T20:34:16.276674] [INFO ] [sig       ] Generating forecast for: VIGI
[2025-12-19T20:34:16.276703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2025-12-19T20:34:16.288233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2025-12-19T20:34:16.288597] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2025-12-19T20:34:16.289407] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2025-12-19T20:34:16.289458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:16.289490] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:16.289523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:16.289612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:16.345554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:16.346438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:16.346602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:16.346637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:16.463432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:16.463611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:16.463655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:16.463684] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:16.466973] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2025-12-19T20:34:16.467236] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2025-12-19T20:34:16.467352] [INFO ] [sig       ] VIGI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:16.604070] [INFO ] [LOCAL     ] Saved forecast: VIGI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VIGI.txt
[2025-12-19T20:34:16.604214] [INFO ] [sig       ] [3354/3561] Completed VIGI in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-19T20:34:16.604253] [INFO ] [sig       ] [3355/3561] Forecasting VINP...
[2025-12-19T20:34:16.604284] [INFO ] [sig       ] Generating forecast for: VINP
[2025-12-19T20:34:16.604314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2025-12-19T20:34:16.615459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2025-12-19T20:34:16.615859] [INFO ] [FORECASTER] Starting predict_future for VINP
[2025-12-19T20:34:16.616642] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2025-12-19T20:34:16.616692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:16.616723] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:16.616749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:16.616806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:16.672454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:16.673313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:16.673397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:16.673428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:16.786380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:16.786526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:16.786565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:16.786612] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:16.789872] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: UP (p=71.38%)
[2025-12-19T20:34:16.790132] [INFO ] [FORECASTER] Completed predict_future for VINP
[2025-12-19T20:34:16.790250] [INFO ] [sig       ] VINP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:16.934280] [INFO ] [LOCAL     ] Saved forecast: VINP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VINP.txt
[2025-12-19T20:34:16.934524] [INFO ] [sig       ] [3355/3561] Completed VINP in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-19T20:34:16.934587] [INFO ] [sig       ] [3356/3561] Forecasting VIPS...
[2025-12-19T20:34:16.934626] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-12-19T20:34:16.934691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-12-19T20:34:16.948865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2025-12-19T20:34:16.949428] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-12-19T20:34:16.950385] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-12-19T20:34:16.950439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:16.950473] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:16.950499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:16.950558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:17.007693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:17.008863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:17.008976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:17.009011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:17.132899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:17.133130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:17.133173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:17.133200] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:17.136999] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=21.48%)
[2025-12-19T20:34:17.137304] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-12-19T20:34:17.137431] [INFO ] [sig       ] VIPS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:17.281807] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VIPS.txt
[2025-12-19T20:34:17.282004] [INFO ] [sig       ] [3356/3561] Completed VIPS in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-19T20:34:17.282046] [INFO ] [sig       ] [3357/3561] Forecasting VIRC...
[2025-12-19T20:34:17.282077] [INFO ] [sig       ] Generating forecast for: VIRC
[2025-12-19T20:34:17.282107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2025-12-19T20:34:17.294899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2025-12-19T20:34:17.295370] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2025-12-19T20:34:17.296213] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2025-12-19T20:34:17.296265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:17.296298] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:17.296324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:17.296380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:17.351502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:17.352413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:17.352531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:17.352564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:17.476623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:17.476859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:17.476909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:17.476942] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:17.480765] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: DOWN (p=22.40%)
[2025-12-19T20:34:17.481085] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2025-12-19T20:34:17.481223] [INFO ] [sig       ] VIRC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:17.623008] [INFO ] [LOCAL     ] Saved forecast: VIRC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VIRC.txt
[2025-12-19T20:34:17.623245] [INFO ] [sig       ] [3357/3561] Completed VIRC in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-19T20:34:17.623294] [INFO ] [sig       ] [3358/3561] Forecasting VITL...
[2025-12-19T20:34:17.623327] [INFO ] [sig       ] Generating forecast for: VITL
[2025-12-19T20:34:17.623357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2025-12-19T20:34:17.636421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2025-12-19T20:34:17.636997] [INFO ] [FORECASTER] Starting predict_future for VITL
[2025-12-19T20:34:17.637931] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2025-12-19T20:34:17.637985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:17.638020] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:17.638047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:17.638117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:17.695212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:17.696186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:17.696285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:17.696319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:17.819995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:17.820226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:17.820272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:17.820304] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:17.824169] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-12-19T20:34:17.824483] [INFO ] [FORECASTER] Completed predict_future for VITL
[2025-12-19T20:34:17.824636] [INFO ] [sig       ] VITL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:17.966521] [INFO ] [LOCAL     ] Saved forecast: VITL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VITL.txt
[2025-12-19T20:34:17.966734] [INFO ] [sig       ] [3358/3561] Completed VITL in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-19T20:34:17.966776] [INFO ] [sig       ] [3359/3561] Forecasting VKQ...
[2025-12-19T20:34:17.966808] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-12-19T20:34:17.966841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-12-19T20:34:17.979785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2025-12-19T20:34:17.980349] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-12-19T20:34:17.981258] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-12-19T20:34:17.981315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:17.981349] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:17.981380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:17.981440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:18.038949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:18.040114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:18.040221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:18.040261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:18.164797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:18.165016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:18.165059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:18.165087] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:18.168840] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: UP (p=95.76%)
[2025-12-19T20:34:18.169205] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-12-19T20:34:18.169335] [INFO ] [sig       ] VKQ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:18.305319] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VKQ.txt
[2025-12-19T20:34:18.305453] [INFO ] [sig       ] [3359/3561] Completed VKQ in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-19T20:34:18.305491] [INFO ] [sig       ] [3360/3561] Forecasting VKTX...
[2025-12-19T20:34:18.305520] [INFO ] [sig       ] Generating forecast for: VKTX
[2025-12-19T20:34:18.305559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2025-12-19T20:34:18.318955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2025-12-19T20:34:18.319337] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2025-12-19T20:34:18.320168] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2025-12-19T20:34:18.320219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:18.320251] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:18.320277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:18.320331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:18.375907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:18.376545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:18.376643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:18.376676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:18.496214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:18.496399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:18.496439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:18.496467] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:18.499825] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: UP (p=52.31%)
[2025-12-19T20:34:18.500099] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2025-12-19T20:34:18.500219] [INFO ] [sig       ] VKTX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:18.637597] [INFO ] [LOCAL     ] Saved forecast: VKTX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VKTX.txt
[2025-12-19T20:34:18.637742] [INFO ] [sig       ] [3360/3561] Completed VKTX in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-19T20:34:18.637779] [INFO ] [sig       ] [3361/3561] Forecasting VLGEA...
[2025-12-19T20:34:18.637808] [INFO ] [sig       ] Generating forecast for: VLGEA
[2025-12-19T20:34:18.637838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2025-12-19T20:34:18.649624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2025-12-19T20:34:18.650027] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2025-12-19T20:34:18.650811] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2025-12-19T20:34:18.650861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:18.650921] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:18.650949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:18.651006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:18.706333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:18.707150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:18.707236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:18.707269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:18.826855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:18.827024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:18.827063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:18.827090] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:18.830447] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: UP (p=88.79%)
[2025-12-19T20:34:18.830738] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2025-12-19T20:34:18.830862] [INFO ] [sig       ] VLGEA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:18.978321] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VLGEA.txt
[2025-12-19T20:34:18.978525] [INFO ] [sig       ] [3361/3561] Completed VLGEA in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-19T20:34:18.978599] [INFO ] [sig       ] [3362/3561] Forecasting VLN...
[2025-12-19T20:34:18.978640] [INFO ] [sig       ] Generating forecast for: VLN
[2025-12-19T20:34:18.978720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-12-19T20:34:18.991121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2025-12-19T20:34:18.991499] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-12-19T20:34:18.992326] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-12-19T20:34:18.992377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:18.992408] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:18.992433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:18.992488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:19.047995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:19.048753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:19.048839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:19.048872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:19.167991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:19.168158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:19.168202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:19.168230] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:19.171921] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: DOWN (p=10.59%)
[2025-12-19T20:34:19.172217] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-12-19T20:34:19.172347] [INFO ] [sig       ] VLN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:19.318321] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VLN.txt
[2025-12-19T20:34:19.318445] [INFO ] [sig       ] [3362/3561] Completed VLN in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-19T20:34:19.318483] [INFO ] [sig       ] [3363/3561] Forecasting VLO...
[2025-12-19T20:34:19.318512] [INFO ] [sig       ] Generating forecast for: VLO
[2025-12-19T20:34:19.318542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-12-19T20:34:19.330236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2025-12-19T20:34:19.330588] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-12-19T20:34:19.331350] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-12-19T20:34:19.331400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:19.331433] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:19.331459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:19.331518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:19.387227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:19.387994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:19.388073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:19.388105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:19.512274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:19.512409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:19.512462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:19.512491] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:19.515821] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: DOWN (p=29.49%)
[2025-12-19T20:34:19.516084] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-12-19T20:34:19.516203] [INFO ] [sig       ] VLO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:19.652552] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VLO.txt
[2025-12-19T20:34:19.652688] [INFO ] [sig       ] [3363/3561] Completed VLO in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-19T20:34:19.652726] [INFO ] [sig       ] [3364/3561] Forecasting VLRS...
[2025-12-19T20:34:19.652755] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-12-19T20:34:19.652785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-12-19T20:34:19.665523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2025-12-19T20:34:19.665842] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-12-19T20:34:19.666638] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-12-19T20:34:19.666689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:19.666720] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:19.666747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:19.666802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:19.722452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:19.723097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:19.723176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:19.723208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:19.839783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:19.839951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:19.839989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:19.840051] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:19.843364] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=89.37%)
[2025-12-19T20:34:19.843654] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-12-19T20:34:19.843777] [INFO ] [sig       ] VLRS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:19.982692] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VLRS.txt
[2025-12-19T20:34:19.982839] [INFO ] [sig       ] [3364/3561] Completed VLRS in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-19T20:34:19.982880] [INFO ] [sig       ] [3365/3561] Forecasting VLTO...
[2025-12-19T20:34:19.982909] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-12-19T20:34:19.982940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-12-19T20:34:19.994787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2025-12-19T20:34:19.995124] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-12-19T20:34:19.995933] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-12-19T20:34:19.995997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:19.996029] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:19.996055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:19.996111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:20.050739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:20.051327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:20.051415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:20.051448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:20.172500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:20.172673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:20.172712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:20.172740] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:20.176035] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=73.57%)
[2025-12-19T20:34:20.176298] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-12-19T20:34:20.176415] [INFO ] [sig       ] VLTO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:20.312764] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VLTO.txt
[2025-12-19T20:34:20.312877] [INFO ] [sig       ] [3365/3561] Completed VLTO in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-19T20:34:20.312914] [INFO ] [sig       ] [3366/3561] Forecasting VLY...
[2025-12-19T20:34:20.312943] [INFO ] [sig       ] Generating forecast for: VLY
[2025-12-19T20:34:20.312973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2025-12-19T20:34:20.323848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2025-12-19T20:34:20.324165] [INFO ] [FORECASTER] Starting predict_future for VLY
[2025-12-19T20:34:20.324951] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2025-12-19T20:34:20.325003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:20.325035] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:20.325063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:20.325119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:20.380769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:20.381380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:20.381458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:20.381489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:20.499113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:20.499269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:20.499307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:20.499336] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:20.502636] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: UP (p=50.54%)
[2025-12-19T20:34:20.502906] [INFO ] [FORECASTER] Completed predict_future for VLY
[2025-12-19T20:34:20.503023] [INFO ] [sig       ] VLY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:20.639834] [INFO ] [LOCAL     ] Saved forecast: VLY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VLY.txt
[2025-12-19T20:34:20.639958] [INFO ] [sig       ] [3366/3561] Completed VLY in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-19T20:34:20.639996] [INFO ] [sig       ] [3367/3561] Forecasting VMBS...
[2025-12-19T20:34:20.640026] [INFO ] [sig       ] Generating forecast for: VMBS
[2025-12-19T20:34:20.640056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2025-12-19T20:34:20.651424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2025-12-19T20:34:20.651782] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2025-12-19T20:34:20.652524] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2025-12-19T20:34:20.652594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:20.652628] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:20.652655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:20.652710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:20.711390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:20.712106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:20.712190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:20.712228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:20.829834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:20.829980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:20.830018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:20.830046] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:20.833356] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: UP (p=80.30%)
[2025-12-19T20:34:20.833650] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2025-12-19T20:34:20.833772] [INFO ] [sig       ] VMBS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:20.972622] [INFO ] [LOCAL     ] Saved forecast: VMBS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VMBS.txt
[2025-12-19T20:34:20.972791] [INFO ] [sig       ] [3367/3561] Completed VMBS in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-19T20:34:20.972831] [INFO ] [sig       ] [3368/3561] Forecasting VMD...
[2025-12-19T20:34:20.972860] [INFO ] [sig       ] Generating forecast for: VMD
[2025-12-19T20:34:20.972892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2025-12-19T20:34:20.984729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2025-12-19T20:34:20.985137] [INFO ] [FORECASTER] Starting predict_future for VMD
[2025-12-19T20:34:20.985953] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2025-12-19T20:34:20.986005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:20.986038] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:20.986066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:20.986122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:21.041511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:21.042381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:21.042464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:21.042496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:21.157948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:21.158110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:21.158149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:21.158179] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:21.161615] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: UP (p=65.91%)
[2025-12-19T20:34:21.161916] [INFO ] [FORECASTER] Completed predict_future for VMD
[2025-12-19T20:34:21.162044] [INFO ] [sig       ] VMD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:21.300631] [INFO ] [LOCAL     ] Saved forecast: VMD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VMD.txt
[2025-12-19T20:34:21.300789] [INFO ] [sig       ] [3368/3561] Completed VMD in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-19T20:34:21.300840] [INFO ] [sig       ] [3369/3561] Forecasting VMI...
[2025-12-19T20:34:21.300872] [INFO ] [sig       ] Generating forecast for: VMI
[2025-12-19T20:34:21.300901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-12-19T20:34:21.313429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2025-12-19T20:34:21.313849] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-12-19T20:34:21.314632] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-12-19T20:34:21.314684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:21.314716] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:21.314743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:21.314799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:21.372520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:21.373396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:21.373484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:21.373517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:21.500095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:21.500263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:21.500309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:21.500338] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:21.503824] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: UP (p=88.79%)
[2025-12-19T20:34:21.504119] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-12-19T20:34:21.504260] [INFO ] [sig       ] VMI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:21.650326] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VMI.txt
[2025-12-19T20:34:21.650461] [INFO ] [sig       ] [3369/3561] Completed VMI in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-19T20:34:21.650500] [INFO ] [sig       ] [3370/3561] Forecasting VMO...
[2025-12-19T20:34:21.650528] [INFO ] [sig       ] Generating forecast for: VMO
[2025-12-19T20:34:21.650559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-12-19T20:34:21.662128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2025-12-19T20:34:21.662459] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-12-19T20:34:21.663235] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-12-19T20:34:21.663286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:21.663317] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:21.663344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:21.663399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:21.719168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:21.719781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:21.719874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:21.719906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:21.837038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:21.837192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:21.837231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:21.837259] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:21.840631] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: DOWN (p=22.37%)
[2025-12-19T20:34:21.840903] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-12-19T20:34:21.841044] [INFO ] [sig       ] VMO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:21.981306] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VMO.txt
[2025-12-19T20:34:21.981442] [INFO ] [sig       ] [3370/3561] Completed VMO in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-19T20:34:21.981480] [INFO ] [sig       ] [3371/3561] Forecasting VNDA...
[2025-12-19T20:34:21.981510] [INFO ] [sig       ] Generating forecast for: VNDA
[2025-12-19T20:34:21.981539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2025-12-19T20:34:21.993101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2025-12-19T20:34:21.993427] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2025-12-19T20:34:21.994209] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2025-12-19T20:34:21.994259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:21.994289] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:21.994317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:21.994372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:22.049469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:22.050178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:22.050283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:22.050316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:22.164461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:22.164631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:22.164671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:22.164699] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:22.167996] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: UP (p=94.86%)
[2025-12-19T20:34:22.168262] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2025-12-19T20:34:22.168394] [INFO ] [sig       ] VNDA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:22.307283] [INFO ] [LOCAL     ] Saved forecast: VNDA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VNDA.txt
[2025-12-19T20:34:22.307440] [INFO ] [sig       ] [3371/3561] Completed VNDA in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-19T20:34:22.307478] [INFO ] [sig       ] [3372/3561] Forecasting VNO...
[2025-12-19T20:34:22.307509] [INFO ] [sig       ] Generating forecast for: VNO
[2025-12-19T20:34:22.307539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-12-19T20:34:22.318672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2025-12-19T20:34:22.318997] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-12-19T20:34:22.319755] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-12-19T20:34:22.319806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:22.319838] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:22.319864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:22.319920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:22.375478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:22.376127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:22.376203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:22.376236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:22.493427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:22.493594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:22.493651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:22.493685] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:22.496952] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=87.38%)
[2025-12-19T20:34:22.497215] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-12-19T20:34:22.497332] [INFO ] [sig       ] VNO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:22.636899] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VNO.txt
[2025-12-19T20:34:22.637041] [INFO ] [sig       ] [3372/3561] Completed VNO in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-19T20:34:22.637080] [INFO ] [sig       ] [3373/3561] Forecasting VNOM...
[2025-12-19T20:34:22.637109] [INFO ] [sig       ] Generating forecast for: VNOM
[2025-12-19T20:34:22.637138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2025-12-19T20:34:22.649031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2025-12-19T20:34:22.649364] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2025-12-19T20:34:22.650154] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2025-12-19T20:34:22.650205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:22.650236] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:22.650263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:22.650318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:22.706130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:22.706758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:22.706834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:22.706865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:22.825314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:22.825467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:22.825504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:22.825531] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:22.828860] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: DOWN (p=45.26%)
[2025-12-19T20:34:22.829137] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2025-12-19T20:34:22.829257] [INFO ] [sig       ] VNOM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:22.966159] [INFO ] [LOCAL     ] Saved forecast: VNOM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VNOM.txt
[2025-12-19T20:34:22.966277] [INFO ] [sig       ] [3373/3561] Completed VNOM in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-19T20:34:22.966314] [INFO ] [sig       ] [3374/3561] Forecasting VNQI...
[2025-12-19T20:34:22.966344] [INFO ] [sig       ] Generating forecast for: VNQI
[2025-12-19T20:34:22.966373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2025-12-19T20:34:22.978128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2025-12-19T20:34:22.978445] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2025-12-19T20:34:22.979223] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2025-12-19T20:34:22.979274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:22.979305] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:22.979330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:22.979385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:23.035045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:23.035650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:23.035728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:23.035759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:23.152054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:23.152191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:23.152228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:23.152256] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:23.155485] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: UP (p=76.21%)
[2025-12-19T20:34:23.155767] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2025-12-19T20:34:23.155892] [INFO ] [sig       ] VNQI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:23.296272] [INFO ] [LOCAL     ] Saved forecast: VNQI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VNQI.txt
[2025-12-19T20:34:23.296473] [INFO ] [sig       ] [3374/3561] Completed VNQI in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-19T20:34:23.296515] [INFO ] [sig       ] [3375/3561] Forecasting VOC...
[2025-12-19T20:34:23.296546] [INFO ] [sig       ] Generating forecast for: VOC
[2025-12-19T20:34:23.296594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-12-19T20:34:23.307788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2025-12-19T20:34:23.308147] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-12-19T20:34:23.309010] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-12-19T20:34:23.309060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:23.309092] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:23.309118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:23.309173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:23.364846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:23.365525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:23.365622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:23.365657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:23.480859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:23.481024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:23.481063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:23.481092] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:23.484565] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=62.17%)
[2025-12-19T20:34:23.484898] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-12-19T20:34:23.485030] [INFO ] [sig       ] VOC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:23.622049] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VOC.txt
[2025-12-19T20:34:23.622196] [INFO ] [sig       ] [3375/3561] Completed VOC in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-19T20:34:23.622234] [INFO ] [sig       ] [3376/3561] Forecasting VOD...
[2025-12-19T20:34:23.622265] [INFO ] [sig       ] Generating forecast for: VOD
[2025-12-19T20:34:23.622296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2025-12-19T20:34:23.633268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2025-12-19T20:34:23.633632] [INFO ] [FORECASTER] Starting predict_future for VOD
[2025-12-19T20:34:23.634426] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2025-12-19T20:34:23.634478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:23.634524] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:23.634554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:23.634630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:23.691068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:23.691956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:23.692038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:23.692070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:23.809509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:23.809669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:23.809709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:23.809738] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:23.813093] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: UP (p=64.87%)
[2025-12-19T20:34:23.813367] [INFO ] [FORECASTER] Completed predict_future for VOD
[2025-12-19T20:34:23.813488] [INFO ] [sig       ] VOD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:23.950032] [INFO ] [LOCAL     ] Saved forecast: VOD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VOD.txt
[2025-12-19T20:34:23.950180] [INFO ] [sig       ] [3376/3561] Completed VOD in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-19T20:34:23.950220] [INFO ] [sig       ] [3377/3561] Forecasting VONE...
[2025-12-19T20:34:23.950250] [INFO ] [sig       ] Generating forecast for: VONE
[2025-12-19T20:34:23.950280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2025-12-19T20:34:23.961115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2025-12-19T20:34:23.961461] [INFO ] [FORECASTER] Starting predict_future for VONE
[2025-12-19T20:34:23.962241] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2025-12-19T20:34:23.962293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:23.962326] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:23.962353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:23.962411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:24.022003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:24.022712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:24.022790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:24.022823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:24.143416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:24.143566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:24.143623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:24.143652] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:24.146934] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: UP (p=92.34%)
[2025-12-19T20:34:24.147198] [INFO ] [FORECASTER] Completed predict_future for VONE
[2025-12-19T20:34:24.147324] [INFO ] [sig       ] VONE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:24.285992] [INFO ] [LOCAL     ] Saved forecast: VONE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VONE.txt
[2025-12-19T20:34:24.286120] [INFO ] [sig       ] [3377/3561] Completed VONE in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-19T20:34:24.286158] [INFO ] [sig       ] [3378/3561] Forecasting VONG...
[2025-12-19T20:34:24.286187] [INFO ] [sig       ] Generating forecast for: VONG
[2025-12-19T20:34:24.286216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2025-12-19T20:34:24.297903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2025-12-19T20:34:24.298235] [INFO ] [FORECASTER] Starting predict_future for VONG
[2025-12-19T20:34:24.299045] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2025-12-19T20:34:24.299097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:24.299158] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:24.299188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:24.299246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:24.364323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:24.365226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:24.365319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:24.365352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:24.489238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:24.489401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:24.489440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:24.489469] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:24.492801] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: DOWN (p=11.49%)
[2025-12-19T20:34:24.493079] [INFO ] [FORECASTER] Completed predict_future for VONG
[2025-12-19T20:34:24.493202] [INFO ] [sig       ] VONG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:24.634213] [INFO ] [LOCAL     ] Saved forecast: VONG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VONG.txt
[2025-12-19T20:34:24.634358] [INFO ] [sig       ] [3378/3561] Completed VONG in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-19T20:34:24.634398] [INFO ] [sig       ] [3379/3561] Forecasting VOTE...
[2025-12-19T20:34:24.634429] [INFO ] [sig       ] Generating forecast for: VOTE
[2025-12-19T20:34:24.634459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2025-12-19T20:34:24.645255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2025-12-19T20:34:24.645588] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2025-12-19T20:34:24.646339] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2025-12-19T20:34:24.646390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:24.646422] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:24.646448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:24.646503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:24.701199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:24.701818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:24.701895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:24.701926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:24.821478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:24.821635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:24.821675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:24.821706] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:24.825037] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: UP (p=91.91%)
[2025-12-19T20:34:24.825302] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2025-12-19T20:34:24.825420] [INFO ] [sig       ] VOTE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:24.961518] [INFO ] [LOCAL     ] Saved forecast: VOTE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VOTE.txt
[2025-12-19T20:34:24.961645] [INFO ] [sig       ] [3379/3561] Completed VOTE in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-19T20:34:24.961684] [INFO ] [sig       ] [3380/3561] Forecasting VPG...
[2025-12-19T20:34:24.961722] [INFO ] [sig       ] Generating forecast for: VPG
[2025-12-19T20:34:24.961753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-12-19T20:34:24.973103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2025-12-19T20:34:24.973428] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-12-19T20:34:24.974200] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-12-19T20:34:24.974252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:24.974284] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:24.974310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:24.974365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:25.029855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:25.030500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:25.030594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:25.030629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:25.146025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:25.146159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:25.146196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:25.146225] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:25.149492] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2025-12-19T20:34:25.149778] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-12-19T20:34:25.149897] [INFO ] [sig       ] VPG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:25.285993] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VPG.txt
[2025-12-19T20:34:25.286109] [INFO ] [sig       ] [3380/3561] Completed VPG in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-19T20:34:25.286147] [INFO ] [sig       ] [3381/3561] Forecasting VPLS...
[2025-12-19T20:34:25.286176] [INFO ] [sig       ] Generating forecast for: VPLS
[2025-12-19T20:34:25.286206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2025-12-19T20:34:25.297610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2025-12-19T20:34:25.297926] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2025-12-19T20:34:25.298707] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2025-12-19T20:34:25.298758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:25.298789] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:25.298815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:25.298871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:25.354751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:25.355332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:25.355408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:25.355440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:25.476164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:25.476320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:25.476358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:25.476424] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:25.479844] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: DOWN (p=15.91%)
[2025-12-19T20:34:25.480111] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2025-12-19T20:34:25.480241] [INFO ] [sig       ] VPLS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:25.617466] [INFO ] [LOCAL     ] Saved forecast: VPLS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VPLS.txt
[2025-12-19T20:34:25.617640] [INFO ] [sig       ] [3381/3561] Completed VPLS in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-19T20:34:25.617682] [INFO ] [sig       ] [3382/3561] Forecasting VRA...
[2025-12-19T20:34:25.617712] [INFO ] [sig       ] Generating forecast for: VRA
[2025-12-19T20:34:25.617743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2025-12-19T20:34:25.629309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2025-12-19T20:34:25.629641] [INFO ] [FORECASTER] Starting predict_future for VRA
[2025-12-19T20:34:25.630384] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2025-12-19T20:34:25.630435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:25.630466] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:25.630493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:25.630549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:25.685840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:25.686438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:25.686514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:25.686546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:25.802975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:25.803106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:25.803143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:25.803171] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:25.806398] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=0.31%)
[2025-12-19T20:34:25.806679] [INFO ] [FORECASTER] Completed predict_future for VRA
[2025-12-19T20:34:25.806803] [INFO ] [sig       ] VRA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:25.943307] [INFO ] [LOCAL     ] Saved forecast: VRA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VRA.txt
[2025-12-19T20:34:25.943414] [INFO ] [sig       ] [3382/3561] Completed VRA in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-19T20:34:25.943450] [INFO ] [sig       ] [3383/3561] Forecasting VRCA...
[2025-12-19T20:34:25.943479] [INFO ] [sig       ] Generating forecast for: VRCA
[2025-12-19T20:34:25.943508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2025-12-19T20:34:25.956384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2025-12-19T20:34:25.956704] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2025-12-19T20:34:25.957700] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2025-12-19T20:34:25.957751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:25.957782] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:25.957807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:25.957862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:26.013118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:26.013736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:26.013813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:26.013844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:26.133292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:26.133426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:26.133464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:26.133511] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:26.136778] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: DOWN (p=29.17%)
[2025-12-19T20:34:26.137043] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2025-12-19T20:34:26.137163] [INFO ] [sig       ] VRCA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:26.276617] [INFO ] [LOCAL     ] Saved forecast: VRCA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VRCA.txt
[2025-12-19T20:34:26.276738] [INFO ] [sig       ] [3383/3561] Completed VRCA in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-19T20:34:26.276776] [INFO ] [sig       ] [3384/3561] Forecasting VRDN...
[2025-12-19T20:34:26.276806] [INFO ] [sig       ] Generating forecast for: VRDN
[2025-12-19T20:34:26.276837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2025-12-19T20:34:26.288429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2025-12-19T20:34:26.288794] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2025-12-19T20:34:26.289557] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2025-12-19T20:34:26.289627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:26.289659] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:26.289685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:26.289740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:26.344917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:26.345501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:26.345591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:26.345626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:26.464123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:26.464270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:26.464309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:26.464336] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:26.467640] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: DOWN (p=0.68%)
[2025-12-19T20:34:26.467909] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2025-12-19T20:34:26.468029] [INFO ] [sig       ] VRDN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:26.604643] [INFO ] [LOCAL     ] Saved forecast: VRDN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VRDN.txt
[2025-12-19T20:34:26.604755] [INFO ] [sig       ] [3384/3561] Completed VRDN in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-19T20:34:26.604797] [INFO ] [sig       ] [3385/3561] Forecasting VRE...
[2025-12-19T20:34:26.604825] [INFO ] [sig       ] Generating forecast for: VRE
[2025-12-19T20:34:26.604855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-12-19T20:34:26.615961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2025-12-19T20:34:26.616274] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-12-19T20:34:26.617035] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-12-19T20:34:26.617086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:26.617117] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:26.617143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:26.617199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:26.672835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:26.673559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:26.673659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:26.673709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:26.790134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:26.790299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:26.790338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:26.790366] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:26.793798] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: UP (p=86.76%)
[2025-12-19T20:34:26.794104] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-12-19T20:34:26.794235] [INFO ] [sig       ] VRE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:26.934873] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VRE.txt
[2025-12-19T20:34:26.935018] [INFO ] [sig       ] [3385/3561] Completed VRE in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-19T20:34:26.935058] [INFO ] [sig       ] [3386/3561] Forecasting VREX...
[2025-12-19T20:34:26.935088] [INFO ] [sig       ] Generating forecast for: VREX
[2025-12-19T20:34:26.935117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2025-12-19T20:34:26.946063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2025-12-19T20:34:26.946436] [INFO ] [FORECASTER] Starting predict_future for VREX
[2025-12-19T20:34:26.947213] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2025-12-19T20:34:26.947264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:26.947295] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:26.947321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:26.947376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:27.002957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:27.003641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:27.003721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:27.003753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:27.118490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:27.118689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:27.118729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:27.118757] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:27.122454] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: DOWN (p=38.94%)
[2025-12-19T20:34:27.122811] [INFO ] [FORECASTER] Completed predict_future for VREX
[2025-12-19T20:34:27.122942] [INFO ] [sig       ] VREX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:27.258306] [INFO ] [LOCAL     ] Saved forecast: VREX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VREX.txt
[2025-12-19T20:34:27.258432] [INFO ] [sig       ] [3386/3561] Completed VREX in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-19T20:34:27.258469] [INFO ] [sig       ] [3387/3561] Forecasting VRIG...
[2025-12-19T20:34:27.258498] [INFO ] [sig       ] Generating forecast for: VRIG
[2025-12-19T20:34:27.258527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2025-12-19T20:34:27.269109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2025-12-19T20:34:27.269456] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2025-12-19T20:34:27.270290] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2025-12-19T20:34:27.270344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:27.270376] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:27.270403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:27.270472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:27.328915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:27.329527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:27.329621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:27.329658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:27.421397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:27.421524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:27.421565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:27.421613] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:27.424965] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=96.91%)
[2025-12-19T20:34:27.425248] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2025-12-19T20:34:27.425370] [INFO ] [sig       ] VRIG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:27.570167] [INFO ] [LOCAL     ] Saved forecast: VRIG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VRIG.txt
[2025-12-19T20:34:27.570292] [INFO ] [sig       ] [3387/3561] Completed VRIG in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 59.7s
[2025-12-19T20:34:27.570330] [INFO ] [sig       ] [3388/3561] Forecasting VRNS...
[2025-12-19T20:34:27.570359] [INFO ] [sig       ] Generating forecast for: VRNS
[2025-12-19T20:34:27.570389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2025-12-19T20:34:27.581346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2025-12-19T20:34:27.581683] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2025-12-19T20:34:27.582438] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2025-12-19T20:34:27.582489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:27.582520] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:27.582547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:27.582620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:27.637767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:27.638340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:27.638441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:27.638473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:27.759974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:27.760105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:27.760143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:27.760170] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:27.763398] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: DOWN (p=3.13%)
[2025-12-19T20:34:27.763682] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2025-12-19T20:34:27.763803] [INFO ] [sig       ] VRNS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:27.899118] [INFO ] [LOCAL     ] Saved forecast: VRNS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VRNS.txt
[2025-12-19T20:34:27.899229] [INFO ] [sig       ] [3388/3561] Completed VRNS in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 59.4s
[2025-12-19T20:34:27.899266] [INFO ] [sig       ] [3389/3561] Forecasting VRRM...
[2025-12-19T20:34:27.899297] [INFO ] [sig       ] Generating forecast for: VRRM
[2025-12-19T20:34:27.899328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2025-12-19T20:34:27.910721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2025-12-19T20:34:27.911040] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2025-12-19T20:34:27.911833] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2025-12-19T20:34:27.911885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:27.911917] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:27.911943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:27.911999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:27.968161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:27.968808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:27.968883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:27.968915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:28.091309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:28.091467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:28.091506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:28.091536] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:28.095038] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: DOWN (p=20.81%)
[2025-12-19T20:34:28.095306] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2025-12-19T20:34:28.095444] [INFO ] [sig       ] VRRM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:28.233586] [INFO ] [LOCAL     ] Saved forecast: VRRM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VRRM.txt
[2025-12-19T20:34:28.233698] [INFO ] [sig       ] [3389/3561] Completed VRRM in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 59.1s
[2025-12-19T20:34:28.233736] [INFO ] [sig       ] [3390/3561] Forecasting VRSK...
[2025-12-19T20:34:28.233766] [INFO ] [sig       ] Generating forecast for: VRSK
[2025-12-19T20:34:28.233799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2025-12-19T20:34:28.245005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2025-12-19T20:34:28.245322] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2025-12-19T20:34:28.246084] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2025-12-19T20:34:28.246135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:28.246166] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:28.246192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:28.246247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:28.303127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:28.303751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:28.303831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:28.303865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:28.424939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:28.425077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:28.425118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:28.425147] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:28.428460] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: UP (p=60.26%)
[2025-12-19T20:34:28.428764] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2025-12-19T20:34:28.428892] [INFO ] [sig       ] VRSK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:28.566264] [INFO ] [LOCAL     ] Saved forecast: VRSK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VRSK.txt
[2025-12-19T20:34:28.566388] [INFO ] [sig       ] [3390/3561] Completed VRSK in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 58.7s
[2025-12-19T20:34:28.566425] [INFO ] [sig       ] [3391/3561] Forecasting VRSN...
[2025-12-19T20:34:28.566455] [INFO ] [sig       ] Generating forecast for: VRSN
[2025-12-19T20:34:28.566491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2025-12-19T20:34:28.578829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2025-12-19T20:34:28.579154] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2025-12-19T20:34:28.579917] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2025-12-19T20:34:28.579967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:28.579999] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:28.580026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:28.580082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:28.639039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:28.640104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:28.640217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:28.640273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:28.775801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:28.776083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:28.776127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:28.776158] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:28.779695] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: UP (p=95.81%)
[2025-12-19T20:34:28.779981] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2025-12-19T20:34:28.780108] [INFO ] [sig       ] VRSN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:28.919007] [INFO ] [LOCAL     ] Saved forecast: VRSN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VRSN.txt
[2025-12-19T20:34:28.919144] [INFO ] [sig       ] [3391/3561] Completed VRSN in 0.4s | 2.91 sym/s | Total: 19.4m | ETA: 58.4s
[2025-12-19T20:34:28.919183] [INFO ] [sig       ] [3392/3561] Forecasting VRTS...
[2025-12-19T20:34:28.919213] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-12-19T20:34:28.919242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-12-19T20:34:28.930444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2025-12-19T20:34:28.930801] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-12-19T20:34:28.931602] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-12-19T20:34:28.931664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:28.931698] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:28.931726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:28.931785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:28.988522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:28.989164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:28.989244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:28.989278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:29.110019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:29.110170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:29.110208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:29.110236] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:29.113513] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=94.68%)
[2025-12-19T20:34:29.113794] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-12-19T20:34:29.113916] [INFO ] [sig       ] VRTS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:29.251777] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VRTS.txt
[2025-12-19T20:34:29.251937] [INFO ] [sig       ] [3392/3561] Completed VRTS in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 58.0s
[2025-12-19T20:34:29.251977] [INFO ] [sig       ] [3393/3561] Forecasting VRTX...
[2025-12-19T20:34:29.252007] [INFO ] [sig       ] Generating forecast for: VRTX
[2025-12-19T20:34:29.252038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2025-12-19T20:34:29.262977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2025-12-19T20:34:29.263340] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2025-12-19T20:34:29.264127] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2025-12-19T20:34:29.264178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:29.264209] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:29.264236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:29.264291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:29.319963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:29.320814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:29.320899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:29.320931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:29.444202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:29.444396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:29.444435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:29.444464] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:29.447887] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: DOWN (p=11.20%)
[2025-12-19T20:34:29.448174] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2025-12-19T20:34:29.448297] [INFO ] [sig       ] VRTX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:29.586141] [INFO ] [LOCAL     ] Saved forecast: VRTX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VRTX.txt
[2025-12-19T20:34:29.586294] [INFO ] [sig       ] [3393/3561] Completed VRTX in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 57.7s
[2025-12-19T20:34:29.586333] [INFO ] [sig       ] [3394/3561] Forecasting VS...
[2025-12-19T20:34:29.586363] [INFO ] [sig       ] Generating forecast for: VS
[2025-12-19T20:34:29.586393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2025-12-19T20:34:29.597394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2025-12-19T20:34:29.597781] [INFO ] [FORECASTER] Starting predict_future for VS
[2025-12-19T20:34:29.598551] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2025-12-19T20:34:29.598623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:29.598677] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:29.598706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:29.598762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:29.656018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:29.656916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:29.657004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:29.657037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:29.769310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:29.769463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:29.769504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:29.769532] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:29.772866] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: UP (p=93.78%)
[2025-12-19T20:34:29.773135] [INFO ] [FORECASTER] Completed predict_future for VS
[2025-12-19T20:34:29.773255] [INFO ] [sig       ] VS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:29.909916] [INFO ] [LOCAL     ] Saved forecast: VS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VS.txt
[2025-12-19T20:34:29.910060] [INFO ] [sig       ] [3394/3561] Completed VS in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 57.3s
[2025-12-19T20:34:29.910098] [INFO ] [sig       ] [3395/3561] Forecasting VSCO...
[2025-12-19T20:34:29.910129] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-12-19T20:34:29.910158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-12-19T20:34:29.921151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2025-12-19T20:34:29.921504] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-12-19T20:34:29.922319] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-12-19T20:34:29.922379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:29.922443] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:29.922471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:29.922526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:29.978334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:29.979204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:29.979291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:29.979325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:30.096663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:30.096790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:30.096827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:30.096854] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:30.100096] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=81.74%)
[2025-12-19T20:34:30.100360] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-12-19T20:34:30.100476] [INFO ] [sig       ] VSCO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:30.239369] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VSCO.txt
[2025-12-19T20:34:30.239485] [INFO ] [sig       ] [3395/3561] Completed VSCO in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 57.0s
[2025-12-19T20:34:30.239522] [INFO ] [sig       ] [3396/3561] Forecasting VSDA...
[2025-12-19T20:34:30.239552] [INFO ] [sig       ] Generating forecast for: VSDA
[2025-12-19T20:34:30.239599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2025-12-19T20:34:30.252878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2025-12-19T20:34:30.253193] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2025-12-19T20:34:30.253963] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2025-12-19T20:34:30.254014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:30.254046] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:30.254072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:30.254128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:30.309082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:30.309670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:30.309745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:30.309776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:30.415454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:30.415586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:30.415624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:30.415652] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:30.418794] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: UP (p=73.68%)
[2025-12-19T20:34:30.419049] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2025-12-19T20:34:30.419166] [INFO ] [sig       ] VSDA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:30.554601] [INFO ] [LOCAL     ] Saved forecast: VSDA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VSDA.txt
[2025-12-19T20:34:30.554708] [INFO ] [sig       ] [3396/3561] Completed VSDA in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 56.7s
[2025-12-19T20:34:30.554744] [INFO ] [sig       ] [3397/3561] Forecasting VSEC...
[2025-12-19T20:34:30.554773] [INFO ] [sig       ] Generating forecast for: VSEC
[2025-12-19T20:34:30.554802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2025-12-19T20:34:30.565946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2025-12-19T20:34:30.566447] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2025-12-19T20:34:30.567213] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2025-12-19T20:34:30.567264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:30.567296] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:30.567322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:30.567378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:30.623020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:30.623604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:30.623679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:30.623712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:30.742423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:30.742566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:30.742620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:30.742648] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:30.745903] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: DOWN (p=2.20%)
[2025-12-19T20:34:30.746164] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2025-12-19T20:34:30.746285] [INFO ] [sig       ] VSEC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:30.883383] [INFO ] [LOCAL     ] Saved forecast: VSEC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VSEC.txt
[2025-12-19T20:34:30.883487] [INFO ] [sig       ] [3397/3561] Completed VSEC in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 56.3s
[2025-12-19T20:34:30.883524] [INFO ] [sig       ] [3398/3561] Forecasting VSH...
[2025-12-19T20:34:30.883553] [INFO ] [sig       ] Generating forecast for: VSH
[2025-12-19T20:34:30.883600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-12-19T20:34:30.894719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2025-12-19T20:34:30.895036] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-12-19T20:34:30.895823] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-12-19T20:34:30.895877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:30.895909] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:30.895935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:30.895991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:30.951786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:30.952351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:30.952427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:30.952459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:31.070952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:31.071072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:31.071107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:31.071163] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:31.074429] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: DOWN (p=34.21%)
[2025-12-19T20:34:31.074725] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-12-19T20:34:31.074849] [INFO ] [sig       ] VSH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:31.214061] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VSH.txt
[2025-12-19T20:34:31.214196] [INFO ] [sig       ] [3398/3561] Completed VSH in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 56.0s
[2025-12-19T20:34:31.214236] [INFO ] [sig       ] [3399/3561] Forecasting VSTM...
[2025-12-19T20:34:31.214266] [INFO ] [sig       ] Generating forecast for: VSTM
[2025-12-19T20:34:31.214301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2025-12-19T20:34:31.227235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2025-12-19T20:34:31.227560] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2025-12-19T20:34:31.228406] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2025-12-19T20:34:31.228459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:31.228492] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:31.228519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:31.228599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:31.285086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:31.285674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:31.285747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:31.285778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:31.404912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:31.405037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:31.405073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:31.405100] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:31.408290] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: UP (p=56.22%)
[2025-12-19T20:34:31.408552] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2025-12-19T20:34:31.408718] [INFO ] [sig       ] VSTM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:31.544326] [INFO ] [LOCAL     ] Saved forecast: VSTM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VSTM.txt
[2025-12-19T20:34:31.544437] [INFO ] [sig       ] [3399/3561] Completed VSTM in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 55.6s
[2025-12-19T20:34:31.544475] [INFO ] [sig       ] [3400/3561] Forecasting VSTS...
[2025-12-19T20:34:31.544503] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-12-19T20:34:31.544533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-12-19T20:34:31.555440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2025-12-19T20:34:31.555770] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-12-19T20:34:31.556515] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-12-19T20:34:31.556600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:31.556636] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:31.556673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:31.556729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:31.611760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:31.612343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:31.612418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:31.612449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:31.733531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:31.733664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:31.733703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:31.733731] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:31.736977] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: UP (p=66.51%)
[2025-12-19T20:34:31.737235] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-12-19T20:34:31.737355] [INFO ] [sig       ] VSTS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:31.873954] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VSTS.txt
[2025-12-19T20:34:31.874059] [INFO ] [sig       ] [3400/3561] Completed VSTS in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 55.3s
[2025-12-19T20:34:31.874096] [INFO ] [sig       ] [3401/3561] Forecasting VTC...
[2025-12-19T20:34:31.874125] [INFO ] [sig       ] Generating forecast for: VTC
[2025-12-19T20:34:31.874156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2025-12-19T20:34:31.885371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2025-12-19T20:34:31.885693] [INFO ] [FORECASTER] Starting predict_future for VTC
[2025-12-19T20:34:31.886425] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2025-12-19T20:34:31.886475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:31.886506] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:31.886532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:31.886605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:31.946937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:31.948002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:31.948090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:31.948123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:32.071777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:32.071944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:32.071984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:32.072011] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:32.075433] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: DOWN (p=32.41%)
[2025-12-19T20:34:32.075754] [INFO ] [FORECASTER] Completed predict_future for VTC
[2025-12-19T20:34:32.075885] [INFO ] [sig       ] VTC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:32.213620] [INFO ] [LOCAL     ] Saved forecast: VTC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VTC.txt
[2025-12-19T20:34:32.213757] [INFO ] [sig       ] [3401/3561] Completed VTC in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 54.9s
[2025-12-19T20:34:32.213796] [INFO ] [sig       ] [3402/3561] Forecasting VTEX...
[2025-12-19T20:34:32.213825] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-12-19T20:34:32.213855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-12-19T20:34:32.225145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2025-12-19T20:34:32.225470] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-12-19T20:34:32.226231] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-12-19T20:34:32.226282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:32.226314] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:32.226340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:32.226395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:32.281410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:32.282041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:32.282118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:32.282150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:32.396056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:32.396207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:32.396246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:32.396275] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:32.399615] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=82.48%)
[2025-12-19T20:34:32.399896] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-12-19T20:34:32.400031] [INFO ] [sig       ] VTEX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:32.536718] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VTEX.txt
[2025-12-19T20:34:32.536838] [INFO ] [sig       ] [3402/3561] Completed VTEX in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 54.6s
[2025-12-19T20:34:32.536877] [INFO ] [sig       ] [3403/3561] Forecasting VTIP...
[2025-12-19T20:34:32.536910] [INFO ] [sig       ] Generating forecast for: VTIP
[2025-12-19T20:34:32.536943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2025-12-19T20:34:32.547984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2025-12-19T20:34:32.548325] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2025-12-19T20:34:32.549130] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2025-12-19T20:34:32.549182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:32.549214] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:32.549241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:32.549297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:32.604213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:32.604836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:32.604915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:32.604950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:32.724648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:32.724811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:32.724856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:32.724887] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:32.728319] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: UP (p=61.96%)
[2025-12-19T20:34:32.728606] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2025-12-19T20:34:32.728757] [INFO ] [sig       ] VTIP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:32.866556] [INFO ] [LOCAL     ] Saved forecast: VTIP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VTIP.txt
[2025-12-19T20:34:32.866733] [INFO ] [sig       ] [3403/3561] Completed VTIP in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 54.2s
[2025-12-19T20:34:32.866783] [INFO ] [sig       ] [3404/3561] Forecasting VTMX...
[2025-12-19T20:34:32.866813] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-12-19T20:34:32.866842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-12-19T20:34:32.878368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2025-12-19T20:34:32.878779] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-12-19T20:34:32.879530] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-12-19T20:34:32.879625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:32.879660] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:32.879688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:32.879744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:32.937142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:32.937990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:32.938071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:32.938103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:33.058222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:33.058373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:33.058412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:33.058440] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:33.061806] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: DOWN (p=28.05%)
[2025-12-19T20:34:33.062075] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-12-19T20:34:33.062195] [INFO ] [sig       ] VTMX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:33.200646] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VTMX.txt
[2025-12-19T20:34:33.200790] [INFO ] [sig       ] [3404/3561] Completed VTMX in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 53.9s
[2025-12-19T20:34:33.200829] [INFO ] [sig       ] [3405/3561] Forecasting VTN...
[2025-12-19T20:34:33.200859] [INFO ] [sig       ] Generating forecast for: VTN
[2025-12-19T20:34:33.200892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-12-19T20:34:33.212771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2025-12-19T20:34:33.213144] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-12-19T20:34:33.213971] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-12-19T20:34:33.214026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:33.214059] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:33.214087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:33.214144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:33.269764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:33.270522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:33.270666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:33.270713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:33.383891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:33.384052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:33.384092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:33.384119] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:33.387491] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=88.04%)
[2025-12-19T20:34:33.387797] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-12-19T20:34:33.387923] [INFO ] [sig       ] VTN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:33.582081] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VTN.txt
[2025-12-19T20:34:33.582221] [INFO ] [sig       ] [3405/3561] Completed VTN in 0.4s | 2.91 sym/s | Total: 19.5m | ETA: 53.6s
[2025-12-19T20:34:33.582259] [INFO ] [sig       ] [3406/3561] Forecasting VTOL...
[2025-12-19T20:34:33.582289] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-12-19T20:34:33.582318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-12-19T20:34:33.593838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2025-12-19T20:34:33.594173] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-12-19T20:34:33.595002] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-12-19T20:34:33.595055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:33.595088] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:33.595116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:33.595173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:33.651859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:33.652445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:33.652523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:33.652554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:33.766129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:33.766252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:33.766288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:33.766316] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:33.769525] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: UP (p=51.62%)
[2025-12-19T20:34:33.769805] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-12-19T20:34:33.769925] [INFO ] [sig       ] VTOL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:33.905848] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VTOL.txt
[2025-12-19T20:34:33.905960] [INFO ] [sig       ] [3406/3561] Completed VTOL in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 53.2s
[2025-12-19T20:34:33.905999] [INFO ] [sig       ] [3407/3561] Forecasting VTRS...
[2025-12-19T20:34:33.906027] [INFO ] [sig       ] Generating forecast for: VTRS
[2025-12-19T20:34:33.906056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2025-12-19T20:34:33.917340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2025-12-19T20:34:33.917676] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2025-12-19T20:34:33.918415] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2025-12-19T20:34:33.918466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:33.918497] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:33.918523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:33.918597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:33.973364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:33.973951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:33.974028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:33.974059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:34.094517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:34.094668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:34.094741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:34.094772] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:34.098064] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: UP (p=88.62%)
[2025-12-19T20:34:34.098326] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2025-12-19T20:34:34.098445] [INFO ] [sig       ] VTRS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:34.234332] [INFO ] [LOCAL     ] Saved forecast: VTRS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VTRS.txt
[2025-12-19T20:34:34.234447] [INFO ] [sig       ] [3407/3561] Completed VTRS in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 52.9s
[2025-12-19T20:34:34.234485] [INFO ] [sig       ] [3408/3561] Forecasting VTS...
[2025-12-19T20:34:34.234512] [INFO ] [sig       ] Generating forecast for: VTS
[2025-12-19T20:34:34.234541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-12-19T20:34:34.245593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2025-12-19T20:34:34.245912] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-12-19T20:34:34.246688] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-12-19T20:34:34.246738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:34.246770] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:34.246797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:34.246852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:34.301959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:34.302526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:34.302616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:34.302650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:34.417408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:34.417527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:34.417563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:34.417610] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:34.420822] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=91.60%)
[2025-12-19T20:34:34.421084] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-12-19T20:34:34.421202] [INFO ] [sig       ] VTS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:34.560517] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VTS.txt
[2025-12-19T20:34:34.560696] [INFO ] [sig       ] [3408/3561] Completed VTS in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 52.5s
[2025-12-19T20:34:34.560738] [INFO ] [sig       ] [3409/3561] Forecasting VTSI...
[2025-12-19T20:34:34.560767] [INFO ] [sig       ] Generating forecast for: VTSI
[2025-12-19T20:34:34.560796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2025-12-19T20:34:34.572140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2025-12-19T20:34:34.572466] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2025-12-19T20:34:34.573235] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2025-12-19T20:34:34.573286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:34.573318] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:34.573344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:34.573401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:34.628817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:34.629433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:34.629509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:34.629540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:34.747457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:34.747619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:34.747659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:34.747687] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:34.750976] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: UP (p=64.29%)
[2025-12-19T20:34:34.751238] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2025-12-19T20:34:34.751355] [INFO ] [sig       ] VTSI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:34.887264] [INFO ] [LOCAL     ] Saved forecast: VTSI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VTSI.txt
[2025-12-19T20:34:34.887376] [INFO ] [sig       ] [3409/3561] Completed VTSI in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 52.2s
[2025-12-19T20:34:34.887412] [INFO ] [sig       ] [3410/3561] Forecasting VTWG...
[2025-12-19T20:34:34.887441] [INFO ] [sig       ] Generating forecast for: VTWG
[2025-12-19T20:34:34.887470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2025-12-19T20:34:34.898357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2025-12-19T20:34:34.898736] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2025-12-19T20:34:34.899479] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2025-12-19T20:34:34.899530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:34.899561] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:34.899606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:34.899663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:34.957076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:34.957707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:34.957795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:34.957832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:35.076468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:35.076620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:35.076659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:35.076688] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:35.079953] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=35.87%)
[2025-12-19T20:34:35.080219] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2025-12-19T20:34:35.080341] [INFO ] [sig       ] VTWG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:35.215271] [INFO ] [LOCAL     ] Saved forecast: VTWG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VTWG.txt
[2025-12-19T20:34:35.215400] [INFO ] [sig       ] [3410/3561] Completed VTWG in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 51.8s
[2025-12-19T20:34:35.215439] [INFO ] [sig       ] [3411/3561] Forecasting VTWO...
[2025-12-19T20:34:35.215468] [INFO ] [sig       ] Generating forecast for: VTWO
[2025-12-19T20:34:35.215498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2025-12-19T20:34:35.226236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2025-12-19T20:34:35.226594] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2025-12-19T20:34:35.227332] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2025-12-19T20:34:35.227382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:35.227427] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:35.227455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:35.227510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:35.282226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:35.282910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:35.282993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:35.283025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:35.401644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:35.401796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:35.401837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:35.401872] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:35.405260] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-12-19T20:34:35.405542] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2025-12-19T20:34:35.405697] [INFO ] [sig       ] VTWO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:35.541807] [INFO ] [LOCAL     ] Saved forecast: VTWO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VTWO.txt
[2025-12-19T20:34:35.541939] [INFO ] [sig       ] [3411/3561] Completed VTWO in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 51.5s
[2025-12-19T20:34:35.541978] [INFO ] [sig       ] [3412/3561] Forecasting VTYX...
[2025-12-19T20:34:35.542007] [INFO ] [sig       ] Generating forecast for: VTYX
[2025-12-19T20:34:35.542038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2025-12-19T20:34:35.553148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2025-12-19T20:34:35.553504] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2025-12-19T20:34:35.554264] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2025-12-19T20:34:35.554315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:35.554371] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:35.554400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:35.554456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:35.612491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:35.613231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:35.613316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:35.613348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:35.735096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:35.735255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:35.735293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:35.735321] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:35.738614] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: DOWN (p=28.48%)
[2025-12-19T20:34:35.738906] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2025-12-19T20:34:35.739031] [INFO ] [sig       ] VTYX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:35.875293] [INFO ] [LOCAL     ] Saved forecast: VTYX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VTYX.txt
[2025-12-19T20:34:35.875443] [INFO ] [sig       ] [3412/3561] Completed VTYX in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 51.2s
[2025-12-19T20:34:35.875483] [INFO ] [sig       ] [3413/3561] Forecasting VUZI...
[2025-12-19T20:34:35.875512] [INFO ] [sig       ] Generating forecast for: VUZI
[2025-12-19T20:34:35.875543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2025-12-19T20:34:35.886636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2025-12-19T20:34:35.886965] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2025-12-19T20:34:35.887741] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2025-12-19T20:34:35.887793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:35.887824] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:35.887851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:35.887907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:35.944522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:35.945517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:35.945622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:35.945657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:36.065151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:36.065314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:36.065354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:36.065383] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:36.068769] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: UP (p=95.36%)
[2025-12-19T20:34:36.069040] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2025-12-19T20:34:36.069162] [INFO ] [sig       ] VUZI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:36.205607] [INFO ] [LOCAL     ] Saved forecast: VUZI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VUZI.txt
[2025-12-19T20:34:36.205760] [INFO ] [sig       ] [3413/3561] Completed VUZI in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 50.8s
[2025-12-19T20:34:36.205801] [INFO ] [sig       ] [3414/3561] Forecasting VVOS...
[2025-12-19T20:34:36.205830] [INFO ] [sig       ] Generating forecast for: VVOS
[2025-12-19T20:34:36.205859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2025-12-19T20:34:36.216366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2025-12-19T20:34:36.216738] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2025-12-19T20:34:36.217490] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2025-12-19T20:34:36.217541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:36.217593] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:36.217622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:36.217677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:36.273460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:36.274214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:36.274293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:36.274326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:36.402469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:36.402664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:36.402720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:36.402755] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:36.406206] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: DOWN (p=42.11%)
[2025-12-19T20:34:36.406502] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2025-12-19T20:34:36.406686] [INFO ] [sig       ] VVOS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:36.583744] [INFO ] [LOCAL     ] Saved forecast: VVOS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VVOS.txt
[2025-12-19T20:34:36.583996] [INFO ] [sig       ] [3414/3561] Completed VVOS in 0.4s | 2.91 sym/s | Total: 19.5m | ETA: 50.5s
[2025-12-19T20:34:36.584075] [INFO ] [sig       ] [3415/3561] Forecasting VVX...
[2025-12-19T20:34:36.584130] [INFO ] [sig       ] Generating forecast for: VVX
[2025-12-19T20:34:36.584183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-12-19T20:34:36.600799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2025-12-19T20:34:36.601306] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-12-19T20:34:36.602440] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-12-19T20:34:36.602505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:36.602548] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:36.602618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:36.602699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:36.682869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:36.684073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:36.684197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:36.684247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:36.860309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:36.860499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:36.860554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:36.860666] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:36.868975] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=43.90%)
[2025-12-19T20:34:36.869432] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-12-19T20:34:36.869635] [INFO ] [sig       ] VVX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:37.075885] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VVX.txt
[2025-12-19T20:34:37.076136] [INFO ] [sig       ] [3415/3561] Completed VVX in 0.5s | 2.91 sym/s | Total: 19.5m | ETA: 50.1s
[2025-12-19T20:34:37.076205] [INFO ] [sig       ] [3416/3561] Forecasting VWOB...
[2025-12-19T20:34:37.076258] [INFO ] [sig       ] Generating forecast for: VWOB
[2025-12-19T20:34:37.076309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2025-12-19T20:34:37.091327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2025-12-19T20:34:37.091839] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2025-12-19T20:34:37.092930] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2025-12-19T20:34:37.092990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:37.093023] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:37.093049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:37.093106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:37.162434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:37.163691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:37.163806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:37.163861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:37.327551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:37.327730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:37.327768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:37.327797] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:37.331385] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: UP (p=95.40%)
[2025-12-19T20:34:37.331714] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2025-12-19T20:34:37.331871] [INFO ] [sig       ] VWOB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:37.475246] [INFO ] [LOCAL     ] Saved forecast: VWOB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VWOB.txt
[2025-12-19T20:34:37.475404] [INFO ] [sig       ] [3416/3561] Completed VWOB in 0.4s | 2.91 sym/s | Total: 19.5m | ETA: 49.8s
[2025-12-19T20:34:37.475443] [INFO ] [sig       ] [3417/3561] Forecasting VXUS...
[2025-12-19T20:34:37.475475] [INFO ] [sig       ] Generating forecast for: VXUS
[2025-12-19T20:34:37.475505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2025-12-19T20:34:37.487336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2025-12-19T20:34:37.487799] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2025-12-19T20:34:37.488691] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2025-12-19T20:34:37.488744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:37.488777] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:37.488803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:37.488860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:37.545343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:37.546255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:37.546341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:37.546373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:37.671236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:37.671386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:37.671425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:37.671453] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:37.674803] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: UP (p=74.04%)
[2025-12-19T20:34:37.675069] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2025-12-19T20:34:37.675189] [INFO ] [sig       ] VXUS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:37.813028] [INFO ] [LOCAL     ] Saved forecast: VXUS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VXUS.txt
[2025-12-19T20:34:37.813159] [INFO ] [sig       ] [3417/3561] Completed VXUS in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 49.4s
[2025-12-19T20:34:37.813198] [INFO ] [sig       ] [3418/3561] Forecasting VYMI...
[2025-12-19T20:34:37.813226] [INFO ] [sig       ] Generating forecast for: VYMI
[2025-12-19T20:34:37.813256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2025-12-19T20:34:37.823747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2025-12-19T20:34:37.824072] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2025-12-19T20:34:37.824832] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2025-12-19T20:34:37.824883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:37.824915] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:37.824942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:37.824998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:37.880148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:37.880797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:37.880873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:37.880905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:37.996185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:37.996339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:37.996396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:37.996426] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:37.999745] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: UP (p=73.66%)
[2025-12-19T20:34:38.000012] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2025-12-19T20:34:38.000134] [INFO ] [sig       ] VYMI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:38.136453] [INFO ] [LOCAL     ] Saved forecast: VYMI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VYMI.txt
[2025-12-19T20:34:38.136606] [INFO ] [sig       ] [3418/3561] Completed VYMI in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 49.1s
[2025-12-19T20:34:38.136648] [INFO ] [sig       ] [3419/3561] Forecasting VYX...
[2025-12-19T20:34:38.136677] [INFO ] [sig       ] Generating forecast for: VYX
[2025-12-19T20:34:38.136706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-12-19T20:34:38.148104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2025-12-19T20:34:38.148457] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-12-19T20:34:38.149280] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-12-19T20:34:38.149332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:38.149365] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:38.149392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:38.149449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:38.208882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:38.209639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:38.209720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:38.209752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:38.328354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:38.328505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:38.328544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:38.328587] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:38.331880] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: DOWN (p=15.97%)
[2025-12-19T20:34:38.332146] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-12-19T20:34:38.332269] [INFO ] [sig       ] VYX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:38.469047] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/VYX.txt
[2025-12-19T20:34:38.469192] [INFO ] [sig       ] [3419/3561] Completed VYX in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 48.8s
[2025-12-19T20:34:38.469232] [INFO ] [sig       ] [3420/3561] Forecasting VZ...
[2025-12-19T20:34:38.469261] [INFO ] [sig       ] Generating forecast for: VZ
[2025-12-19T20:34:38.469290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-12-19T20:34:38.480163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2025-12-19T20:34:38.480494] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-12-19T20:34:38.481277] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-12-19T20:34:38.481330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:38.481361] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:38.481387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:38.481442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:38.537022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:38.537863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:38.537966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:38.537999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:38.658790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:38.658948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:38.658988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:38.659017] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:38.662465] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=92.50%)
[2025-12-19T20:34:38.662750] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-12-19T20:34:38.662872] [INFO ] [sig       ] VZ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:38.800066] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/VZ.txt
[2025-12-19T20:34:38.800222] [INFO ] [sig       ] [3420/3561] Completed VZ in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 48.4s
[2025-12-19T20:34:38.800264] [INFO ] [sig       ] [3421/3561] Forecasting WAB...
[2025-12-19T20:34:38.800293] [INFO ] [sig       ] Generating forecast for: WAB
[2025-12-19T20:34:38.800323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-12-19T20:34:38.815539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2025-12-19T20:34:38.816006] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-12-19T20:34:38.816923] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-12-19T20:34:38.816980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:38.817016] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:38.817047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:38.817120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:38.876625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:38.877465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:38.877547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:38.877598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:38.994998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:38.995154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:38.995192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:38.995220] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:38.998505] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=34.14%)
[2025-12-19T20:34:38.998811] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-12-19T20:34:38.998937] [INFO ] [sig       ] WAB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:39.134741] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WAB.txt
[2025-12-19T20:34:39.134896] [INFO ] [sig       ] [3421/3561] Completed WAB in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 48.1s
[2025-12-19T20:34:39.134936] [INFO ] [sig       ] [3422/3561] Forecasting WABC...
[2025-12-19T20:34:39.134966] [INFO ] [sig       ] Generating forecast for: WABC
[2025-12-19T20:34:39.134995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2025-12-19T20:34:39.147015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2025-12-19T20:34:39.147394] [INFO ] [FORECASTER] Starting predict_future for WABC
[2025-12-19T20:34:39.148161] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2025-12-19T20:34:39.148212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:39.148243] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:39.148283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:39.148341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:39.204965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:39.205834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:39.205942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:39.205975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:39.321704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:39.321854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:39.321893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:39.321922] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:39.325208] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: DOWN (p=12.13%)
[2025-12-19T20:34:39.325472] [INFO ] [FORECASTER] Completed predict_future for WABC
[2025-12-19T20:34:39.325611] [INFO ] [sig       ] WABC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:39.462374] [INFO ] [LOCAL     ] Saved forecast: WABC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WABC.txt
[2025-12-19T20:34:39.462499] [INFO ] [sig       ] [3422/3561] Completed WABC in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 47.7s
[2025-12-19T20:34:39.462538] [INFO ] [sig       ] [3423/3561] Forecasting WAFD...
[2025-12-19T20:34:39.462568] [INFO ] [sig       ] Generating forecast for: WAFD
[2025-12-19T20:34:39.462618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2025-12-19T20:34:39.473716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2025-12-19T20:34:39.474061] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2025-12-19T20:34:39.474830] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2025-12-19T20:34:39.474881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:39.474913] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:39.474940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:39.474995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:39.530260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:39.530872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:39.530947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:39.530979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:39.648049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:39.648196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:39.648234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:39.648262] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:39.651597] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: UP (p=50.01%)
[2025-12-19T20:34:39.651870] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2025-12-19T20:34:39.651991] [INFO ] [sig       ] WAFD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:39.788779] [INFO ] [LOCAL     ] Saved forecast: WAFD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WAFD.txt
[2025-12-19T20:34:39.788908] [INFO ] [sig       ] [3423/3561] Completed WAFD in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 47.4s
[2025-12-19T20:34:39.788947] [INFO ] [sig       ] [3424/3561] Forecasting WAFDP...
[2025-12-19T20:34:39.788976] [INFO ] [sig       ] Generating forecast for: WAFDP
[2025-12-19T20:34:39.789005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2025-12-19T20:34:39.800055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2025-12-19T20:34:39.800394] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2025-12-19T20:34:39.801164] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2025-12-19T20:34:39.801214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:39.801245] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:39.801272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:39.801327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:39.857810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:39.858480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:39.858558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:39.858608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:39.964556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:39.964723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:39.964763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:39.964792] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:39.968067] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: UP (p=62.61%)
[2025-12-19T20:34:39.968341] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2025-12-19T20:34:39.968462] [INFO ] [sig       ] WAFDP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:40.105814] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WAFDP.txt
[2025-12-19T20:34:40.105944] [INFO ] [sig       ] [3424/3561] Completed WAFDP in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 47.0s
[2025-12-19T20:34:40.105982] [INFO ] [sig       ] [3425/3561] Forecasting WAL...
[2025-12-19T20:34:40.106011] [INFO ] [sig       ] Generating forecast for: WAL
[2025-12-19T20:34:40.106041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-12-19T20:34:40.117693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2025-12-19T20:34:40.118109] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-12-19T20:34:40.118974] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-12-19T20:34:40.119028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:40.119061] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:40.119088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:40.119144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:40.176205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:40.177117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:40.177203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:40.177236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:40.296697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:40.296855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:40.296895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:40.296925] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:40.300269] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: UP (p=94.22%)
[2025-12-19T20:34:40.300534] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-12-19T20:34:40.300673] [INFO ] [sig       ] WAL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:40.437777] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WAL.txt
[2025-12-19T20:34:40.437935] [INFO ] [sig       ] [3425/3561] Completed WAL in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 46.7s
[2025-12-19T20:34:40.437973] [INFO ] [sig       ] [3426/3561] Forecasting WALD...
[2025-12-19T20:34:40.438003] [INFO ] [sig       ] Generating forecast for: WALD
[2025-12-19T20:34:40.438041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2025-12-19T20:34:40.449229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2025-12-19T20:34:40.449555] [INFO ] [FORECASTER] Starting predict_future for WALD
[2025-12-19T20:34:40.450315] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2025-12-19T20:34:40.450365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:40.450397] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:40.450423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:40.450484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:40.506737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:40.507342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:40.507418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:40.507449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:40.622166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:40.622318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:40.622355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:40.622383] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:40.625695] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: UP (p=66.59%)
[2025-12-19T20:34:40.625959] [INFO ] [FORECASTER] Completed predict_future for WALD
[2025-12-19T20:34:40.626078] [INFO ] [sig       ] WALD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:40.763615] [INFO ] [LOCAL     ] Saved forecast: WALD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WALD.txt
[2025-12-19T20:34:40.763753] [INFO ] [sig       ] [3426/3561] Completed WALD in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 46.3s
[2025-12-19T20:34:40.763792] [INFO ] [sig       ] [3427/3561] Forecasting WASH...
[2025-12-19T20:34:40.763821] [INFO ] [sig       ] Generating forecast for: WASH
[2025-12-19T20:34:40.763851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2025-12-19T20:34:40.774733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2025-12-19T20:34:40.775071] [INFO ] [FORECASTER] Starting predict_future for WASH
[2025-12-19T20:34:40.775833] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2025-12-19T20:34:40.775883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:40.775914] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:40.775941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:40.775996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:40.831778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:40.832425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:40.832501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:40.832533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:40.949275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:40.949425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:40.949462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:40.949489] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:40.952804] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: DOWN (p=45.41%)
[2025-12-19T20:34:40.953069] [INFO ] [FORECASTER] Completed predict_future for WASH
[2025-12-19T20:34:40.953188] [INFO ] [sig       ] WASH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:41.095619] [INFO ] [LOCAL     ] Saved forecast: WASH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WASH.txt
[2025-12-19T20:34:41.095751] [INFO ] [sig       ] [3427/3561] Completed WASH in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 46.0s
[2025-12-19T20:34:41.095789] [INFO ] [sig       ] [3428/3561] Forecasting WAVE...
[2025-12-19T20:34:41.095819] [INFO ] [sig       ] Generating forecast for: WAVE
[2025-12-19T20:34:41.095848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2025-12-19T20:34:41.106467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2025-12-19T20:34:41.106796] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2025-12-19T20:34:41.107527] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2025-12-19T20:34:41.107602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:41.107636] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:41.107668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:41.107740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:41.164426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:41.165214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:41.165295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:41.165328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:41.279548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:41.279720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:41.279759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:41.279790] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:41.283137] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: DOWN (p=7.97%)
[2025-12-19T20:34:41.283426] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2025-12-19T20:34:41.283547] [INFO ] [sig       ] WAVE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:41.423005] [INFO ] [LOCAL     ] Saved forecast: WAVE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WAVE.txt
[2025-12-19T20:34:41.423133] [INFO ] [sig       ] [3428/3561] Completed WAVE in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 45.7s
[2025-12-19T20:34:41.423171] [INFO ] [sig       ] [3429/3561] Forecasting WAY...
[2025-12-19T20:34:41.423201] [INFO ] [sig       ] Generating forecast for: WAY
[2025-12-19T20:34:41.423230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2025-12-19T20:34:41.434790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2025-12-19T20:34:41.435155] [INFO ] [FORECASTER] Starting predict_future for WAY
[2025-12-19T20:34:41.435933] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2025-12-19T20:34:41.435985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:41.436053] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:41.436096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:41.436180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:41.493181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:41.493857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:41.493934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:41.493967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:41.615123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:41.615279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:41.615317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:41.615364] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:41.618819] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: UP (p=55.67%)
[2025-12-19T20:34:41.619101] [INFO ] [FORECASTER] Completed predict_future for WAY
[2025-12-19T20:34:41.619230] [INFO ] [sig       ] WAY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:41.755841] [INFO ] [LOCAL     ] Saved forecast: WAY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WAY.txt
[2025-12-19T20:34:41.755965] [INFO ] [sig       ] [3429/3561] Completed WAY in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 45.3s
[2025-12-19T20:34:41.756002] [INFO ] [sig       ] [3430/3561] Forecasting WB...
[2025-12-19T20:34:41.756032] [INFO ] [sig       ] Generating forecast for: WB
[2025-12-19T20:34:41.756062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2025-12-19T20:34:41.767656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2025-12-19T20:34:41.767978] [INFO ] [FORECASTER] Starting predict_future for WB
[2025-12-19T20:34:41.768787] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2025-12-19T20:34:41.768838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:41.768870] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:41.768897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:41.768952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:41.826165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:41.826815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:41.826896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:41.826929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:41.950078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:41.950228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:41.950266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:41.950296] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:41.953649] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: UP (p=90.41%)
[2025-12-19T20:34:41.953921] [INFO ] [FORECASTER] Completed predict_future for WB
[2025-12-19T20:34:41.954043] [INFO ] [sig       ] WB: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:42.090635] [INFO ] [LOCAL     ] Saved forecast: WB	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WB.txt
[2025-12-19T20:34:42.090762] [INFO ] [sig       ] [3430/3561] Completed WB in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 45.0s
[2025-12-19T20:34:42.090799] [INFO ] [sig       ] [3431/3561] Forecasting WBD...
[2025-12-19T20:34:42.090828] [INFO ] [sig       ] Generating forecast for: WBD
[2025-12-19T20:34:42.090859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2025-12-19T20:34:42.103917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2025-12-19T20:34:42.104261] [INFO ] [FORECASTER] Starting predict_future for WBD
[2025-12-19T20:34:42.105097] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2025-12-19T20:34:42.105154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:42.105187] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:42.105216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:42.105274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:42.161358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:42.162041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:42.162122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:42.162154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:42.282608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:42.282716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:42.282755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:42.282783] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:42.286035] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: DOWN (p=43.28%)
[2025-12-19T20:34:42.286302] [INFO ] [FORECASTER] Completed predict_future for WBD
[2025-12-19T20:34:42.286420] [INFO ] [sig       ] WBD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:42.423344] [INFO ] [LOCAL     ] Saved forecast: WBD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WBD.txt
[2025-12-19T20:34:42.423473] [INFO ] [sig       ] [3431/3561] Completed WBD in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 44.6s
[2025-12-19T20:34:42.423511] [INFO ] [sig       ] [3432/3561] Forecasting WBIY...
[2025-12-19T20:34:42.423541] [INFO ] [sig       ] Generating forecast for: WBIY
[2025-12-19T20:34:42.423586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBIY' from 'https://tdm.silogroup.org/data/derivative_storage/WBIY.csv'.
[2025-12-19T20:34:42.433421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBIY'.
[2025-12-19T20:34:42.433705] [INFO ] [FORECASTER] Starting predict_future for WBIY
[2025-12-19T20:34:42.434472] [DEBUG] [LOCAL     ] No optimal features file found for WBIY: ./output/feature-sets/WBIY.txt
[2025-12-19T20:34:42.434524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:42.434557] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:42.434618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:42.434682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:42.490498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:42.491144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:42.491219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:42.491250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:42.583598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:42.583730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:42.583767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:42.583794] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:42.587187] [DEBUG] [FORECASTER] WBIY: Forecast T+1@11:T+2@11: DOWN (p=45.52%)
[2025-12-19T20:34:42.587449] [INFO ] [FORECASTER] Completed predict_future for WBIY
[2025-12-19T20:34:42.587567] [INFO ] [sig       ] WBIY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:42.724688] [INFO ] [LOCAL     ] Saved forecast: WBIY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WBIY.txt
[2025-12-19T20:34:42.724813] [INFO ] [sig       ] [3432/3561] Completed WBIY in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 44.3s
[2025-12-19T20:34:42.724852] [INFO ] [sig       ] [3433/3561] Forecasting WBS...
[2025-12-19T20:34:42.724882] [INFO ] [sig       ] Generating forecast for: WBS
[2025-12-19T20:34:42.724911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-12-19T20:34:42.735997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2025-12-19T20:34:42.736337] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-12-19T20:34:42.737170] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-12-19T20:34:42.737223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:42.737256] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:42.737285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:42.737353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:42.793937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:42.794610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:42.794688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:42.794720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:42.918713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:42.918869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:42.918909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:42.918938] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:42.922383] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: UP (p=84.93%)
[2025-12-19T20:34:42.922679] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-12-19T20:34:42.922806] [INFO ] [sig       ] WBS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:43.064316] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WBS.txt
[2025-12-19T20:34:43.064451] [INFO ] [sig       ] [3433/3561] Completed WBS in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 43.9s
[2025-12-19T20:34:43.064490] [INFO ] [sig       ] [3434/3561] Forecasting WBTN...
[2025-12-19T20:34:43.064520] [INFO ] [sig       ] Generating forecast for: WBTN
[2025-12-19T20:34:43.064550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2025-12-19T20:34:43.076080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2025-12-19T20:34:43.076414] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2025-12-19T20:34:43.077240] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2025-12-19T20:34:43.077293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:43.077325] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:43.077353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:43.077411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:43.134335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:43.134954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:43.135044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:43.135078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:43.257645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:43.257800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:43.257838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:43.257865] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:43.261234] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: UP (p=62.04%)
[2025-12-19T20:34:43.261499] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2025-12-19T20:34:43.261638] [INFO ] [sig       ] WBTN: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:43.398410] [INFO ] [LOCAL     ] Saved forecast: WBTN	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WBTN.txt
[2025-12-19T20:34:43.398540] [INFO ] [sig       ] [3434/3561] Completed WBTN in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 43.6s
[2025-12-19T20:34:43.398594] [INFO ] [sig       ] [3435/3561] Forecasting WBX...
[2025-12-19T20:34:43.398626] [INFO ] [sig       ] Generating forecast for: WBX
[2025-12-19T20:34:43.398673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-12-19T20:34:43.409942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2025-12-19T20:34:43.410255] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-12-19T20:34:43.411056] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-12-19T20:34:43.411119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:43.411153] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:43.411180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:43.411239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:43.467805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:43.468500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:43.468595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:43.468629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:43.589997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:43.590152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:43.590198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:43.590233] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:43.593525] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: UP (p=87.49%)
[2025-12-19T20:34:43.593804] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-12-19T20:34:43.593923] [INFO ] [sig       ] WBX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:43.730975] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WBX.txt
[2025-12-19T20:34:43.731103] [INFO ] [sig       ] [3435/3561] Completed WBX in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 43.3s
[2025-12-19T20:34:43.731142] [INFO ] [sig       ] [3436/3561] Forecasting WCC...
[2025-12-19T20:34:43.731171] [INFO ] [sig       ] Generating forecast for: WCC
[2025-12-19T20:34:43.731203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-12-19T20:34:43.742183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2025-12-19T20:34:43.742527] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-12-19T20:34:43.743347] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-12-19T20:34:43.743401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:43.743433] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:43.743461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:43.743518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:43.801060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:43.801733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:43.801810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:43.801842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:43.925596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:43.925746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:43.925784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:43.925812] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:43.929130] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: DOWN (p=0.94%)
[2025-12-19T20:34:43.929435] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-12-19T20:34:43.929558] [INFO ] [sig       ] WCC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:44.065994] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WCC.txt
[2025-12-19T20:34:44.066122] [INFO ] [sig       ] [3436/3561] Completed WCC in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 42.9s
[2025-12-19T20:34:44.066161] [INFO ] [sig       ] [3437/3561] Forecasting WCLD...
[2025-12-19T20:34:44.066190] [INFO ] [sig       ] Generating forecast for: WCLD
[2025-12-19T20:34:44.066221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2025-12-19T20:34:44.077454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2025-12-19T20:34:44.077795] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2025-12-19T20:34:44.078560] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2025-12-19T20:34:44.078634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:44.078696] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:44.078729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:44.078787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:44.135697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:44.136309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:44.136386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:44.136419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:44.257112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:44.257269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:44.257310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:44.257339] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:44.260773] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: DOWN (p=24.28%)
[2025-12-19T20:34:44.261041] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2025-12-19T20:34:44.261164] [INFO ] [sig       ] WCLD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:44.399367] [INFO ] [LOCAL     ] Saved forecast: WCLD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WCLD.txt
[2025-12-19T20:34:44.399497] [INFO ] [sig       ] [3437/3561] Completed WCLD in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 42.6s
[2025-12-19T20:34:44.399535] [INFO ] [sig       ] [3438/3561] Forecasting WD...
[2025-12-19T20:34:44.399563] [INFO ] [sig       ] Generating forecast for: WD
[2025-12-19T20:34:44.399613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-12-19T20:34:44.410629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2025-12-19T20:34:44.410950] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-12-19T20:34:44.411717] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-12-19T20:34:44.411768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:44.411799] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:44.411825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:44.411881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:44.468270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:44.468971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:44.469049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:44.469081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:44.586256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:44.586405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:44.586442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:44.586469] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:44.589778] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: DOWN (p=17.67%)
[2025-12-19T20:34:44.590042] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-12-19T20:34:44.590162] [INFO ] [sig       ] WD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:44.726320] [INFO ] [LOCAL     ] Saved forecast: WD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WD.txt
[2025-12-19T20:34:44.726465] [INFO ] [sig       ] [3438/3561] Completed WD in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 42.2s
[2025-12-19T20:34:44.726510] [INFO ] [sig       ] [3439/3561] Forecasting WDAY...
[2025-12-19T20:34:44.726540] [INFO ] [sig       ] Generating forecast for: WDAY
[2025-12-19T20:34:44.726586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2025-12-19T20:34:44.737683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2025-12-19T20:34:44.738005] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2025-12-19T20:34:44.738874] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2025-12-19T20:34:44.738927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:44.738959] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:44.738987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:44.739044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:44.795802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:44.796462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:44.796599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:44.796649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:44.915296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:44.915444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:44.915482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:44.915512] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:44.918837] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: UP (p=96.35%)
[2025-12-19T20:34:44.919103] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2025-12-19T20:34:44.919237] [INFO ] [sig       ] WDAY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:45.058169] [INFO ] [LOCAL     ] Saved forecast: WDAY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WDAY.txt
[2025-12-19T20:34:45.058315] [INFO ] [sig       ] [3439/3561] Completed WDAY in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 41.9s
[2025-12-19T20:34:45.058353] [INFO ] [sig       ] [3440/3561] Forecasting WDC...
[2025-12-19T20:34:45.058383] [INFO ] [sig       ] Generating forecast for: WDC
[2025-12-19T20:34:45.058414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2025-12-19T20:34:45.069032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2025-12-19T20:34:45.069393] [INFO ] [FORECASTER] Starting predict_future for WDC
[2025-12-19T20:34:45.070160] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2025-12-19T20:34:45.070221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:45.070261] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:45.070294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:45.070359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:45.126344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:45.126974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:45.127050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:45.127082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:45.247771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:45.247923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:45.247960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:45.247988] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:45.251388] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: UP (p=65.06%)
[2025-12-19T20:34:45.251728] [INFO ] [FORECASTER] Completed predict_future for WDC
[2025-12-19T20:34:45.251857] [INFO ] [sig       ] WDC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:45.392393] [INFO ] [LOCAL     ] Saved forecast: WDC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WDC.txt
[2025-12-19T20:34:45.392523] [INFO ] [sig       ] [3440/3561] Completed WDC in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 41.5s
[2025-12-19T20:34:45.392562] [INFO ] [sig       ] [3441/3561] Forecasting WDFC...
[2025-12-19T20:34:45.392611] [INFO ] [sig       ] Generating forecast for: WDFC
[2025-12-19T20:34:45.392643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2025-12-19T20:34:45.403868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2025-12-19T20:34:45.404195] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2025-12-19T20:34:45.405011] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2025-12-19T20:34:45.405062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:45.405093] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:45.405119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:45.405176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:45.461295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:45.462018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:45.462098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:45.462132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:45.583692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:45.583839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:45.583878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:45.583907] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:45.587323] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: UP (p=58.44%)
[2025-12-19T20:34:45.587619] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2025-12-19T20:34:45.587743] [INFO ] [sig       ] WDFC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:45.728019] [INFO ] [LOCAL     ] Saved forecast: WDFC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WDFC.txt
[2025-12-19T20:34:45.728147] [INFO ] [sig       ] [3441/3561] Completed WDFC in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 41.2s
[2025-12-19T20:34:45.728185] [INFO ] [sig       ] [3442/3561] Forecasting WDH...
[2025-12-19T20:34:45.728214] [INFO ] [sig       ] Generating forecast for: WDH
[2025-12-19T20:34:45.728244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-12-19T20:34:45.742693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2025-12-19T20:34:45.743086] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-12-19T20:34:45.743921] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-12-19T20:34:45.743973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:45.744006] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:45.744034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:45.744090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:45.799672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:45.800488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:45.800622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:45.800659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:45.918977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:45.919141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:45.919198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:45.919228] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:45.922566] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: DOWN (p=14.58%)
[2025-12-19T20:34:45.922863] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-12-19T20:34:45.922986] [INFO ] [sig       ] WDH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:46.060563] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WDH.txt
[2025-12-19T20:34:46.060757] [INFO ] [sig       ] [3442/3561] Completed WDH in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 40.8s
[2025-12-19T20:34:46.060809] [INFO ] [sig       ] [3443/3561] Forecasting WDI...
[2025-12-19T20:34:46.060852] [INFO ] [sig       ] Generating forecast for: WDI
[2025-12-19T20:34:46.060895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-12-19T20:34:46.072358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2025-12-19T20:34:46.072712] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-12-19T20:34:46.073509] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-12-19T20:34:46.073562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:46.073624] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:46.073659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:46.073716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:46.130269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:46.130904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:46.130989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:46.131023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:46.254319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:46.254483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:46.254529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:46.254565] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:46.259177] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=88.65%)
[2025-12-19T20:34:46.259591] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-12-19T20:34:46.259736] [INFO ] [sig       ] WDI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:46.399187] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WDI.txt
[2025-12-19T20:34:46.399335] [INFO ] [sig       ] [3443/3561] Completed WDI in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 40.5s
[2025-12-19T20:34:46.399378] [INFO ] [sig       ] [3444/3561] Forecasting WDS...
[2025-12-19T20:34:46.399408] [INFO ] [sig       ] Generating forecast for: WDS
[2025-12-19T20:34:46.399438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-12-19T20:34:46.410878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2025-12-19T20:34:46.411198] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-12-19T20:34:46.411965] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-12-19T20:34:46.412015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:46.412045] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:46.412072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:46.412127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:46.469269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:46.469999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:46.470076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:46.470107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:46.589718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:46.589863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:46.589901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:46.589929] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:46.593177] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=86.37%)
[2025-12-19T20:34:46.593438] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-12-19T20:34:46.593554] [INFO ] [sig       ] WDS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:46.731439] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WDS.txt
[2025-12-19T20:34:46.731565] [INFO ] [sig       ] [3444/3561] Completed WDS in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 40.2s
[2025-12-19T20:34:46.731620] [INFO ] [sig       ] [3445/3561] Forecasting WEA...
[2025-12-19T20:34:46.731650] [INFO ] [sig       ] Generating forecast for: WEA
[2025-12-19T20:34:46.731680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-12-19T20:34:46.742683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2025-12-19T20:34:46.743048] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-12-19T20:34:46.743882] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-12-19T20:34:46.743935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:46.743969] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:46.743996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:46.744053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:46.801087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:46.801797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:46.801874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:46.801906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:46.911020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:46.911151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:46.911195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:46.911239] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:46.914514] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: DOWN (p=4.55%)
[2025-12-19T20:34:46.914792] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-12-19T20:34:46.914910] [INFO ] [sig       ] WEA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:47.051922] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WEA.txt
[2025-12-19T20:34:47.052061] [INFO ] [sig       ] [3445/3561] Completed WEA in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 39.8s
[2025-12-19T20:34:47.052100] [INFO ] [sig       ] [3446/3561] Forecasting WEC...
[2025-12-19T20:34:47.052137] [INFO ] [sig       ] Generating forecast for: WEC
[2025-12-19T20:34:47.052166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-12-19T20:34:47.063220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2025-12-19T20:34:47.063610] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-12-19T20:34:47.064405] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-12-19T20:34:47.064459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:47.064531] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:47.064568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:47.064666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:47.121853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:47.122643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:47.122722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:47.122754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:47.242539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:47.242703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:47.242741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:47.242769] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:47.246061] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: UP (p=52.31%)
[2025-12-19T20:34:47.246335] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-12-19T20:34:47.246459] [INFO ] [sig       ] WEC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:47.383853] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WEC.txt
[2025-12-19T20:34:47.384001] [INFO ] [sig       ] [3446/3561] Completed WEC in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 39.5s
[2025-12-19T20:34:47.384040] [INFO ] [sig       ] [3447/3561] Forecasting WEN...
[2025-12-19T20:34:47.384070] [INFO ] [sig       ] Generating forecast for: WEN
[2025-12-19T20:34:47.384100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2025-12-19T20:34:47.395367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2025-12-19T20:34:47.395735] [INFO ] [FORECASTER] Starting predict_future for WEN
[2025-12-19T20:34:47.396526] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2025-12-19T20:34:47.396602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:47.396641] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:47.396670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:47.396732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:47.453331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:47.453965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:47.454041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:47.454073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:47.577561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:47.577725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:47.577769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:47.577798] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:47.581187] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: DOWN (p=36.66%)
[2025-12-19T20:34:47.581458] [INFO ] [FORECASTER] Completed predict_future for WEN
[2025-12-19T20:34:47.581610] [INFO ] [sig       ] WEN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:47.718118] [INFO ] [LOCAL     ] Saved forecast: WEN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WEN.txt
[2025-12-19T20:34:47.718245] [INFO ] [sig       ] [3447/3561] Completed WEN in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 39.1s
[2025-12-19T20:34:47.718283] [INFO ] [sig       ] [3448/3561] Forecasting WERN...
[2025-12-19T20:34:47.718313] [INFO ] [sig       ] Generating forecast for: WERN
[2025-12-19T20:34:47.718342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2025-12-19T20:34:47.729965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2025-12-19T20:34:47.730338] [INFO ] [FORECASTER] Starting predict_future for WERN
[2025-12-19T20:34:47.731113] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2025-12-19T20:34:47.731163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:47.731195] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:47.731222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:47.731278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:47.788272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:47.789020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:47.789100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:47.789133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:47.905635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:47.905786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:47.905824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:47.905852] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:47.909118] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: DOWN (p=1.98%)
[2025-12-19T20:34:47.909381] [INFO ] [FORECASTER] Completed predict_future for WERN
[2025-12-19T20:34:47.909499] [INFO ] [sig       ] WERN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:48.049267] [INFO ] [LOCAL     ] Saved forecast: WERN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WERN.txt
[2025-12-19T20:34:48.049417] [INFO ] [sig       ] [3448/3561] Completed WERN in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 38.8s
[2025-12-19T20:34:48.049455] [INFO ] [sig       ] [3449/3561] Forecasting WES...
[2025-12-19T20:34:48.049485] [INFO ] [sig       ] Generating forecast for: WES
[2025-12-19T20:34:48.049514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-12-19T20:34:48.060424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2025-12-19T20:34:48.060788] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-12-19T20:34:48.061550] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-12-19T20:34:48.061620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:48.061654] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:48.061682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:48.061740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:48.119465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:48.120157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:48.120235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:48.120269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:48.235711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:48.235863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:48.235901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:48.235960] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:48.240416] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: DOWN (p=24.55%)
[2025-12-19T20:34:48.240735] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-12-19T20:34:48.240868] [INFO ] [sig       ] WES: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:48.382471] [INFO ] [LOCAL     ] Saved forecast: WES	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WES.txt
[2025-12-19T20:34:48.382625] [INFO ] [sig       ] [3449/3561] Completed WES in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 38.4s
[2025-12-19T20:34:48.382665] [INFO ] [sig       ] [3450/3561] Forecasting WEX...
[2025-12-19T20:34:48.382703] [INFO ] [sig       ] Generating forecast for: WEX
[2025-12-19T20:34:48.382734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-12-19T20:34:48.394276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2025-12-19T20:34:48.394650] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-12-19T20:34:48.395421] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-12-19T20:34:48.395473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:48.395506] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:48.395534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:48.395614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:48.452950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:48.453646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:48.453726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:48.453758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:48.572290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:48.572429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:48.572466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:48.572494] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:48.575788] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: UP (p=78.55%)
[2025-12-19T20:34:48.576053] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-12-19T20:34:48.576170] [INFO ] [sig       ] WEX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:48.712290] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WEX.txt
[2025-12-19T20:34:48.712418] [INFO ] [sig       ] [3450/3561] Completed WEX in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 38.1s
[2025-12-19T20:34:48.712456] [INFO ] [sig       ] [3451/3561] Forecasting WEYS...
[2025-12-19T20:34:48.712485] [INFO ] [sig       ] Generating forecast for: WEYS
[2025-12-19T20:34:48.712519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2025-12-19T20:34:48.722934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2025-12-19T20:34:48.723243] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2025-12-19T20:34:48.724011] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2025-12-19T20:34:48.724062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:48.724093] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:48.724119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:48.724175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:48.780001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:48.780765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:48.780847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:48.780883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:48.885387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:48.885539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:48.885597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:48.885629] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:48.888984] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: DOWN (p=43.58%)
[2025-12-19T20:34:48.889257] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2025-12-19T20:34:48.889399] [INFO ] [sig       ] WEYS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:49.027219] [INFO ] [LOCAL     ] Saved forecast: WEYS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WEYS.txt
[2025-12-19T20:34:49.027343] [INFO ] [sig       ] [3451/3561] Completed WEYS in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 37.8s
[2025-12-19T20:34:49.027381] [INFO ] [sig       ] [3452/3561] Forecasting WF...
[2025-12-19T20:34:49.027412] [INFO ] [sig       ] Generating forecast for: WF
[2025-12-19T20:34:49.027442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-12-19T20:34:49.038418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2025-12-19T20:34:49.038784] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-12-19T20:34:49.039600] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-12-19T20:34:49.039657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:49.039690] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:49.039718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:49.039775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:49.097057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:49.097765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:49.097843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:49.097875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:49.219417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:49.219585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:49.219626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:49.219654] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:49.222927] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: DOWN (p=12.78%)
[2025-12-19T20:34:49.223188] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-12-19T20:34:49.223308] [INFO ] [sig       ] WF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:49.361682] [INFO ] [LOCAL     ] Saved forecast: WF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WF.txt
[2025-12-19T20:34:49.361820] [INFO ] [sig       ] [3452/3561] Completed WF in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 37.4s
[2025-12-19T20:34:49.361859] [INFO ] [sig       ] [3453/3561] Forecasting WFC...
[2025-12-19T20:34:49.361889] [INFO ] [sig       ] Generating forecast for: WFC
[2025-12-19T20:34:49.361919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-12-19T20:34:49.373413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFC'.
[2025-12-19T20:34:49.373752] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-12-19T20:34:49.374493] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-12-19T20:34:49.374544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:49.374594] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:49.374624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:49.374680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:49.432861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:49.433570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:49.433667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:49.433700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:49.558168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:49.558319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:49.558356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:49.558401] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:49.561753] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: UP (p=77.84%)
[2025-12-19T20:34:49.562017] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-12-19T20:34:49.562133] [INFO ] [sig       ] WFC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:49.698857] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WFC.txt
[2025-12-19T20:34:49.698991] [INFO ] [sig       ] [3453/3561] Completed WFC in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 37.1s
[2025-12-19T20:34:49.699029] [INFO ] [sig       ] [3454/3561] Forecasting WFG...
[2025-12-19T20:34:49.699059] [INFO ] [sig       ] Generating forecast for: WFG
[2025-12-19T20:34:49.699088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-12-19T20:34:49.709845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2025-12-19T20:34:49.710175] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-12-19T20:34:49.710950] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-12-19T20:34:49.711001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:49.711031] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:49.711057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:49.711112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:49.767531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:49.768166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:49.768244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:49.768277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:49.891238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:49.891394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:49.891435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:49.891463] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:49.894822] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: DOWN (p=20.15%)
[2025-12-19T20:34:49.895090] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-12-19T20:34:49.895212] [INFO ] [sig       ] WFG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:50.029818] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WFG.txt
[2025-12-19T20:34:50.029934] [INFO ] [sig       ] [3454/3561] Completed WFG in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 36.7s
[2025-12-19T20:34:50.029971] [INFO ] [sig       ] [3455/3561] Forecasting WFRD...
[2025-12-19T20:34:50.030001] [INFO ] [sig       ] Generating forecast for: WFRD
[2025-12-19T20:34:50.030029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2025-12-19T20:34:50.042186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2025-12-19T20:34:50.042635] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2025-12-19T20:34:50.043453] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2025-12-19T20:34:50.043508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:50.043542] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:50.043569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:50.043660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:50.102018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:50.102887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:50.102970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:50.103002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:50.220296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:50.220450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:50.220511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:50.220539] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:50.223827] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: DOWN (p=48.22%)
[2025-12-19T20:34:50.224092] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2025-12-19T20:34:50.224211] [INFO ] [sig       ] WFRD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:50.361727] [INFO ] [LOCAL     ] Saved forecast: WFRD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WFRD.txt
[2025-12-19T20:34:50.361878] [INFO ] [sig       ] [3455/3561] Completed WFRD in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 36.4s
[2025-12-19T20:34:50.361917] [INFO ] [sig       ] [3456/3561] Forecasting WGMI...
[2025-12-19T20:34:50.361946] [INFO ] [sig       ] Generating forecast for: WGMI
[2025-12-19T20:34:50.361976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2025-12-19T20:34:50.372857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2025-12-19T20:34:50.373179] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2025-12-19T20:34:50.373942] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2025-12-19T20:34:50.373992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:50.374023] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:50.374051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:50.374106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:50.431104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:50.431836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:50.431942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:50.431978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:50.552582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:50.552735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:50.552775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:50.552805] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:50.556254] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: UP (p=91.51%)
[2025-12-19T20:34:50.556528] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2025-12-19T20:34:50.556671] [INFO ] [sig       ] WGMI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:50.696396] [INFO ] [LOCAL     ] Saved forecast: WGMI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WGMI.txt
[2025-12-19T20:34:50.696554] [INFO ] [sig       ] [3456/3561] Completed WGMI in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 36.0s
[2025-12-19T20:34:50.696614] [INFO ] [sig       ] [3457/3561] Forecasting WGO...
[2025-12-19T20:34:50.696647] [INFO ] [sig       ] Generating forecast for: WGO
[2025-12-19T20:34:50.696678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-12-19T20:34:50.708114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2025-12-19T20:34:50.708546] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-12-19T20:34:50.709409] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-12-19T20:34:50.709463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:50.709496] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:50.709524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:50.709622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:50.768889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:50.769764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:50.769853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:50.769887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:50.893807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:50.893975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:50.894014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:50.894054] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:50.897708] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=41.99%)
[2025-12-19T20:34:50.898014] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-12-19T20:34:50.898147] [INFO ] [sig       ] WGO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:51.039892] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WGO.txt
[2025-12-19T20:34:51.040045] [INFO ] [sig       ] [3457/3561] Completed WGO in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 35.7s
[2025-12-19T20:34:51.040085] [INFO ] [sig       ] [3458/3561] Forecasting WGS...
[2025-12-19T20:34:51.040115] [INFO ] [sig       ] Generating forecast for: WGS
[2025-12-19T20:34:51.040146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2025-12-19T20:34:51.051242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2025-12-19T20:34:51.051590] [INFO ] [FORECASTER] Starting predict_future for WGS
[2025-12-19T20:34:51.052360] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2025-12-19T20:34:51.052413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:51.052445] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:51.052472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:51.052528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:51.108476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:51.109167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:51.109261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:51.109295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:51.230524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:51.230696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:51.230736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:51.230764] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:51.234065] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: DOWN (p=20.69%)
[2025-12-19T20:34:51.234329] [INFO ] [FORECASTER] Completed predict_future for WGS
[2025-12-19T20:34:51.234447] [INFO ] [sig       ] WGS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:51.372311] [INFO ] [LOCAL     ] Saved forecast: WGS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WGS.txt
[2025-12-19T20:34:51.372456] [INFO ] [sig       ] [3458/3561] Completed WGS in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 35.4s
[2025-12-19T20:34:51.372495] [INFO ] [sig       ] [3459/3561] Forecasting WH...
[2025-12-19T20:34:51.372526] [INFO ] [sig       ] Generating forecast for: WH
[2025-12-19T20:34:51.372555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-12-19T20:34:51.383541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2025-12-19T20:34:51.383893] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-12-19T20:34:51.384668] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-12-19T20:34:51.384732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:51.384766] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:51.384794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:51.384856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:51.441355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:51.442062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:51.442140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:51.442171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:51.562189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:51.562332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:51.562372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:51.562402] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:51.565727] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: UP (p=88.83%)
[2025-12-19T20:34:51.565995] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-12-19T20:34:51.566116] [INFO ] [sig       ] WH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:51.703157] [INFO ] [LOCAL     ] Saved forecast: WH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WH.txt
[2025-12-19T20:34:51.703312] [INFO ] [sig       ] [3459/3561] Completed WH in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 35.0s
[2025-12-19T20:34:51.703351] [INFO ] [sig       ] [3460/3561] Forecasting WHD...
[2025-12-19T20:34:51.703381] [INFO ] [sig       ] Generating forecast for: WHD
[2025-12-19T20:34:51.703410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-12-19T20:34:51.714103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2025-12-19T20:34:51.714436] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-12-19T20:34:51.715221] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-12-19T20:34:51.715274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:51.715307] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:51.715334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:51.715391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:51.772479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:51.773140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:51.773217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:51.773250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:51.892286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:51.892428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:51.892468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:51.892497] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:51.895887] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: DOWN (p=9.57%)
[2025-12-19T20:34:51.896155] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-12-19T20:34:51.896279] [INFO ] [sig       ] WHD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:52.032323] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WHD.txt
[2025-12-19T20:34:52.032461] [INFO ] [sig       ] [3460/3561] Completed WHD in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 34.7s
[2025-12-19T20:34:52.032499] [INFO ] [sig       ] [3461/3561] Forecasting WHF...
[2025-12-19T20:34:52.032528] [INFO ] [sig       ] Generating forecast for: WHF
[2025-12-19T20:34:52.032567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2025-12-19T20:34:52.043118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2025-12-19T20:34:52.043443] [INFO ] [FORECASTER] Starting predict_future for WHF
[2025-12-19T20:34:52.044280] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2025-12-19T20:34:52.044335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:52.044370] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:52.044398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:52.044454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:52.099287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:52.099960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:52.100049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:52.100092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:52.219040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:52.219186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:52.219223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:52.219251] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:52.222519] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: UP (p=70.13%)
[2025-12-19T20:34:52.222801] [INFO ] [FORECASTER] Completed predict_future for WHF
[2025-12-19T20:34:52.222919] [INFO ] [sig       ] WHF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:52.360912] [INFO ] [LOCAL     ] Saved forecast: WHF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WHF.txt
[2025-12-19T20:34:52.361052] [INFO ] [sig       ] [3461/3561] Completed WHF in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 34.3s
[2025-12-19T20:34:52.361090] [INFO ] [sig       ] [3462/3561] Forecasting WHG...
[2025-12-19T20:34:52.361120] [INFO ] [sig       ] Generating forecast for: WHG
[2025-12-19T20:34:52.361149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-12-19T20:34:52.371865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2025-12-19T20:34:52.372211] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-12-19T20:34:52.373086] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-12-19T20:34:52.373139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:52.373172] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:52.373200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:52.373261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:52.429625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:52.430310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:52.430390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:52.430424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:52.532617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:52.532762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:52.532801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:52.532830] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:52.536131] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: UP (p=69.14%)
[2025-12-19T20:34:52.536394] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-12-19T20:34:52.536513] [INFO ] [sig       ] WHG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:52.673410] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WHG.txt
[2025-12-19T20:34:52.673538] [INFO ] [sig       ] [3462/3561] Completed WHG in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 34.0s
[2025-12-19T20:34:52.673600] [INFO ] [sig       ] [3463/3561] Forecasting WIA...
[2025-12-19T20:34:52.673634] [INFO ] [sig       ] Generating forecast for: WIA
[2025-12-19T20:34:52.673664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-12-19T20:34:52.684083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2025-12-19T20:34:52.684421] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-12-19T20:34:52.685216] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-12-19T20:34:52.685267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:52.685326] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:52.685354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:52.685410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:52.741207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:52.741913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:52.741988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:52.742019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:52.854861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:52.855007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:52.855046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:52.855075] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:52.858435] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: DOWN (p=35.35%)
[2025-12-19T20:34:52.858728] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-12-19T20:34:52.858846] [INFO ] [sig       ] WIA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:52.997103] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WIA.txt
[2025-12-19T20:34:52.997229] [INFO ] [sig       ] [3463/3561] Completed WIA in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 33.6s
[2025-12-19T20:34:52.997267] [INFO ] [sig       ] [3464/3561] Forecasting WIMI...
[2025-12-19T20:34:52.997296] [INFO ] [sig       ] Generating forecast for: WIMI
[2025-12-19T20:34:52.997325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2025-12-19T20:34:53.008278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2025-12-19T20:34:53.008645] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2025-12-19T20:34:53.009427] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2025-12-19T20:34:53.009489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:53.009526] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:53.009553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:53.009631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:53.066523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:53.067167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:53.067245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:53.067278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:53.187856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:53.188000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:53.188038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:53.188065] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:53.191375] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: DOWN (p=41.05%)
[2025-12-19T20:34:53.191678] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2025-12-19T20:34:53.191797] [INFO ] [sig       ] WIMI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:53.334330] [INFO ] [LOCAL     ] Saved forecast: WIMI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WIMI.txt
[2025-12-19T20:34:53.334468] [INFO ] [sig       ] [3464/3561] Completed WIMI in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 33.3s
[2025-12-19T20:34:53.334506] [INFO ] [sig       ] [3465/3561] Forecasting WINA...
[2025-12-19T20:34:53.334537] [INFO ] [sig       ] Generating forecast for: WINA
[2025-12-19T20:34:53.334566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2025-12-19T20:34:53.345302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2025-12-19T20:34:53.345700] [INFO ] [FORECASTER] Starting predict_future for WINA
[2025-12-19T20:34:53.346519] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2025-12-19T20:34:53.346592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:53.346635] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:53.346664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:53.346721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:53.402771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:53.403480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:53.403560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:53.403612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:53.516888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:53.517041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:53.517080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:53.517109] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:53.520477] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: UP (p=86.31%)
[2025-12-19T20:34:53.520777] [INFO ] [FORECASTER] Completed predict_future for WINA
[2025-12-19T20:34:53.520909] [INFO ] [sig       ] WINA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:53.663378] [INFO ] [LOCAL     ] Saved forecast: WINA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WINA.txt
[2025-12-19T20:34:53.663511] [INFO ] [sig       ] [3465/3561] Completed WINA in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 32.9s
[2025-12-19T20:34:53.663550] [INFO ] [sig       ] [3466/3561] Forecasting WING...
[2025-12-19T20:34:53.663605] [INFO ] [sig       ] Generating forecast for: WING
[2025-12-19T20:34:53.663638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2025-12-19T20:34:53.674644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2025-12-19T20:34:53.674968] [INFO ] [FORECASTER] Starting predict_future for WING
[2025-12-19T20:34:53.675746] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2025-12-19T20:34:53.675797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:53.675828] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:53.675854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:53.675910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:53.731545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:53.732198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:53.732275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:53.732308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:53.852497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:53.852668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:53.852728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:53.852788] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:53.856182] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: DOWN (p=34.21%)
[2025-12-19T20:34:53.856461] [INFO ] [FORECASTER] Completed predict_future for WING
[2025-12-19T20:34:53.856603] [INFO ] [sig       ] WING: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:53.997064] [INFO ] [LOCAL     ] Saved forecast: WING	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WING.txt
[2025-12-19T20:34:53.997203] [INFO ] [sig       ] [3466/3561] Completed WING in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 32.6s
[2025-12-19T20:34:53.997243] [INFO ] [sig       ] [3467/3561] Forecasting WINN...
[2025-12-19T20:34:53.997273] [INFO ] [sig       ] Generating forecast for: WINN
[2025-12-19T20:34:53.997303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-12-19T20:34:54.008501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2025-12-19T20:34:54.008885] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-12-19T20:34:54.009676] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-12-19T20:34:54.009730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:54.009763] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:54.009791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:54.009849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:54.065955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:54.066569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:54.066686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:54.066721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:54.186177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:54.186323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:54.186360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:54.186389] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:54.189742] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=34.24%)
[2025-12-19T20:34:54.190013] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-12-19T20:34:54.190132] [INFO ] [sig       ] WINN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:54.328737] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WINN.txt
[2025-12-19T20:34:54.328876] [INFO ] [sig       ] [3467/3561] Completed WINN in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 32.3s
[2025-12-19T20:34:54.328914] [INFO ] [sig       ] [3468/3561] Forecasting WIX...
[2025-12-19T20:34:54.328944] [INFO ] [sig       ] Generating forecast for: WIX
[2025-12-19T20:34:54.328974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2025-12-19T20:34:54.339278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2025-12-19T20:34:54.339639] [INFO ] [FORECASTER] Starting predict_future for WIX
[2025-12-19T20:34:54.340388] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2025-12-19T20:34:54.340449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:54.340487] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:54.340520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:54.340601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:54.397259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:54.398057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:54.398138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:54.398172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:54.523186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:54.523330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:54.523371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:54.523401] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:54.526876] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: DOWN (p=15.13%)
[2025-12-19T20:34:54.527147] [INFO ] [FORECASTER] Completed predict_future for WIX
[2025-12-19T20:34:54.527268] [INFO ] [sig       ] WIX: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:54.663898] [INFO ] [LOCAL     ] Saved forecast: WIX	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WIX.txt
[2025-12-19T20:34:54.664025] [INFO ] [sig       ] [3468/3561] Completed WIX in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 31.9s
[2025-12-19T20:34:54.664063] [INFO ] [sig       ] [3469/3561] Forecasting WK...
[2025-12-19T20:34:54.664092] [INFO ] [sig       ] Generating forecast for: WK
[2025-12-19T20:34:54.664122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-12-19T20:34:54.675373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2025-12-19T20:34:54.675739] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-12-19T20:34:54.676537] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-12-19T20:34:54.676615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:54.676654] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:54.676682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:54.676739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:54.733010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:54.733753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:54.733832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:54.733866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:54.853309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:54.853458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:54.853497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:54.853525] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:54.856959] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: DOWN (p=13.58%)
[2025-12-19T20:34:54.857239] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-12-19T20:34:54.857361] [INFO ] [sig       ] WK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:54.994185] [INFO ] [LOCAL     ] Saved forecast: WK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WK.txt
[2025-12-19T20:34:54.994312] [INFO ] [sig       ] [3469/3561] Completed WK in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 31.6s
[2025-12-19T20:34:54.994351] [INFO ] [sig       ] [3470/3561] Forecasting WKC...
[2025-12-19T20:34:54.994380] [INFO ] [sig       ] Generating forecast for: WKC
[2025-12-19T20:34:54.994410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-12-19T20:34:55.005133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2025-12-19T20:34:55.005468] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-12-19T20:34:55.006236] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-12-19T20:34:55.006287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:55.006331] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:55.006360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:55.006415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:55.063472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:55.064183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:55.064262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:55.064296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:55.183135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:55.183282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:55.183320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:55.183348] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:55.186642] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=59.00%)
[2025-12-19T20:34:55.186907] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-12-19T20:34:55.187024] [INFO ] [sig       ] WKC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:55.332192] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WKC.txt
[2025-12-19T20:34:55.332360] [INFO ] [sig       ] [3470/3561] Completed WKC in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 31.2s
[2025-12-19T20:34:55.332401] [INFO ] [sig       ] [3471/3561] Forecasting WKEY...
[2025-12-19T20:34:55.332432] [INFO ] [sig       ] Generating forecast for: WKEY
[2025-12-19T20:34:55.332461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2025-12-19T20:34:55.343356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2025-12-19T20:34:55.343828] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2025-12-19T20:34:55.344732] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2025-12-19T20:34:55.344788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:55.344825] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:55.344889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:55.344984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:55.404309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:55.405055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:55.405150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:55.405187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:55.522805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:55.522943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:55.522981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:55.523009] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:55.526319] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: DOWN (p=11.84%)
[2025-12-19T20:34:55.526602] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2025-12-19T20:34:55.526723] [INFO ] [sig       ] WKEY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:55.668565] [INFO ] [LOCAL     ] Saved forecast: WKEY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WKEY.txt
[2025-12-19T20:34:55.668738] [INFO ] [sig       ] [3471/3561] Completed WKEY in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 30.9s
[2025-12-19T20:34:55.668780] [INFO ] [sig       ] [3472/3561] Forecasting WKSP...
[2025-12-19T20:34:55.668810] [INFO ] [sig       ] Generating forecast for: WKSP
[2025-12-19T20:34:55.668838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2025-12-19T20:34:55.679662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2025-12-19T20:34:55.679989] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2025-12-19T20:34:55.680746] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2025-12-19T20:34:55.680796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:55.680827] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:55.680854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:55.680909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:55.739596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:55.740333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:55.740416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:55.740458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:55.858985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:55.859135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:55.859175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:55.859203] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:55.862500] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: DOWN (p=23.48%)
[2025-12-19T20:34:55.862785] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2025-12-19T20:34:55.862905] [INFO ] [sig       ] WKSP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:56.003513] [INFO ] [LOCAL     ] Saved forecast: WKSP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WKSP.txt
[2025-12-19T20:34:56.003664] [INFO ] [sig       ] [3472/3561] Completed WKSP in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 30.5s
[2025-12-19T20:34:56.003703] [INFO ] [sig       ] [3473/3561] Forecasting WLDN...
[2025-12-19T20:34:56.003733] [INFO ] [sig       ] Generating forecast for: WLDN
[2025-12-19T20:34:56.003764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2025-12-19T20:34:56.014822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2025-12-19T20:34:56.015144] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2025-12-19T20:34:56.015913] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2025-12-19T20:34:56.015964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:56.015995] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:56.016021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:56.016077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:56.074212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:56.074943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:56.075050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:56.075085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:56.195725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:56.195876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:56.195916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:56.195946] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:56.199381] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: DOWN (p=9.60%)
[2025-12-19T20:34:56.199672] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2025-12-19T20:34:56.199795] [INFO ] [sig       ] WLDN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:56.339886] [INFO ] [LOCAL     ] Saved forecast: WLDN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WLDN.txt
[2025-12-19T20:34:56.340019] [INFO ] [sig       ] [3473/3561] Completed WLDN in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 30.2s
[2025-12-19T20:34:56.340057] [INFO ] [sig       ] [3474/3561] Forecasting WLDS...
[2025-12-19T20:34:56.340095] [INFO ] [sig       ] Generating forecast for: WLDS
[2025-12-19T20:34:56.340128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'.
[2025-12-19T20:34:56.351132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDS'.
[2025-12-19T20:34:56.351504] [INFO ] [FORECASTER] Starting predict_future for WLDS
[2025-12-19T20:34:56.352267] [DEBUG] [LOCAL     ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt
[2025-12-19T20:34:56.352318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:56.352350] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:56.352377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:56.352432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:56.409131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:56.409876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:56.409960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:56.409994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:56.526611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:56.526765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:56.526805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:56.526835] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:56.530326] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: DOWN (p=21.70%)
[2025-12-19T20:34:56.530650] [INFO ] [FORECASTER] Completed predict_future for WLDS
[2025-12-19T20:34:56.530775] [INFO ] [sig       ] WLDS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:56.671155] [INFO ] [LOCAL     ] Saved forecast: WLDS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WLDS.txt
[2025-12-19T20:34:56.671289] [INFO ] [sig       ] [3474/3561] Completed WLDS in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 29.9s
[2025-12-19T20:34:56.671328] [INFO ] [sig       ] [3475/3561] Forecasting WLFC...
[2025-12-19T20:34:56.671358] [INFO ] [sig       ] Generating forecast for: WLFC
[2025-12-19T20:34:56.671388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2025-12-19T20:34:56.682511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2025-12-19T20:34:56.682884] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2025-12-19T20:34:56.683658] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2025-12-19T20:34:56.683709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:56.683740] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:56.683767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:56.683822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:56.740661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:56.741341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:56.741421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:56.741456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:56.859329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:56.859480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:56.859519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:56.859551] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:56.862841] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: UP (p=58.02%)
[2025-12-19T20:34:56.863104] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2025-12-19T20:34:56.863221] [INFO ] [sig       ] WLFC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:57.000399] [INFO ] [LOCAL     ] Saved forecast: WLFC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WLFC.txt
[2025-12-19T20:34:57.000532] [INFO ] [sig       ] [3475/3561] Completed WLFC in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 29.5s
[2025-12-19T20:34:57.000595] [INFO ] [sig       ] [3476/3561] Forecasting WLK...
[2025-12-19T20:34:57.000628] [INFO ] [sig       ] Generating forecast for: WLK
[2025-12-19T20:34:57.000659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-12-19T20:34:57.012634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2025-12-19T20:34:57.013170] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-12-19T20:34:57.013941] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-12-19T20:34:57.013993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:57.014024] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:57.014051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:57.014107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:57.069972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:57.070630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:57.070707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:57.070739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:57.185272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:57.185425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:57.185464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:57.185493] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:57.188818] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: UP (p=80.27%)
[2025-12-19T20:34:57.189083] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-12-19T20:34:57.189202] [INFO ] [sig       ] WLK: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:57.324779] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WLK.txt
[2025-12-19T20:34:57.324940] [INFO ] [sig       ] [3476/3561] Completed WLK in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 29.2s
[2025-12-19T20:34:57.324979] [INFO ] [sig       ] [3477/3561] Forecasting WLKP...
[2025-12-19T20:34:57.325009] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-12-19T20:34:57.325039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-12-19T20:34:57.336620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2025-12-19T20:34:57.336947] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-12-19T20:34:57.337762] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-12-19T20:34:57.337816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:57.337850] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:57.337877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:57.337934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:57.397026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:57.397826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:57.397908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:57.397941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:57.512351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:57.512508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:57.512550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:57.512615] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:57.515886] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: DOWN (p=11.99%)
[2025-12-19T20:34:57.516151] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-12-19T20:34:57.516271] [INFO ] [sig       ] WLKP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:57.654982] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WLKP.txt
[2025-12-19T20:34:57.655118] [INFO ] [sig       ] [3477/3561] Completed WLKP in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 28.8s
[2025-12-19T20:34:57.655157] [INFO ] [sig       ] [3478/3561] Forecasting WMG...
[2025-12-19T20:34:57.655186] [INFO ] [sig       ] Generating forecast for: WMG
[2025-12-19T20:34:57.655217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2025-12-19T20:34:57.666276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2025-12-19T20:34:57.666631] [INFO ] [FORECASTER] Starting predict_future for WMG
[2025-12-19T20:34:57.667382] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2025-12-19T20:34:57.667433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:57.667464] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:57.667491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:57.667545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:57.722867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:57.723492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:57.723612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:57.723660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:57.846412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:57.846556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:57.846611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:57.846640] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:57.849930] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: DOWN (p=38.49%)
[2025-12-19T20:34:57.850193] [INFO ] [FORECASTER] Completed predict_future for WMG
[2025-12-19T20:34:57.850313] [INFO ] [sig       ] WMG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:57.992021] [INFO ] [LOCAL     ] Saved forecast: WMG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WMG.txt
[2025-12-19T20:34:57.992152] [INFO ] [sig       ] [3478/3561] Completed WMG in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 28.5s
[2025-12-19T20:34:57.992191] [INFO ] [sig       ] [3479/3561] Forecasting WMK...
[2025-12-19T20:34:57.992221] [INFO ] [sig       ] Generating forecast for: WMK
[2025-12-19T20:34:57.992251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-12-19T20:34:58.003200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2025-12-19T20:34:58.003550] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-12-19T20:34:58.004324] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-12-19T20:34:58.004376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:58.004408] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:58.004435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:58.004490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:58.060199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:58.060907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:58.060986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:58.061036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:58.181046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:58.181199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:58.181237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:58.181265] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:58.184546] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: DOWN (p=40.17%)
[2025-12-19T20:34:58.184828] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-12-19T20:34:58.184945] [INFO ] [sig       ] WMK: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:58.321532] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WMK.txt
[2025-12-19T20:34:58.321699] [INFO ] [sig       ] [3479/3561] Completed WMK in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 28.1s
[2025-12-19T20:34:58.321739] [INFO ] [sig       ] [3480/3561] Forecasting WMS...
[2025-12-19T20:34:58.321768] [INFO ] [sig       ] Generating forecast for: WMS
[2025-12-19T20:34:58.321798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-12-19T20:34:58.332972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2025-12-19T20:34:58.333296] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-12-19T20:34:58.334073] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-12-19T20:34:58.334123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:58.334192] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:58.334221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:58.334278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:58.392722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:58.393493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:58.393592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:58.393628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:58.514351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:58.514501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:58.514539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:58.514584] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:58.518084] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: UP (p=55.25%)
[2025-12-19T20:34:58.518365] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-12-19T20:34:58.518492] [INFO ] [sig       ] WMS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:58.657402] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WMS.txt
[2025-12-19T20:34:58.657535] [INFO ] [sig       ] [3480/3561] Completed WMS in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 27.8s
[2025-12-19T20:34:58.657591] [INFO ] [sig       ] [3481/3561] Forecasting WNC...
[2025-12-19T20:34:58.657625] [INFO ] [sig       ] Generating forecast for: WNC
[2025-12-19T20:34:58.657658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-12-19T20:34:58.669265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2025-12-19T20:34:58.669659] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-12-19T20:34:58.670467] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-12-19T20:34:58.670521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:58.670555] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:58.670628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:58.670693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:58.732026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:58.732810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:58.732895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:58.732930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:58.855965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:58.856118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:58.856156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:58.856185] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:58.859531] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: UP (p=96.49%)
[2025-12-19T20:34:58.859830] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-12-19T20:34:58.859955] [INFO ] [sig       ] WNC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:34:59.001710] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WNC.txt
[2025-12-19T20:34:59.001869] [INFO ] [sig       ] [3481/3561] Completed WNC in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 27.5s
[2025-12-19T20:34:59.001908] [INFO ] [sig       ] [3482/3561] Forecasting WNEB...
[2025-12-19T20:34:59.001938] [INFO ] [sig       ] Generating forecast for: WNEB
[2025-12-19T20:34:59.001968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2025-12-19T20:34:59.013357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2025-12-19T20:34:59.013781] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2025-12-19T20:34:59.014625] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2025-12-19T20:34:59.014679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:59.014712] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:59.014740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:59.014797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:59.074289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:59.075149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:59.075232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:59.075265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:59.193432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:59.193598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:59.193638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:59.193665] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:59.196923] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: DOWN (p=41.77%)
[2025-12-19T20:34:59.197184] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2025-12-19T20:34:59.197301] [INFO ] [sig       ] WNEB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:59.336054] [INFO ] [LOCAL     ] Saved forecast: WNEB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WNEB.txt
[2025-12-19T20:34:59.336185] [INFO ] [sig       ] [3482/3561] Completed WNEB in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 27.1s
[2025-12-19T20:34:59.336223] [INFO ] [sig       ] [3483/3561] Forecasting WOOD...
[2025-12-19T20:34:59.336252] [INFO ] [sig       ] Generating forecast for: WOOD
[2025-12-19T20:34:59.336282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2025-12-19T20:34:59.347397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2025-12-19T20:34:59.347897] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2025-12-19T20:34:59.348918] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2025-12-19T20:34:59.348974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:59.349006] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:59.349033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:59.349091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:59.406486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:59.407295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:59.407381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:59.407414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:59.510713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:59.510841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:59.510880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:59.510939] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:59.514436] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: DOWN (p=16.74%)
[2025-12-19T20:34:59.514736] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2025-12-19T20:34:59.514865] [INFO ] [sig       ] WOOD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:59.657198] [INFO ] [LOCAL     ] Saved forecast: WOOD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WOOD.txt
[2025-12-19T20:34:59.657332] [INFO ] [sig       ] [3483/3561] Completed WOOD in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 26.8s
[2025-12-19T20:34:59.657378] [INFO ] [sig       ] [3484/3561] Forecasting WOOF...
[2025-12-19T20:34:59.657408] [INFO ] [sig       ] Generating forecast for: WOOF
[2025-12-19T20:34:59.657438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2025-12-19T20:34:59.668453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2025-12-19T20:34:59.668861] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2025-12-19T20:34:59.669661] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2025-12-19T20:34:59.669714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:34:59.669746] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:34:59.669773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:34:59.669828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:34:59.728227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:34:59.728917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:34:59.728997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:34:59.729030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:34:59.849509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:34:59.849673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:34:59.849710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:34:59.849738] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:34:59.853007] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: DOWN (p=23.83%)
[2025-12-19T20:34:59.853273] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2025-12-19T20:34:59.853392] [INFO ] [sig       ] WOOF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:34:59.993473] [INFO ] [LOCAL     ] Saved forecast: WOOF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WOOF.txt
[2025-12-19T20:34:59.993649] [INFO ] [sig       ] [3484/3561] Completed WOOF in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 26.4s
[2025-12-19T20:34:59.993698] [INFO ] [sig       ] [3485/3561] Forecasting WPC...
[2025-12-19T20:34:59.993732] [INFO ] [sig       ] Generating forecast for: WPC
[2025-12-19T20:34:59.993770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-12-19T20:35:00.004526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2025-12-19T20:35:00.005096] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-12-19T20:35:00.005873] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-12-19T20:35:00.005924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:00.005956] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:00.005982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:00.006038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:00.062188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:00.062898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:00.062976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:00.063008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:00.187851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:00.188051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:00.188090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:00.188119] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:00.191597] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=67.62%)
[2025-12-19T20:35:00.191876] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-12-19T20:35:00.191995] [INFO ] [sig       ] WPC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:00.328907] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WPC.txt
[2025-12-19T20:35:00.329042] [INFO ] [sig       ] [3485/3561] Completed WPC in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 26.1s
[2025-12-19T20:35:00.329081] [INFO ] [sig       ] [3486/3561] Forecasting WPP...
[2025-12-19T20:35:00.329110] [INFO ] [sig       ] Generating forecast for: WPP
[2025-12-19T20:35:00.329146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-12-19T20:35:00.341692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2025-12-19T20:35:00.342023] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-12-19T20:35:00.342814] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-12-19T20:35:00.342865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:00.342896] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:00.342922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:00.342977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:00.399051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:00.399852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:00.399934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:00.399968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:00.519866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:00.520005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:00.520899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:00.520945] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:00.524501] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2025-12-19T20:35:00.524820] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-12-19T20:35:00.524951] [INFO ] [sig       ] WPP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:00.667127] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WPP.txt
[2025-12-19T20:35:00.667284] [INFO ] [sig       ] [3486/3561] Completed WPP in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 25.7s
[2025-12-19T20:35:00.667326] [INFO ] [sig       ] [3487/3561] Forecasting WRAP...
[2025-12-19T20:35:00.667357] [INFO ] [sig       ] Generating forecast for: WRAP
[2025-12-19T20:35:00.667388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2025-12-19T20:35:00.679524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2025-12-19T20:35:00.679872] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2025-12-19T20:35:00.680717] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2025-12-19T20:35:00.680771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:00.680804] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:00.680832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:00.680889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:00.740324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:00.741106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:00.741187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:00.741221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:00.860624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:00.860753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:00.860792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:00.860820] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:00.864141] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: DOWN (p=8.85%)
[2025-12-19T20:35:00.864410] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2025-12-19T20:35:00.864531] [INFO ] [sig       ] WRAP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:01.003512] [INFO ] [LOCAL     ] Saved forecast: WRAP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WRAP.txt
[2025-12-19T20:35:01.003675] [INFO ] [sig       ] [3487/3561] Completed WRAP in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 25.4s
[2025-12-19T20:35:01.003716] [INFO ] [sig       ] [3488/3561] Forecasting WRB...
[2025-12-19T20:35:01.003746] [INFO ] [sig       ] Generating forecast for: WRB
[2025-12-19T20:35:01.003776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-12-19T20:35:01.018850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2025-12-19T20:35:01.019297] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-12-19T20:35:01.020515] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-12-19T20:35:01.020607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:01.020669] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:01.020722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:01.020824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:01.087674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:01.088413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:01.088494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:01.088527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:01.205994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:01.206122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:01.206159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:01.206187] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:01.209557] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=47.02%)
[2025-12-19T20:35:01.209863] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-12-19T20:35:01.209987] [INFO ] [sig       ] WRB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:01.359131] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WRB.txt
[2025-12-19T20:35:01.359340] [INFO ] [sig       ] [3488/3561] Completed WRB in 0.4s | 2.91 sym/s | Total: 19.9m | ETA: 25.0s
[2025-12-19T20:35:01.359395] [INFO ] [sig       ] [3489/3561] Forecasting WRBY...
[2025-12-19T20:35:01.359439] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-12-19T20:35:01.359483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-12-19T20:35:01.375983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2025-12-19T20:35:01.376445] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-12-19T20:35:01.377766] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-12-19T20:35:01.377835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:01.378065] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:01.378103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:01.378186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:01.441075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:01.441964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:01.442050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:01.442084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:01.558982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:01.559143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:01.559182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:01.559210] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:01.562557] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=18.36%)
[2025-12-19T20:35:01.562857] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-12-19T20:35:01.562981] [INFO ] [sig       ] WRBY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:01.703222] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WRBY.txt
[2025-12-19T20:35:01.703380] [INFO ] [sig       ] [3489/3561] Completed WRBY in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 24.7s
[2025-12-19T20:35:01.703420] [INFO ] [sig       ] [3490/3561] Forecasting WRLD...
[2025-12-19T20:35:01.703450] [INFO ] [sig       ] Generating forecast for: WRLD
[2025-12-19T20:35:01.703480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2025-12-19T20:35:01.714393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2025-12-19T20:35:01.714810] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2025-12-19T20:35:01.715606] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2025-12-19T20:35:01.715661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:01.715695] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:01.715722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:01.715777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:01.775998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:01.776894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:01.777019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:01.777055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:01.918233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:01.918400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:01.918441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:01.918471] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:01.922331] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: UP (p=72.58%)
[2025-12-19T20:35:01.922749] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2025-12-19T20:35:01.922898] [INFO ] [sig       ] WRLD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:02.066157] [INFO ] [LOCAL     ] Saved forecast: WRLD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WRLD.txt
[2025-12-19T20:35:02.066317] [INFO ] [sig       ] [3490/3561] Completed WRLD in 0.4s | 2.91 sym/s | Total: 20.0m | ETA: 24.4s
[2025-12-19T20:35:02.066356] [INFO ] [sig       ] [3491/3561] Forecasting WSBC...
[2025-12-19T20:35:02.066388] [INFO ] [sig       ] Generating forecast for: WSBC
[2025-12-19T20:35:02.066420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2025-12-19T20:35:02.078953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2025-12-19T20:35:02.079384] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2025-12-19T20:35:02.080339] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2025-12-19T20:35:02.080398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:02.080432] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:02.080460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:02.080532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:02.142379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:02.143334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:02.143432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:02.143466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:02.274296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:02.274461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:02.274502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:02.274532] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:02.278589] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: DOWN (p=4.40%)
[2025-12-19T20:35:02.278955] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2025-12-19T20:35:02.279099] [INFO ] [sig       ] WSBC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:02.430469] [INFO ] [LOCAL     ] Saved forecast: WSBC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WSBC.txt
[2025-12-19T20:35:02.430667] [INFO ] [sig       ] [3491/3561] Completed WSBC in 0.4s | 2.91 sym/s | Total: 20.0m | ETA: 24.0s
[2025-12-19T20:35:02.430716] [INFO ] [sig       ] [3492/3561] Forecasting WSBF...
[2025-12-19T20:35:02.430756] [INFO ] [sig       ] Generating forecast for: WSBF
[2025-12-19T20:35:02.430788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2025-12-19T20:35:02.443006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2025-12-19T20:35:02.443456] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2025-12-19T20:35:02.444357] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2025-12-19T20:35:02.444413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:02.444446] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:02.444473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:02.444545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:02.513341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:02.514910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:02.515033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:02.515085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:02.645155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:02.645316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:02.645358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:02.645397] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:02.649199] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: UP (p=84.26%)
[2025-12-19T20:35:02.649529] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2025-12-19T20:35:02.649702] [INFO ] [sig       ] WSBF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:02.800065] [INFO ] [LOCAL     ] Saved forecast: WSBF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WSBF.txt
[2025-12-19T20:35:02.800268] [INFO ] [sig       ] [3492/3561] Completed WSBF in 0.4s | 2.91 sym/s | Total: 20.0m | ETA: 23.7s
[2025-12-19T20:35:02.800324] [INFO ] [sig       ] [3493/3561] Forecasting WSC...
[2025-12-19T20:35:02.800360] [INFO ] [sig       ] Generating forecast for: WSC
[2025-12-19T20:35:02.800416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2025-12-19T20:35:02.813203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2025-12-19T20:35:02.813622] [INFO ] [FORECASTER] Starting predict_future for WSC
[2025-12-19T20:35:02.814475] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2025-12-19T20:35:02.814530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:02.814564] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:02.814615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:02.814679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:02.877971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:02.878991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:02.879077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:02.879110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:03.008039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:03.008215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:03.008255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:03.008285] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:03.011737] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: UP (p=81.57%)
[2025-12-19T20:35:03.012044] [INFO ] [FORECASTER] Completed predict_future for WSC
[2025-12-19T20:35:03.012174] [INFO ] [sig       ] WSC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:03.151973] [INFO ] [LOCAL     ] Saved forecast: WSC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WSC.txt
[2025-12-19T20:35:03.152170] [INFO ] [sig       ] [3493/3561] Completed WSC in 0.4s | 2.91 sym/s | Total: 20.0m | ETA: 23.3s
[2025-12-19T20:35:03.152221] [INFO ] [sig       ] [3494/3561] Forecasting WSFS...
[2025-12-19T20:35:03.152254] [INFO ] [sig       ] Generating forecast for: WSFS
[2025-12-19T20:35:03.152287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2025-12-19T20:35:03.163981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2025-12-19T20:35:03.164400] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2025-12-19T20:35:03.165286] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2025-12-19T20:35:03.165357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:03.165392] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:03.165420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:03.165478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:03.226390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:03.227330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:03.227446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:03.227481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:03.348250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:03.348430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:03.348487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:03.348533] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:03.352306] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: UP (p=89.09%)
[2025-12-19T20:35:03.352635] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2025-12-19T20:35:03.352772] [INFO ] [sig       ] WSFS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:03.503678] [INFO ] [LOCAL     ] Saved forecast: WSFS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WSFS.txt
[2025-12-19T20:35:03.503829] [INFO ] [sig       ] [3494/3561] Completed WSFS in 0.4s | 2.91 sym/s | Total: 20.0m | ETA: 23.0s
[2025-12-19T20:35:03.503870] [INFO ] [sig       ] [3495/3561] Forecasting WSM...
[2025-12-19T20:35:03.503901] [INFO ] [sig       ] Generating forecast for: WSM
[2025-12-19T20:35:03.503933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-12-19T20:35:03.515419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2025-12-19T20:35:03.515806] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-12-19T20:35:03.516596] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-12-19T20:35:03.516650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:03.516683] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:03.516710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:03.516767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:03.572220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:03.573049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:03.573131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:03.573165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:03.691070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:03.691226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:03.691269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:03.691297] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:03.694625] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: UP (p=53.48%)
[2025-12-19T20:35:03.694908] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-12-19T20:35:03.695032] [INFO ] [sig       ] WSM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:03.830743] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WSM.txt
[2025-12-19T20:35:03.830883] [INFO ] [sig       ] [3495/3561] Completed WSM in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 22.6s
[2025-12-19T20:35:03.830922] [INFO ] [sig       ] [3496/3561] Forecasting WSO...
[2025-12-19T20:35:03.830952] [INFO ] [sig       ] Generating forecast for: WSO
[2025-12-19T20:35:03.830982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-12-19T20:35:03.842653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2025-12-19T20:35:03.843014] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-12-19T20:35:03.843788] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-12-19T20:35:03.843839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:03.843871] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:03.843897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:03.843951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:03.898391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:03.899093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:03.899173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:03.899205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:04.021689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:04.021859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:04.021910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:04.021941] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:04.025435] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: UP (p=86.56%)
[2025-12-19T20:35:04.025738] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-12-19T20:35:04.025864] [INFO ] [sig       ] WSO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:04.162529] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WSO.txt
[2025-12-19T20:35:04.162691] [INFO ] [sig       ] [3496/3561] Completed WSO in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 22.3s
[2025-12-19T20:35:04.162734] [INFO ] [sig       ] [3497/3561] Forecasting WTBA...
[2025-12-19T20:35:04.162763] [INFO ] [sig       ] Generating forecast for: WTBA
[2025-12-19T20:35:04.162792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2025-12-19T20:35:04.174170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2025-12-19T20:35:04.174542] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2025-12-19T20:35:04.175313] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2025-12-19T20:35:04.175364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:04.175425] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:04.175453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:04.175514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:04.230376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:04.231130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:04.231217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:04.231250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:04.348406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:04.348563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:04.348620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:04.348649] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:04.351998] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: DOWN (p=16.53%)
[2025-12-19T20:35:04.352268] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2025-12-19T20:35:04.352387] [INFO ] [sig       ] WTBA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:04.491889] [INFO ] [LOCAL     ] Saved forecast: WTBA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WTBA.txt
[2025-12-19T20:35:04.492037] [INFO ] [sig       ] [3497/3561] Completed WTBA in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 22.0s
[2025-12-19T20:35:04.492085] [INFO ] [sig       ] [3498/3561] Forecasting WTFC...
[2025-12-19T20:35:04.492116] [INFO ] [sig       ] Generating forecast for: WTFC
[2025-12-19T20:35:04.492149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2025-12-19T20:35:04.505823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2025-12-19T20:35:04.506293] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2025-12-19T20:35:04.507214] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2025-12-19T20:35:04.507268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:04.507301] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:04.507329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:04.507385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:04.563914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:04.564856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:04.564947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:04.564980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:04.690241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:04.690399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:04.690440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:04.690468] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:04.693911] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: UP (p=97.19%)
[2025-12-19T20:35:04.694185] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2025-12-19T20:35:04.694312] [INFO ] [sig       ] WTFC: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:04.837468] [INFO ] [LOCAL     ] Saved forecast: WTFC	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WTFC.txt
[2025-12-19T20:35:04.837646] [INFO ] [sig       ] [3498/3561] Completed WTFC in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 21.6s
[2025-12-19T20:35:04.837690] [INFO ] [sig       ] [3499/3561] Forecasting WTI...
[2025-12-19T20:35:04.837721] [INFO ] [sig       ] Generating forecast for: WTI
[2025-12-19T20:35:04.837751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-12-19T20:35:04.849791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2025-12-19T20:35:04.850199] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-12-19T20:35:04.851050] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-12-19T20:35:04.851110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:04.851145] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:04.851172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:04.851229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:04.909820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:04.910714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:04.910800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:04.910832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:05.026473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:05.026659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:05.026700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:05.026727] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:05.030077] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-19T20:35:05.030376] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-12-19T20:35:05.030497] [INFO ] [sig       ] WTI: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:05.168045] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WTI.txt
[2025-12-19T20:35:05.168176] [INFO ] [sig       ] [3499/3561] Completed WTI in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 21.3s
[2025-12-19T20:35:05.168215] [INFO ] [sig       ] [3500/3561] Forecasting WTRG...
[2025-12-19T20:35:05.168245] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-12-19T20:35:05.168275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-12-19T20:35:05.180357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2025-12-19T20:35:05.180807] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-12-19T20:35:05.181649] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-12-19T20:35:05.181704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:05.181736] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:05.181763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:05.181819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:05.240346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:05.241266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:05.241356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:05.241388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:05.360827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:05.361011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:05.361053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:05.361120] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:05.364725] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=53.07%)
[2025-12-19T20:35:05.365050] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-12-19T20:35:05.365195] [INFO ] [sig       ] WTRG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:05.508758] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WTRG.txt
[2025-12-19T20:35:05.508951] [INFO ] [sig       ] [3500/3561] Completed WTRG in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 20.9s
[2025-12-19T20:35:05.509019] [INFO ] [sig       ] [3501/3561] Forecasting WTS...
[2025-12-19T20:35:05.509059] [INFO ] [sig       ] Generating forecast for: WTS
[2025-12-19T20:35:05.509092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-12-19T20:35:05.521090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2025-12-19T20:35:05.521509] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-12-19T20:35:05.522335] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-12-19T20:35:05.522388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:05.522422] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:05.522450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:05.522507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:05.584146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:05.585042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:05.585131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:05.585165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:05.703752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:05.703927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:05.703986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:05.704016] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:05.707360] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=15.46%)
[2025-12-19T20:35:05.707687] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-12-19T20:35:05.707811] [INFO ] [sig       ] WTS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:05.843409] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WTS.txt
[2025-12-19T20:35:05.843554] [INFO ] [sig       ] [3501/3561] Completed WTS in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 20.6s
[2025-12-19T20:35:05.843612] [INFO ] [sig       ] [3502/3561] Forecasting WULF...
[2025-12-19T20:35:05.843642] [INFO ] [sig       ] Generating forecast for: WULF
[2025-12-19T20:35:05.843671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2025-12-19T20:35:05.855692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2025-12-19T20:35:05.856079] [INFO ] [FORECASTER] Starting predict_future for WULF
[2025-12-19T20:35:05.856874] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2025-12-19T20:35:05.856926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:05.856959] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:05.856987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:05.857045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:05.912063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:05.912665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:05.912742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:05.912773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:06.029435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:06.029607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:06.029646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:06.029675] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:06.032956] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: UP (p=94.58%)
[2025-12-19T20:35:06.033226] [INFO ] [FORECASTER] Completed predict_future for WULF
[2025-12-19T20:35:06.033346] [INFO ] [sig       ] WULF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:06.168860] [INFO ] [LOCAL     ] Saved forecast: WULF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/WULF.txt
[2025-12-19T20:35:06.168974] [INFO ] [sig       ] [3502/3561] Completed WULF in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 20.2s
[2025-12-19T20:35:06.169012] [INFO ] [sig       ] [3503/3561] Forecasting WVE...
[2025-12-19T20:35:06.169041] [INFO ] [sig       ] Generating forecast for: WVE
[2025-12-19T20:35:06.169071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2025-12-19T20:35:06.180186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2025-12-19T20:35:06.180496] [INFO ] [FORECASTER] Starting predict_future for WVE
[2025-12-19T20:35:06.181248] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2025-12-19T20:35:06.181299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:06.181330] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:06.181356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:06.181412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:06.236822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:06.237422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:06.237498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:06.237530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:06.357754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:06.357871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:06.357906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:06.357934] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:06.361107] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: DOWN (p=18.74%)
[2025-12-19T20:35:06.361367] [INFO ] [FORECASTER] Completed predict_future for WVE
[2025-12-19T20:35:06.361484] [INFO ] [sig       ] WVE: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:06.497949] [INFO ] [LOCAL     ] Saved forecast: WVE	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WVE.txt
[2025-12-19T20:35:06.498067] [INFO ] [sig       ] [3503/3561] Completed WVE in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 19.9s
[2025-12-19T20:35:06.498105] [INFO ] [sig       ] [3504/3561] Forecasting WWD...
[2025-12-19T20:35:06.498134] [INFO ] [sig       ] Generating forecast for: WWD
[2025-12-19T20:35:06.498164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2025-12-19T20:35:06.508863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2025-12-19T20:35:06.509180] [INFO ] [FORECASTER] Starting predict_future for WWD
[2025-12-19T20:35:06.509974] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2025-12-19T20:35:06.510025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:06.510056] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:06.510083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:06.510138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:06.565492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:06.566086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:06.566160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:06.566192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:06.685171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:06.685281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:06.685317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:06.685345] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:06.688465] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: DOWN (p=20.44%)
[2025-12-19T20:35:06.688760] [INFO ] [FORECASTER] Completed predict_future for WWD
[2025-12-19T20:35:06.688882] [INFO ] [sig       ] WWD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:06.825343] [INFO ] [LOCAL     ] Saved forecast: WWD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WWD.txt
[2025-12-19T20:35:06.825445] [INFO ] [sig       ] [3504/3561] Completed WWD in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 19.6s
[2025-12-19T20:35:06.825482] [INFO ] [sig       ] [3505/3561] Forecasting WY...
[2025-12-19T20:35:06.825511] [INFO ] [sig       ] Generating forecast for: WY
[2025-12-19T20:35:06.825539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-12-19T20:35:06.836564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2025-12-19T20:35:06.836900] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-12-19T20:35:06.837663] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-12-19T20:35:06.837714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:06.837761] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:06.837789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:06.837845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:06.893596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:06.894180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:06.894256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:06.894287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:07.005624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:07.005760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:07.005803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:07.005837] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:07.009041] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-12-19T20:35:07.009303] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-12-19T20:35:07.009419] [INFO ] [sig       ] WY: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:07.150825] [INFO ] [LOCAL     ] Saved forecast: WY	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WY.txt
[2025-12-19T20:35:07.150955] [INFO ] [sig       ] [3505/3561] Completed WY in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 19.2s
[2025-12-19T20:35:07.150994] [INFO ] [sig       ] [3506/3561] Forecasting WYNN...
[2025-12-19T20:35:07.151024] [INFO ] [sig       ] Generating forecast for: WYNN
[2025-12-19T20:35:07.151053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2025-12-19T20:35:07.162486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2025-12-19T20:35:07.162820] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2025-12-19T20:35:07.163557] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2025-12-19T20:35:07.163630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:07.163662] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:07.163688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:07.163749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:07.218929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:07.219495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:07.219569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:07.219620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:07.339354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:07.339470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:07.339505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:07.339532] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:07.342722] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: DOWN (p=7.12%)
[2025-12-19T20:35:07.342979] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2025-12-19T20:35:07.343096] [INFO ] [sig       ] WYNN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:07.479947] [INFO ] [LOCAL     ] Saved forecast: WYNN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/WYNN.txt
[2025-12-19T20:35:07.480057] [INFO ] [sig       ] [3506/3561] Completed WYNN in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 18.9s
[2025-12-19T20:35:07.480093] [INFO ] [sig       ] [3507/3561] Forecasting XBIL...
[2025-12-19T20:35:07.480122] [INFO ] [sig       ] Generating forecast for: XBIL
[2025-12-19T20:35:07.480153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2025-12-19T20:35:07.491185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2025-12-19T20:35:07.491501] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2025-12-19T20:35:07.492278] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2025-12-19T20:35:07.492329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:07.492360] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:07.492388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:07.492444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:07.548122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:07.548721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:07.548821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:07.548853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:07.651183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:07.651338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:07.651376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:07.651405] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:07.654706] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=95.50%)
[2025-12-19T20:35:07.655000] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2025-12-19T20:35:07.655117] [INFO ] [sig       ] XBIL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:07.792163] [INFO ] [LOCAL     ] Saved forecast: XBIL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/XBIL.txt
[2025-12-19T20:35:07.792269] [INFO ] [sig       ] [3507/3561] Completed XBIL in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 18.5s
[2025-12-19T20:35:07.792306] [INFO ] [sig       ] [3508/3561] Forecasting XEL...
[2025-12-19T20:35:07.792336] [INFO ] [sig       ] Generating forecast for: XEL
[2025-12-19T20:35:07.792366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2025-12-19T20:35:07.803511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2025-12-19T20:35:07.803847] [INFO ] [FORECASTER] Starting predict_future for XEL
[2025-12-19T20:35:07.804623] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2025-12-19T20:35:07.804675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:07.804708] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:07.804737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:07.804795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:07.861329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:07.861923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:07.861998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:07.862030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:07.980332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:07.980463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:07.980500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:07.980529] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:07.983961] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: UP (p=67.97%)
[2025-12-19T20:35:07.984225] [INFO ] [FORECASTER] Completed predict_future for XEL
[2025-12-19T20:35:07.984343] [INFO ] [sig       ] XEL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:08.120225] [INFO ] [LOCAL     ] Saved forecast: XEL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/XEL.txt
[2025-12-19T20:35:08.120329] [INFO ] [sig       ] [3508/3561] Completed XEL in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 18.2s
[2025-12-19T20:35:08.120365] [INFO ] [sig       ] [3509/3561] Forecasting XENE...
[2025-12-19T20:35:08.120402] [INFO ] [sig       ] Generating forecast for: XENE
[2025-12-19T20:35:08.120434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2025-12-19T20:35:08.131607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2025-12-19T20:35:08.131922] [INFO ] [FORECASTER] Starting predict_future for XENE
[2025-12-19T20:35:08.132684] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2025-12-19T20:35:08.132734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:08.132766] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:08.132792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:08.132848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:08.187725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:08.188292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:08.188369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:08.188400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:08.305356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:08.305526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:08.305566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:08.305613] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:08.309153] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: UP (p=66.60%)
[2025-12-19T20:35:08.309457] [INFO ] [FORECASTER] Completed predict_future for XENE
[2025-12-19T20:35:08.309604] [INFO ] [sig       ] XENE: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:08.449514] [INFO ] [LOCAL     ] Saved forecast: XENE	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/XENE.txt
[2025-12-19T20:35:08.449682] [INFO ] [sig       ] [3509/3561] Completed XENE in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 17.8s
[2025-12-19T20:35:08.449731] [INFO ] [sig       ] [3510/3561] Forecasting XERS...
[2025-12-19T20:35:08.449767] [INFO ] [sig       ] Generating forecast for: XERS
[2025-12-19T20:35:08.449804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2025-12-19T20:35:08.462699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2025-12-19T20:35:08.463117] [INFO ] [FORECASTER] Starting predict_future for XERS
[2025-12-19T20:35:08.463992] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2025-12-19T20:35:08.464044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:08.464077] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:08.464103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:08.464159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:08.520237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:08.521235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:08.521320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:08.521353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:08.638094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:08.638264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:08.638302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:08.638330] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:08.641857] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: DOWN (p=24.14%)
[2025-12-19T20:35:08.642151] [INFO ] [FORECASTER] Completed predict_future for XERS
[2025-12-19T20:35:08.642294] [INFO ] [sig       ] XERS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:08.780752] [INFO ] [LOCAL     ] Saved forecast: XERS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/XERS.txt
[2025-12-19T20:35:08.780949] [INFO ] [sig       ] [3510/3561] Completed XERS in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 17.5s
[2025-12-19T20:35:08.780990] [INFO ] [sig       ] [3511/3561] Forecasting XGN...
[2025-12-19T20:35:08.781019] [INFO ] [sig       ] Generating forecast for: XGN
[2025-12-19T20:35:08.781050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2025-12-19T20:35:08.793343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2025-12-19T20:35:08.793717] [INFO ] [FORECASTER] Starting predict_future for XGN
[2025-12-19T20:35:08.794471] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2025-12-19T20:35:08.794522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:08.794553] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:08.794602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:08.794661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:08.849834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:08.850432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:08.850509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:08.850540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:08.967546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:08.967715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:08.967754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:08.967782] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:08.971125] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: DOWN (p=24.16%)
[2025-12-19T20:35:08.971392] [INFO ] [FORECASTER] Completed predict_future for XGN
[2025-12-19T20:35:08.971510] [INFO ] [sig       ] XGN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:09.107909] [INFO ] [LOCAL     ] Saved forecast: XGN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/XGN.txt
[2025-12-19T20:35:09.108030] [INFO ] [sig       ] [3511/3561] Completed XGN in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 17.2s
[2025-12-19T20:35:09.108067] [INFO ] [sig       ] [3512/3561] Forecasting XOM...
[2025-12-19T20:35:09.108096] [INFO ] [sig       ] Generating forecast for: XOM
[2025-12-19T20:35:09.108126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-12-19T20:35:09.120137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2025-12-19T20:35:09.120484] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-12-19T20:35:09.121325] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-12-19T20:35:09.121378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:09.121420] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:09.121459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:09.121535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:09.182743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:09.183424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:09.183504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:09.183536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:09.312884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:09.313050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:09.313096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:09.313149] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:09.316833] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: UP (p=97.93%)
[2025-12-19T20:35:09.317157] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-12-19T20:35:09.317289] [INFO ] [sig       ] XOM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:09.467232] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/XOM.txt
[2025-12-19T20:35:09.467385] [INFO ] [sig       ] [3512/3561] Completed XOM in 0.4s | 2.91 sym/s | Total: 20.1m | ETA: 16.8s
[2025-12-19T20:35:09.467424] [INFO ] [sig       ] [3513/3561] Forecasting XOMA...
[2025-12-19T20:35:09.467453] [INFO ] [sig       ] Generating forecast for: XOMA
[2025-12-19T20:35:09.467485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2025-12-19T20:35:09.478772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2025-12-19T20:35:09.479118] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2025-12-19T20:35:09.479924] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2025-12-19T20:35:09.479975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:09.480007] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:09.480034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:09.480090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:09.535637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:09.536273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:09.536355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:09.536387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:09.652405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:09.652556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:09.652611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:09.652642] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:09.655952] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: DOWN (p=23.30%)
[2025-12-19T20:35:09.656218] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2025-12-19T20:35:09.656337] [INFO ] [sig       ] XOMA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:09.793249] [INFO ] [LOCAL     ] Saved forecast: XOMA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/XOMA.txt
[2025-12-19T20:35:09.793373] [INFO ] [sig       ] [3513/3561] Completed XOMA in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 16.5s
[2025-12-19T20:35:09.793411] [INFO ] [sig       ] [3514/3561] Forecasting XOS...
[2025-12-19T20:35:09.793440] [INFO ] [sig       ] Generating forecast for: XOS
[2025-12-19T20:35:09.793470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2025-12-19T20:35:09.805397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2025-12-19T20:35:09.805842] [INFO ] [FORECASTER] Starting predict_future for XOS
[2025-12-19T20:35:09.806653] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2025-12-19T20:35:09.806704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:09.806763] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:09.806792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:09.806849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:09.862096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:09.862807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:09.862888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:09.862938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:09.985834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:09.986005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:09.986050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:09.986079] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:09.989905] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: DOWN (p=31.16%)
[2025-12-19T20:35:09.990231] [INFO ] [FORECASTER] Completed predict_future for XOS
[2025-12-19T20:35:09.990384] [INFO ] [sig       ] XOS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:10.147822] [INFO ] [LOCAL     ] Saved forecast: XOS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/XOS.txt
[2025-12-19T20:35:10.148016] [INFO ] [sig       ] [3514/3561] Completed XOS in 0.4s | 2.91 sym/s | Total: 20.1m | ETA: 16.1s
[2025-12-19T20:35:10.148081] [INFO ] [sig       ] [3515/3561] Forecasting XP...
[2025-12-19T20:35:10.148130] [INFO ] [sig       ] Generating forecast for: XP
[2025-12-19T20:35:10.148180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2025-12-19T20:35:10.163345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2025-12-19T20:35:10.163768] [INFO ] [FORECASTER] Starting predict_future for XP
[2025-12-19T20:35:10.164669] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2025-12-19T20:35:10.164735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:10.164785] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:10.164829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:10.164915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:10.224252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:10.225072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:10.225155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:10.225188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:10.348725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:10.348882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:10.348921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:10.348950] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:10.352309] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: UP (p=74.02%)
[2025-12-19T20:35:10.352600] [INFO ] [FORECASTER] Completed predict_future for XP
[2025-12-19T20:35:10.352724] [INFO ] [sig       ] XP: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:10.489500] [INFO ] [LOCAL     ] Saved forecast: XP	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/XP.txt
[2025-12-19T20:35:10.489649] [INFO ] [sig       ] [3515/3561] Completed XP in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 15.8s
[2025-12-19T20:35:10.489690] [INFO ] [sig       ] [3516/3561] Forecasting XPEL...
[2025-12-19T20:35:10.489720] [INFO ] [sig       ] Generating forecast for: XPEL
[2025-12-19T20:35:10.489754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2025-12-19T20:35:10.500801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2025-12-19T20:35:10.501132] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2025-12-19T20:35:10.501907] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2025-12-19T20:35:10.501959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:10.501990] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:10.502016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:10.502083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:10.557988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:10.558713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:10.558795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:10.558828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:10.679673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:10.679875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:10.679926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:10.679956] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:10.683843] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: DOWN (p=14.88%)
[2025-12-19T20:35:10.684165] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2025-12-19T20:35:10.684316] [INFO ] [sig       ] XPEL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:10.823974] [INFO ] [LOCAL     ] Saved forecast: XPEL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/XPEL.txt
[2025-12-19T20:35:10.824117] [INFO ] [sig       ] [3516/3561] Completed XPEL in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 15.4s
[2025-12-19T20:35:10.824155] [INFO ] [sig       ] [3517/3561] Forecasting XPO...
[2025-12-19T20:35:10.824185] [INFO ] [sig       ] Generating forecast for: XPO
[2025-12-19T20:35:10.824215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-12-19T20:35:10.835817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2025-12-19T20:35:10.836146] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-12-19T20:35:10.836918] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-12-19T20:35:10.836968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:10.836999] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:10.837025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:10.837081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:10.892774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:10.893605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:10.893688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:10.893721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:11.014787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:11.014951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:11.014989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:11.015053] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:11.018396] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=29.46%)
[2025-12-19T20:35:11.018701] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-12-19T20:35:11.018822] [INFO ] [sig       ] XPO: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:11.154872] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/XPO.txt
[2025-12-19T20:35:11.155007] [INFO ] [sig       ] [3517/3561] Completed XPO in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 15.1s
[2025-12-19T20:35:11.155045] [INFO ] [sig       ] [3518/3561] Forecasting XPOF...
[2025-12-19T20:35:11.155076] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-12-19T20:35:11.155107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-12-19T20:35:11.166562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2025-12-19T20:35:11.166936] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-12-19T20:35:11.167708] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-12-19T20:35:11.167771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:11.167804] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:11.167830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:11.167886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:11.223434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:11.224171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:11.224271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:11.224304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:11.346981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:11.347149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:11.347188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:11.347214] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:11.350639] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: UP (p=72.38%)
[2025-12-19T20:35:11.350946] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-12-19T20:35:11.351073] [INFO ] [sig       ] XPOF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:11.489143] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/XPOF.txt
[2025-12-19T20:35:11.489300] [INFO ] [sig       ] [3518/3561] Completed XPOF in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 14.8s
[2025-12-19T20:35:11.489340] [INFO ] [sig       ] [3519/3561] Forecasting XPRO...
[2025-12-19T20:35:11.489371] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-12-19T20:35:11.489401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-12-19T20:35:11.500651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2025-12-19T20:35:11.501038] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-12-19T20:35:11.501819] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-12-19T20:35:11.501870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:11.501901] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:11.501928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:11.501985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:11.557678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:11.558533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:11.558634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:11.558681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:11.678254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:11.678422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:11.678462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:11.678490] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:11.681891] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: UP (p=86.86%)
[2025-12-19T20:35:11.682180] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-12-19T20:35:11.682304] [INFO ] [sig       ] XPRO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:11.823324] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/XPRO.txt
[2025-12-19T20:35:11.823483] [INFO ] [sig       ] [3519/3561] Completed XPRO in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 14.4s
[2025-12-19T20:35:11.823522] [INFO ] [sig       ] [3520/3561] Forecasting XRAY...
[2025-12-19T20:35:11.823553] [INFO ] [sig       ] Generating forecast for: XRAY
[2025-12-19T20:35:11.823605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2025-12-19T20:35:11.836335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2025-12-19T20:35:11.836647] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2025-12-19T20:35:11.837399] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2025-12-19T20:35:11.837450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:11.837480] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:11.837507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:11.837562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:11.894364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:11.894969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:11.895045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:11.895076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:12.014305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:12.014475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:12.014513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:12.014541] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:12.017856] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: UP (p=88.71%)
[2025-12-19T20:35:12.018147] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2025-12-19T20:35:12.018265] [INFO ] [sig       ] XRAY: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:12.155440] [INFO ] [LOCAL     ] Saved forecast: XRAY	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/XRAY.txt
[2025-12-19T20:35:12.155543] [INFO ] [sig       ] [3520/3561] Completed XRAY in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 14.1s
[2025-12-19T20:35:12.155597] [INFO ] [sig       ] [3521/3561] Forecasting XRX...
[2025-12-19T20:35:12.155628] [INFO ] [sig       ] Generating forecast for: XRX
[2025-12-19T20:35:12.155659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2025-12-19T20:35:12.168181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2025-12-19T20:35:12.168626] [INFO ] [FORECASTER] Starting predict_future for XRX
[2025-12-19T20:35:12.169481] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2025-12-19T20:35:12.169534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:12.169593] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:12.169628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:12.169685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:12.228505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:12.229431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:12.229520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:12.229554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:12.357362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:12.357539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:12.357610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:12.357659] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:12.361459] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: UP (p=67.42%)
[2025-12-19T20:35:12.361802] [INFO ] [FORECASTER] Completed predict_future for XRX
[2025-12-19T20:35:12.361967] [INFO ] [sig       ] XRX: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:12.502092] [INFO ] [LOCAL     ] Saved forecast: XRX	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/XRX.txt
[2025-12-19T20:35:12.502269] [INFO ] [sig       ] [3521/3561] Completed XRX in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 13.7s
[2025-12-19T20:35:12.502309] [INFO ] [sig       ] [3522/3561] Forecasting XTIA...
[2025-12-19T20:35:12.502340] [INFO ] [sig       ] Generating forecast for: XTIA
[2025-12-19T20:35:12.502370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2025-12-19T20:35:12.514300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2025-12-19T20:35:12.514735] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2025-12-19T20:35:12.515515] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2025-12-19T20:35:12.515566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:12.515625] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:12.515652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:12.515709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:12.578308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:12.579497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:12.579650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:12.579705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:12.705691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:12.705859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:12.705900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:12.705927] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:12.709381] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: DOWN (p=12.92%)
[2025-12-19T20:35:12.709679] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2025-12-19T20:35:12.709810] [INFO ] [sig       ] XTIA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:12.849329] [INFO ] [LOCAL     ] Saved forecast: XTIA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/XTIA.txt
[2025-12-19T20:35:12.849467] [INFO ] [sig       ] [3522/3561] Completed XTIA in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 13.4s
[2025-12-19T20:35:12.849506] [INFO ] [sig       ] [3523/3561] Forecasting XTKG...
[2025-12-19T20:35:12.849537] [INFO ] [sig       ] Generating forecast for: XTKG
[2025-12-19T20:35:12.849566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTKG' from 'https://tdm.silogroup.org/data/derivative_storage/XTKG.csv'.
[2025-12-19T20:35:12.861432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTKG'.
[2025-12-19T20:35:12.861824] [INFO ] [FORECASTER] Starting predict_future for XTKG
[2025-12-19T20:35:12.862610] [DEBUG] [LOCAL     ] No optimal features file found for XTKG: ./output/feature-sets/XTKG.txt
[2025-12-19T20:35:12.862661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:12.862693] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:12.862719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:12.862774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:12.918231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:12.918885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:12.918986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:12.919018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:13.029196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:13.029353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:13.029392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:13.029419] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:13.032706] [DEBUG] [FORECASTER] XTKG: Forecast T+1@11:T+2@11: UP (p=80.11%)
[2025-12-19T20:35:13.032974] [INFO ] [FORECASTER] Completed predict_future for XTKG
[2025-12-19T20:35:13.033094] [INFO ] [sig       ] XTKG: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:13.169641] [INFO ] [LOCAL     ] Saved forecast: XTKG	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/XTKG.txt
[2025-12-19T20:35:13.169746] [INFO ] [sig       ] [3523/3561] Completed XTKG in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 13.0s
[2025-12-19T20:35:13.169784] [INFO ] [sig       ] [3524/3561] Forecasting XYF...
[2025-12-19T20:35:13.169820] [INFO ] [sig       ] Generating forecast for: XYF
[2025-12-19T20:35:13.169855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-12-19T20:35:13.181074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2025-12-19T20:35:13.181383] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-12-19T20:35:13.182142] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-12-19T20:35:13.182192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:13.182222] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:13.182249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:13.182303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:13.238751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:13.239324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:13.239427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:13.239459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:13.361070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:13.361204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:13.361240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:13.361268] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:13.365006] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=20.62%)
[2025-12-19T20:35:13.365291] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-12-19T20:35:13.365417] [INFO ] [sig       ] XYF: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:13.502966] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/XYF.txt
[2025-12-19T20:35:13.503075] [INFO ] [sig       ] [3524/3561] Completed XYF in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 12.7s
[2025-12-19T20:35:13.503111] [INFO ] [sig       ] [3525/3561] Forecasting XYL...
[2025-12-19T20:35:13.503140] [INFO ] [sig       ] Generating forecast for: XYL
[2025-12-19T20:35:13.503171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-12-19T20:35:13.515762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2025-12-19T20:35:13.516173] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-12-19T20:35:13.516973] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-12-19T20:35:13.517024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:13.517055] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:13.517081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:13.517136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:13.573896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:13.574759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:13.574849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:13.574880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:13.694777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:13.694967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:13.695008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:13.695036] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:13.698451] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=98.86%)
[2025-12-19T20:35:13.698783] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-12-19T20:35:13.698929] [INFO ] [sig       ] XYL: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:13.839062] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/XYL.txt
[2025-12-19T20:35:13.839217] [INFO ] [sig       ] [3525/3561] Completed XYL in 0.3s | 2.91 sym/s | Total: 20.2m | ETA: 12.4s
[2025-12-19T20:35:13.839256] [INFO ] [sig       ] [3526/3561] Forecasting YALA...
[2025-12-19T20:35:13.839286] [INFO ] [sig       ] Generating forecast for: YALA
[2025-12-19T20:35:13.839316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-12-19T20:35:13.850456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2025-12-19T20:35:13.850851] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-12-19T20:35:13.851643] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-12-19T20:35:13.851694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:13.851726] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:13.851752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:13.851808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:13.909056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:13.909899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:13.909986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:13.910020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:14.029875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:14.030039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:14.030077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:14.030105] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:14.033512] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: DOWN (p=12.76%)
[2025-12-19T20:35:14.033807] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-12-19T20:35:14.033932] [INFO ] [sig       ] YALA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:14.172178] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/YALA.txt
[2025-12-19T20:35:14.172321] [INFO ] [sig       ] [3526/3561] Completed YALA in 0.3s | 2.91 sym/s | Total: 20.2m | ETA: 12.0s
[2025-12-19T20:35:14.172359] [INFO ] [sig       ] [3527/3561] Forecasting YELP...
[2025-12-19T20:35:14.172389] [INFO ] [sig       ] Generating forecast for: YELP
[2025-12-19T20:35:14.172418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-12-19T20:35:14.183840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2025-12-19T20:35:14.184206] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-12-19T20:35:14.184962] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-12-19T20:35:14.185013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:14.185045] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:14.185071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:14.185126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:14.244489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:14.245385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:14.245490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:14.245522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:14.369044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:14.369196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:14.369234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:14.369262] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:14.372663] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: DOWN (p=34.46%)
[2025-12-19T20:35:14.372959] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-12-19T20:35:14.373084] [INFO ] [sig       ] YELP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:14.512473] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/YELP.txt
[2025-12-19T20:35:14.512670] [INFO ] [sig       ] [3527/3561] Completed YELP in 0.3s | 2.91 sym/s | Total: 20.2m | ETA: 11.7s
[2025-12-19T20:35:14.512713] [INFO ] [sig       ] [3528/3561] Forecasting YETI...
[2025-12-19T20:35:14.512744] [INFO ] [sig       ] Generating forecast for: YETI
[2025-12-19T20:35:14.512774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-12-19T20:35:14.524484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2025-12-19T20:35:14.524870] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-12-19T20:35:14.525641] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-12-19T20:35:14.525692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:14.525724] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:14.525751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:14.525806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:14.596400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:14.597385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:14.597477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:14.597512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:14.723111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:14.723268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:14.723307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:14.723336] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:14.726665] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: UP (p=69.57%)
[2025-12-19T20:35:14.726940] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-12-19T20:35:14.727067] [INFO ] [sig       ] YETI: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:14.864986] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/YETI.txt
[2025-12-19T20:35:14.865120] [INFO ] [sig       ] [3528/3561] Completed YETI in 0.4s | 2.91 sym/s | Total: 20.2m | ETA: 11.3s
[2025-12-19T20:35:14.865160] [INFO ] [sig       ] [3529/3561] Forecasting YMM...
[2025-12-19T20:35:14.865189] [INFO ] [sig       ] Generating forecast for: YMM
[2025-12-19T20:35:14.865220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-12-19T20:35:14.876424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2025-12-19T20:35:14.876753] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-12-19T20:35:14.877490] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-12-19T20:35:14.877552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:14.877605] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:14.877635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:14.877691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:14.937207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:14.938097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:14.938179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:14.938212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:15.054603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:15.054758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:15.054798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:15.054826] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:15.058167] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: UP (p=65.54%)
[2025-12-19T20:35:15.058439] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-12-19T20:35:15.058560] [INFO ] [sig       ] YMM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:15.196732] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/YMM.txt
[2025-12-19T20:35:15.196848] [INFO ] [sig       ] [3529/3561] Completed YMM in 0.3s | 2.91 sym/s | Total: 20.2m | ETA: 11.0s
[2025-12-19T20:35:15.196886] [INFO ] [sig       ] [3530/3561] Forecasting YPF...
[2025-12-19T20:35:15.196915] [INFO ] [sig       ] Generating forecast for: YPF
[2025-12-19T20:35:15.196945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-12-19T20:35:15.207952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2025-12-19T20:35:15.208263] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-12-19T20:35:15.209052] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-12-19T20:35:15.209103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:15.209135] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:15.209161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:15.209217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:15.265371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:15.265975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:15.266051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:15.266083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:15.388327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:15.388474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:15.388512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:15.388541] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:15.391903] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: UP (p=52.08%)
[2025-12-19T20:35:15.392171] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-12-19T20:35:15.392289] [INFO ] [sig       ] YPF: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:15.533234] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/YPF.txt
[2025-12-19T20:35:15.533368] [INFO ] [sig       ] [3530/3561] Completed YPF in 0.3s | 2.91 sym/s | Total: 20.2m | ETA: 10.6s
[2025-12-19T20:35:15.533405] [INFO ] [sig       ] [3531/3561] Forecasting YQQQ...
[2025-12-19T20:35:15.533435] [INFO ] [sig       ] Generating forecast for: YQQQ
[2025-12-19T20:35:15.533466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2025-12-19T20:35:15.544317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2025-12-19T20:35:15.544662] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2025-12-19T20:35:15.545395] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2025-12-19T20:35:15.545446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:15.545503] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:15.545532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:15.545606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:15.601673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:15.602318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:15.602396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:15.602436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:15.720401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:15.720556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:15.720611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:15.720640] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:15.723950] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: UP (p=68.76%)
[2025-12-19T20:35:15.724214] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2025-12-19T20:35:15.724333] [INFO ] [sig       ] YQQQ: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:15.864989] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/YQQQ.txt
[2025-12-19T20:35:15.865125] [INFO ] [sig       ] [3531/3561] Completed YQQQ in 0.3s | 2.91 sym/s | Total: 20.2m | ETA: 10.3s
[2025-12-19T20:35:15.865164] [INFO ] [sig       ] [3532/3561] Forecasting YRD...
[2025-12-19T20:35:15.865193] [INFO ] [sig       ] Generating forecast for: YRD
[2025-12-19T20:35:15.865224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-12-19T20:35:15.877056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2025-12-19T20:35:15.877430] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-12-19T20:35:15.878248] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-12-19T20:35:15.878299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:15.878330] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:15.878357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:15.878412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:15.933155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:15.933811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:15.933893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:15.933925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:16.052904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:16.053068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:16.053106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:16.053135] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:16.056480] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: DOWN (p=5.94%)
[2025-12-19T20:35:16.056767] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-12-19T20:35:16.056889] [INFO ] [sig       ] YRD: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:16.193837] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/YRD.txt
[2025-12-19T20:35:16.193977] [INFO ] [sig       ] [3532/3561] Completed YRD in 0.3s | 2.91 sym/s | Total: 20.2m | ETA: 9.9s
[2025-12-19T20:35:16.194023] [INFO ] [sig       ] [3533/3561] Forecasting YSG...
[2025-12-19T20:35:16.194053] [INFO ] [sig       ] Generating forecast for: YSG
[2025-12-19T20:35:16.194083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-12-19T20:35:16.204921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2025-12-19T20:35:16.205273] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-12-19T20:35:16.206046] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-12-19T20:35:16.206097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:16.206129] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:16.206156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:16.206211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:16.261321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:16.261971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:16.262049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:16.262080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:16.381254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:16.381406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:16.381444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:16.381472] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:16.384760] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: DOWN (p=18.45%)
[2025-12-19T20:35:16.385029] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-12-19T20:35:16.385148] [INFO ] [sig       ] YSG: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:16.524709] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/YSG.txt
[2025-12-19T20:35:16.524833] [INFO ] [sig       ] [3533/3561] Completed YSG in 0.3s | 2.91 sym/s | Total: 20.2m | ETA: 9.6s
[2025-12-19T20:35:16.524872] [INFO ] [sig       ] [3534/3561] Forecasting YTRA...
[2025-12-19T20:35:16.524900] [INFO ] [sig       ] Generating forecast for: YTRA
[2025-12-19T20:35:16.524929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2025-12-19T20:35:16.536216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2025-12-19T20:35:16.536551] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2025-12-19T20:35:16.537342] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2025-12-19T20:35:16.537395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:16.537428] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:16.537456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:16.537513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:16.594066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:16.594678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:16.594754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:16.594785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:16.710343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:16.710470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:16.710506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:16.710565] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:16.713833] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: UP (p=62.73%)
[2025-12-19T20:35:16.714096] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2025-12-19T20:35:16.714228] [INFO ] [sig       ] YTRA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:16.851946] [INFO ] [LOCAL     ] Saved forecast: YTRA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/YTRA.txt
[2025-12-19T20:35:16.852062] [INFO ] [sig       ] [3534/3561] Completed YTRA in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 9.3s
[2025-12-19T20:35:16.852099] [INFO ] [sig       ] [3535/3561] Forecasting YUM...
[2025-12-19T20:35:16.852128] [INFO ] [sig       ] Generating forecast for: YUM
[2025-12-19T20:35:16.852158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-12-19T20:35:16.864639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2025-12-19T20:35:16.865066] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-12-19T20:35:16.865869] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-12-19T20:35:16.865922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:16.865954] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:16.865981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:16.866036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:16.922617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:16.923492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:16.923607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:16.923642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:17.043178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:17.043355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:17.043395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:17.043423] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:17.047017] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: UP (p=90.52%)
[2025-12-19T20:35:17.047340] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-12-19T20:35:17.047472] [INFO ] [sig       ] YUM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:17.197343] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/YUM.txt
[2025-12-19T20:35:17.197512] [INFO ] [sig       ] [3535/3561] Completed YUM in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 8.9s
[2025-12-19T20:35:17.197551] [INFO ] [sig       ] [3536/3561] Forecasting YUMC...
[2025-12-19T20:35:17.197602] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-12-19T20:35:17.197636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-12-19T20:35:17.209354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2025-12-19T20:35:17.209727] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-12-19T20:35:17.210472] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-12-19T20:35:17.210523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:17.210554] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:17.210599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:17.210658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:17.266047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:17.266805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:17.266887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:17.266919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:17.382845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:17.382984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:17.383038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:17.383068] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:17.386301] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: DOWN (p=6.10%)
[2025-12-19T20:35:17.386567] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-12-19T20:35:17.386704] [INFO ] [sig       ] YUMC: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:17.579760] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/YUMC.txt
[2025-12-19T20:35:17.579894] [INFO ] [sig       ] [3536/3561] Completed YUMC in 0.4s | 2.91 sym/s | Total: 20.2m | ETA: 8.6s
[2025-12-19T20:35:17.579941] [INFO ] [sig       ] [3537/3561] Forecasting Z...
[2025-12-19T20:35:17.579977] [INFO ] [sig       ] Generating forecast for: Z
[2025-12-19T20:35:17.580014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2025-12-19T20:35:17.591211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2025-12-19T20:35:17.591531] [INFO ] [FORECASTER] Starting predict_future for Z
[2025-12-19T20:35:17.592299] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2025-12-19T20:35:17.592350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:17.592381] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:17.592408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:17.592464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:17.648355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:17.648990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:17.649068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:17.649100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:17.769003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:17.769145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:17.769182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:17.769210] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:17.772660] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: DOWN (p=9.74%)
[2025-12-19T20:35:17.772963] [INFO ] [FORECASTER] Completed predict_future for Z
[2025-12-19T20:35:17.773097] [INFO ] [sig       ] Z: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:17.910755] [INFO ] [LOCAL     ] Saved forecast: Z	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/Z.txt
[2025-12-19T20:35:17.910890] [INFO ] [sig       ] [3537/3561] Completed Z in 0.3s | 2.91 sym/s | Total: 20.2m | ETA: 8.2s
[2025-12-19T20:35:17.910929] [INFO ] [sig       ] [3538/3561] Forecasting ZBH...
[2025-12-19T20:35:17.910958] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-12-19T20:35:17.910987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-12-19T20:35:17.921755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2025-12-19T20:35:17.922084] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-12-19T20:35:17.922839] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-12-19T20:35:17.922889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:17.922921] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:17.922948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:17.923007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:17.977773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:17.978349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:17.978438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:17.978470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:18.097048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:18.097183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:18.097221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:18.097250] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:18.100512] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: UP (p=98.61%)
[2025-12-19T20:35:18.100795] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-12-19T20:35:18.100914] [INFO ] [sig       ] ZBH: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:18.238189] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ZBH.txt
[2025-12-19T20:35:18.238308] [INFO ] [sig       ] [3538/3561] Completed ZBH in 0.3s | 2.91 sym/s | Total: 20.2m | ETA: 7.9s
[2025-12-19T20:35:18.238346] [INFO ] [sig       ] [3539/3561] Forecasting ZBIO...
[2025-12-19T20:35:18.238376] [INFO ] [sig       ] Generating forecast for: ZBIO
[2025-12-19T20:35:18.238406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2025-12-19T20:35:18.249160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2025-12-19T20:35:18.249488] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2025-12-19T20:35:18.250274] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2025-12-19T20:35:18.250325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:18.250356] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:18.250383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:18.250438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:18.306253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:18.306934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:18.307015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:18.307050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:18.426207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:18.426336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:18.426373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:18.426401] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:18.429694] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2025-12-19T20:35:18.429975] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2025-12-19T20:35:18.430115] [INFO ] [sig       ] ZBIO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:18.567480] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ZBIO.txt
[2025-12-19T20:35:18.567621] [INFO ] [sig       ] [3539/3561] Completed ZBIO in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 7.5s
[2025-12-19T20:35:18.567663] [INFO ] [sig       ] [3540/3561] Forecasting ZBRA...
[2025-12-19T20:35:18.567692] [INFO ] [sig       ] Generating forecast for: ZBRA
[2025-12-19T20:35:18.567722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2025-12-19T20:35:18.579896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2025-12-19T20:35:18.580335] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2025-12-19T20:35:18.581166] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2025-12-19T20:35:18.581218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:18.581249] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:18.581288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:18.581346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:18.638878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:18.639734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:18.639818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:18.639851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:18.757009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:18.757172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:18.757210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:18.757237] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:18.760629] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: DOWN (p=45.16%)
[2025-12-19T20:35:18.760911] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2025-12-19T20:35:18.761033] [INFO ] [sig       ] ZBRA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:18.897875] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ZBRA.txt
[2025-12-19T20:35:18.898006] [INFO ] [sig       ] [3540/3561] Completed ZBRA in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 7.2s
[2025-12-19T20:35:18.898045] [INFO ] [sig       ] [3541/3561] Forecasting ZD...
[2025-12-19T20:35:18.898074] [INFO ] [sig       ] Generating forecast for: ZD
[2025-12-19T20:35:18.898104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2025-12-19T20:35:18.909846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2025-12-19T20:35:18.910262] [INFO ] [FORECASTER] Starting predict_future for ZD
[2025-12-19T20:35:18.911056] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2025-12-19T20:35:18.911117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:18.911148] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:18.911175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:18.911231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:18.967536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:18.968338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:18.968451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:18.968484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:19.088265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:19.088427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:19.088466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:19.088494] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:19.091870] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: UP (p=99.52%)
[2025-12-19T20:35:19.092144] [INFO ] [FORECASTER] Completed predict_future for ZD
[2025-12-19T20:35:19.092267] [INFO ] [sig       ] ZD: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:19.231649] [INFO ] [LOCAL     ] Saved forecast: ZD	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ZD.txt
[2025-12-19T20:35:19.231786] [INFO ] [sig       ] [3541/3561] Completed ZD in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 6.9s
[2025-12-19T20:35:19.231824] [INFO ] [sig       ] [3542/3561] Forecasting ZEPP...
[2025-12-19T20:35:19.231855] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-12-19T20:35:19.231885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-12-19T20:35:19.244151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2025-12-19T20:35:19.244600] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-12-19T20:35:19.245418] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-12-19T20:35:19.245472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:19.245505] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:19.245533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:19.245608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:19.305818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:19.306773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:19.306860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:19.306893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:19.428847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:19.429018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:19.429062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:19.429095] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:19.432700] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=4.70%)
[2025-12-19T20:35:19.432987] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-12-19T20:35:19.433148] [INFO ] [sig       ] ZEPP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:19.571674] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ZEPP.txt
[2025-12-19T20:35:19.571803] [INFO ] [sig       ] [3542/3561] Completed ZEPP in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 6.5s
[2025-12-19T20:35:19.571843] [INFO ] [sig       ] [3543/3561] Forecasting ZETA...
[2025-12-19T20:35:19.571873] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-12-19T20:35:19.571902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-12-19T20:35:19.583061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2025-12-19T20:35:19.583418] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-12-19T20:35:19.584184] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-12-19T20:35:19.584237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:19.584269] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:19.584294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:19.584348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:19.639541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:19.640235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:19.640317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:19.640348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:19.762994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:19.763144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:19.763181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:19.763209] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:19.766546] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: UP (p=94.29%)
[2025-12-19T20:35:19.766832] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-12-19T20:35:19.766951] [INFO ] [sig       ] ZETA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:19.903052] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ZETA.txt
[2025-12-19T20:35:19.903186] [INFO ] [sig       ] [3543/3561] Completed ZETA in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 6.2s
[2025-12-19T20:35:19.903226] [INFO ] [sig       ] [3544/3561] Forecasting ZEUS...
[2025-12-19T20:35:19.903254] [INFO ] [sig       ] Generating forecast for: ZEUS
[2025-12-19T20:35:19.903290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2025-12-19T20:35:19.914373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2025-12-19T20:35:19.914746] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2025-12-19T20:35:19.915491] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2025-12-19T20:35:19.915542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:19.915592] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:19.915622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:19.915678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:19.970894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:19.971566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:19.971662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:19.971694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:20.090586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:20.090751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:20.090792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:20.090823] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:20.094217] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: DOWN (p=39.48%)
[2025-12-19T20:35:20.094490] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2025-12-19T20:35:20.094637] [INFO ] [sig       ] ZEUS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:20.231970] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ZEUS.txt
[2025-12-19T20:35:20.232157] [INFO ] [sig       ] [3544/3561] Completed ZEUS in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 5.8s
[2025-12-19T20:35:20.232197] [INFO ] [sig       ] [3545/3561] Forecasting ZGN...
[2025-12-19T20:35:20.232226] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-12-19T20:35:20.232256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-12-19T20:35:20.243317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2025-12-19T20:35:20.243694] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-12-19T20:35:20.244443] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-12-19T20:35:20.244495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:20.244527] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:20.244554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:20.244630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:20.299517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:20.300169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:20.300247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:20.300278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:20.420533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:20.420706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:20.420751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:20.420781] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:20.424223] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=10.58%)
[2025-12-19T20:35:20.424497] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-12-19T20:35:20.424642] [INFO ] [sig       ] ZGN: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:20.562858] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ZGN.txt
[2025-12-19T20:35:20.563005] [INFO ] [sig       ] [3545/3561] Completed ZGN in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 5.5s
[2025-12-19T20:35:20.563047] [INFO ] [sig       ] [3546/3561] Forecasting ZH...
[2025-12-19T20:35:20.563076] [INFO ] [sig       ] Generating forecast for: ZH
[2025-12-19T20:35:20.563113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-12-19T20:35:20.574525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2025-12-19T20:35:20.574901] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-12-19T20:35:20.575712] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-12-19T20:35:20.575764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:20.575796] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:20.575823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:20.575879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:20.634077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:20.634805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:20.634889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:20.634924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:20.756705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:20.756854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:20.756894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:20.756930] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:20.763530] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: DOWN (p=37.26%)
[2025-12-19T20:35:20.763863] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-12-19T20:35:20.763997] [INFO ] [sig       ] ZH: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:20.902717] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ZH.txt
[2025-12-19T20:35:20.902849] [INFO ] [sig       ] [3546/3561] Completed ZH in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 5.1s
[2025-12-19T20:35:20.902889] [INFO ] [sig       ] [3547/3561] Forecasting ZIM...
[2025-12-19T20:35:20.902918] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-12-19T20:35:20.902947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-12-19T20:35:20.914586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2025-12-19T20:35:20.914950] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-12-19T20:35:20.915731] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-12-19T20:35:20.915781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:20.915813] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:20.915839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:20.915894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:20.970716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:20.971382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:20.971459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:20.971491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:21.089732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:21.089885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:21.089923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:21.089952] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:21.093349] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=5.27%)
[2025-12-19T20:35:21.093635] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-12-19T20:35:21.093759] [INFO ] [sig       ] ZIM: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:21.233686] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ZIM.txt
[2025-12-19T20:35:21.233828] [INFO ] [sig       ] [3547/3561] Completed ZIM in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 4.8s
[2025-12-19T20:35:21.233868] [INFO ] [sig       ] [3548/3561] Forecasting ZION...
[2025-12-19T20:35:21.233899] [INFO ] [sig       ] Generating forecast for: ZION
[2025-12-19T20:35:21.233931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2025-12-19T20:35:21.245640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2025-12-19T20:35:21.246025] [INFO ] [FORECASTER] Starting predict_future for ZION
[2025-12-19T20:35:21.246818] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2025-12-19T20:35:21.246871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:21.246929] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:21.246958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:21.247016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:21.306303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:21.307117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:21.307215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:21.307257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:21.439059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:21.439223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:21.439261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:21.439290] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:21.442828] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: UP (p=58.04%)
[2025-12-19T20:35:21.443113] [INFO ] [FORECASTER] Completed predict_future for ZION
[2025-12-19T20:35:21.443246] [INFO ] [sig       ] ZION: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:21.583893] [INFO ] [LOCAL     ] Saved forecast: ZION	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ZION.txt
[2025-12-19T20:35:21.584019] [INFO ] [sig       ] [3548/3561] Completed ZION in 0.4s | 2.92 sym/s | Total: 20.3m | ETA: 4.5s
[2025-12-19T20:35:21.584056] [INFO ] [sig       ] [3549/3561] Forecasting ZIP...
[2025-12-19T20:35:21.584085] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-12-19T20:35:21.584115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-12-19T20:35:21.594704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2025-12-19T20:35:21.595048] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-12-19T20:35:21.595806] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-12-19T20:35:21.595857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:21.595888] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:21.595915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:21.595975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:21.650354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:21.650987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:21.651068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:21.651099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:21.770242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:21.770413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:21.770452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:21.770481] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:21.773804] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=7.77%)
[2025-12-19T20:35:21.774077] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-12-19T20:35:21.774201] [INFO ] [sig       ] ZIP: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:21.910546] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ZIP.txt
[2025-12-19T20:35:21.910699] [INFO ] [sig       ] [3549/3561] Completed ZIP in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 4.1s
[2025-12-19T20:35:21.910737] [INFO ] [sig       ] [3550/3561] Forecasting ZLAB...
[2025-12-19T20:35:21.910766] [INFO ] [sig       ] Generating forecast for: ZLAB
[2025-12-19T20:35:21.910796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2025-12-19T20:35:21.921887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2025-12-19T20:35:21.922238] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2025-12-19T20:35:21.923006] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2025-12-19T20:35:21.923057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:21.923090] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:21.923116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:21.923172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:21.978165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:21.978826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:21.978902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:21.978934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:22.098239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:22.098400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:22.098437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:22.098466] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:22.101863] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: DOWN (p=17.43%)
[2025-12-19T20:35:22.102134] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2025-12-19T20:35:22.102257] [INFO ] [sig       ] ZLAB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:22.241334] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ZLAB.txt
[2025-12-19T20:35:22.241495] [INFO ] [sig       ] [3550/3561] Completed ZLAB in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 3.8s
[2025-12-19T20:35:22.241537] [INFO ] [sig       ] [3551/3561] Forecasting ZM...
[2025-12-19T20:35:22.241566] [INFO ] [sig       ] Generating forecast for: ZM
[2025-12-19T20:35:22.241615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2025-12-19T20:35:22.253084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2025-12-19T20:35:22.253452] [INFO ] [FORECASTER] Starting predict_future for ZM
[2025-12-19T20:35:22.254307] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2025-12-19T20:35:22.254362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:22.254394] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:22.254423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:22.254481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:22.317019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:22.317731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:22.317813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:22.317846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:22.448076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:22.448267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:22.448333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:22.448431] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:22.453681] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: UP (p=68.82%)
[2025-12-19T20:35:22.454102] [INFO ] [FORECASTER] Completed predict_future for ZM
[2025-12-19T20:35:22.454291] [INFO ] [sig       ] ZM: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:22.599247] [INFO ] [LOCAL     ] Saved forecast: ZM	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ZM.txt
[2025-12-19T20:35:22.599400] [INFO ] [sig       ] [3551/3561] Completed ZM in 0.4s | 2.92 sym/s | Total: 20.3m | ETA: 3.4s
[2025-12-19T20:35:22.599454] [INFO ] [sig       ] [3552/3561] Forecasting ZNTL...
[2025-12-19T20:35:22.599486] [INFO ] [sig       ] Generating forecast for: ZNTL
[2025-12-19T20:35:22.599516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2025-12-19T20:35:22.611428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2025-12-19T20:35:22.611804] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2025-12-19T20:35:22.612553] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2025-12-19T20:35:22.612624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:22.612657] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:22.612683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:22.612739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:22.668961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:22.669690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:22.669770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:22.669805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:22.792448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:22.792622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:22.792663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:22.792692] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:22.796083] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: DOWN (p=5.10%)
[2025-12-19T20:35:22.796363] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2025-12-19T20:35:22.796487] [INFO ] [sig       ] ZNTL: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:22.937070] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ZNTL.txt
[2025-12-19T20:35:22.937199] [INFO ] [sig       ] [3552/3561] Completed ZNTL in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 3.1s
[2025-12-19T20:35:22.937239] [INFO ] [sig       ] [3553/3561] Forecasting ZS...
[2025-12-19T20:35:22.937268] [INFO ] [sig       ] Generating forecast for: ZS
[2025-12-19T20:35:22.937298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2025-12-19T20:35:22.948689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2025-12-19T20:35:22.949044] [INFO ] [FORECASTER] Starting predict_future for ZS
[2025-12-19T20:35:22.949847] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2025-12-19T20:35:22.949912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:22.949945] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:22.949972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:22.950030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:23.009385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:23.010292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:23.010376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:23.010408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:23.133029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:23.133183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:23.133221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:23.133250] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:23.136590] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: DOWN (p=12.78%)
[2025-12-19T20:35:23.136867] [INFO ] [FORECASTER] Completed predict_future for ZS
[2025-12-19T20:35:23.136990] [INFO ] [sig       ] ZS: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:23.290541] [INFO ] [LOCAL     ] Saved forecast: ZS	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ZS.txt
[2025-12-19T20:35:23.290706] [INFO ] [sig       ] [3553/3561] Completed ZS in 0.4s | 2.92 sym/s | Total: 20.3m | ETA: 2.7s
[2025-12-19T20:35:23.290748] [INFO ] [sig       ] [3554/3561] Forecasting ZTO...
[2025-12-19T20:35:23.290777] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-12-19T20:35:23.290809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-12-19T20:35:23.302437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2025-12-19T20:35:23.302839] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-12-19T20:35:23.303618] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-12-19T20:35:23.303669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:23.303700] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:23.303726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:23.303781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:23.359119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:23.359896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:23.359977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:23.360009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:23.479862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:23.480014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:23.480053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:23.480081] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:23.483459] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: UP (p=58.46%)
[2025-12-19T20:35:23.483762] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-12-19T20:35:23.483888] [INFO ] [sig       ] ZTO: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:23.623095] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ZTO.txt
[2025-12-19T20:35:23.623228] [INFO ] [sig       ] [3554/3561] Completed ZTO in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 2.4s
[2025-12-19T20:35:23.623267] [INFO ] [sig       ] [3555/3561] Forecasting ZTS...
[2025-12-19T20:35:23.623297] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-12-19T20:35:23.623326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-12-19T20:35:23.634959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2025-12-19T20:35:23.635305] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-12-19T20:35:23.636065] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-12-19T20:35:23.636120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:23.636152] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:23.636180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:23.636236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:23.699415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:23.700659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:23.700767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:23.700821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:23.826906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:23.827063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:23.827103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:23.827131] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:23.830614] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=83.99%)
[2025-12-19T20:35:23.830883] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-12-19T20:35:23.831005] [INFO ] [sig       ] ZTS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:23.973224] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ZTS.txt
[2025-12-19T20:35:23.973356] [INFO ] [sig       ] [3555/3561] Completed ZTS in 0.4s | 2.92 sym/s | Total: 20.3m | ETA: 2.1s
[2025-12-19T20:35:23.973396] [INFO ] [sig       ] [3556/3561] Forecasting ZUMZ...
[2025-12-19T20:35:23.973425] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2025-12-19T20:35:23.973454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2025-12-19T20:35:23.985409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2025-12-19T20:35:23.985776] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2025-12-19T20:35:23.986546] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2025-12-19T20:35:23.986617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:23.986649] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:23.986675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:23.986731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:24.044187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:24.044905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:24.044984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:24.045021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:24.167886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:24.168040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:24.168078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:24.168108] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:24.171631] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: DOWN (p=23.34%)
[2025-12-19T20:35:24.171904] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2025-12-19T20:35:24.172024] [INFO ] [sig       ] ZUMZ: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:24.312357] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ZUMZ.txt
[2025-12-19T20:35:24.312516] [INFO ] [sig       ] [3556/3561] Completed ZUMZ in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 1.7s
[2025-12-19T20:35:24.312567] [INFO ] [sig       ] [3557/3561] Forecasting ZURA...
[2025-12-19T20:35:24.312628] [INFO ] [sig       ] Generating forecast for: ZURA
[2025-12-19T20:35:24.312658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2025-12-19T20:35:24.324430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2025-12-19T20:35:24.324826] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2025-12-19T20:35:24.325606] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2025-12-19T20:35:24.325657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:24.325688] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:24.325716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:24.325772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:24.382727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:24.383595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:24.383680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:24.383713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:24.510996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:24.511163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:24.511203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:24.511231] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:24.514655] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: UP (p=60.63%)
[2025-12-19T20:35:24.514941] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2025-12-19T20:35:24.515068] [INFO ] [sig       ] ZURA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:24.659680] [INFO ] [LOCAL     ] Saved forecast: ZURA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ZURA.txt
[2025-12-19T20:35:24.659822] [INFO ] [sig       ] [3557/3561] Completed ZURA in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 1.4s
[2025-12-19T20:35:24.659862] [INFO ] [sig       ] [3558/3561] Forecasting ZVIA...
[2025-12-19T20:35:24.659891] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-12-19T20:35:24.659921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-12-19T20:35:24.671671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2025-12-19T20:35:24.672036] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-12-19T20:35:24.672797] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-12-19T20:35:24.672848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:24.672879] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:24.672906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:24.672962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:24.729047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:24.729831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:24.729945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:24.729979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:24.852942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:24.853097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:24.853136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:24.853164] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:24.856511] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: DOWN (p=4.41%)
[2025-12-19T20:35:24.856810] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-12-19T20:35:24.856958] [INFO ] [sig       ] ZVIA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:24.999602] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ZVIA.txt
[2025-12-19T20:35:24.999743] [INFO ] [sig       ] [3558/3561] Completed ZVIA in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 1.0s
[2025-12-19T20:35:24.999783] [INFO ] [sig       ] [3559/3561] Forecasting ZVRA...
[2025-12-19T20:35:24.999822] [INFO ] [sig       ] Generating forecast for: ZVRA
[2025-12-19T20:35:24.999856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2025-12-19T20:35:25.012985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2025-12-19T20:35:25.013343] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2025-12-19T20:35:25.014148] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2025-12-19T20:35:25.014214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:25.014253] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:25.014286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:25.014342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:25.070608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:25.071238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:25.071315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:25.071347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:25.187090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:25.187233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:25.187269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:25.187296] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:25.190704] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: DOWN (p=35.40%)
[2025-12-19T20:35:25.190972] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2025-12-19T20:35:25.191091] [INFO ] [sig       ] ZVRA: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:25.331329] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ZVRA.txt
[2025-12-19T20:35:25.331452] [INFO ] [sig       ] [3559/3561] Completed ZVRA in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 0.7s
[2025-12-19T20:35:25.331497] [INFO ] [sig       ] [3560/3561] Forecasting ZWS...
[2025-12-19T20:35:25.331526] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-12-19T20:35:25.331555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-12-19T20:35:25.343240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2025-12-19T20:35:25.343589] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-12-19T20:35:25.344352] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-12-19T20:35:25.344403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:25.344436] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:25.344463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:25.344519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:25.401275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:25.401954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:25.402033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:25.402066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:25.524785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:25.524943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:25.525001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:25.525031] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:25.528476] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: UP (p=73.76%)
[2025-12-19T20:35:25.528787] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-12-19T20:35:25.528910] [INFO ] [sig       ] ZWS: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-19T20:35:25.669276] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ZWS.txt
[2025-12-19T20:35:25.669444] [INFO ] [sig       ] [3560/3561] Completed ZWS in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 0.3s
[2025-12-19T20:35:25.669486] [INFO ] [sig       ] [3561/3561] Forecasting ZYME...
[2025-12-19T20:35:25.669515] [INFO ] [sig       ] Generating forecast for: ZYME
[2025-12-19T20:35:25.669545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2025-12-19T20:35:25.681862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2025-12-19T20:35:25.682257] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2025-12-19T20:35:25.683080] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2025-12-19T20:35:25.683137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-19T20:35:25.683170] [DEBUG] [FORECASTER] Starting train method
[2025-12-19T20:35:25.683197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-19T20:35:25.683253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-19T20:35:25.739680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-19T20:35:25.740524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-19T20:35:25.740627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-19T20:35:25.740662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-19T20:35:25.860675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-19T20:35:25.860834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-19T20:35:25.860873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-19T20:35:25.860902] [INFO ] [FORECASTER] Training complete
[2025-12-19T20:35:25.864224] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2025-12-19T20:35:25.864504] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2025-12-19T20:35:25.864651] [INFO ] [sig       ] ZYME: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-19T20:35:26.004587] [INFO ] [LOCAL     ] Saved forecast: ZYME	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ZYME.txt
[2025-12-19T20:35:26.004754] [INFO ] [sig       ] [3561/3561] Completed ZYME in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 0.0s
[2025-12-19T20:35:26.004797] [INFO ] [sig       ] ==================================================
[2025-12-19T20:35:26.004827] [INFO ] [sig       ] Forecasts complete: 3561/3561 symbols succeeded
[2025-12-19T20:35:26.004864] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-12-19T20:35:26.004903] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-12-19T20:35:26.005289] [INFO ] [sig       ] Found 49 forecast dates to process
[2025-12-19T20:35:26.005328] [INFO ] [sig       ] [1/49] Processing report for 2025-10-10...
[2025-12-19T20:35:26.005365] [INFO ] [sig       ] [1/49] Report for 2025-10-10 already exists, skipping...
[2025-12-19T20:35:26.005394] [INFO ] [sig       ] [2/49] Processing report for 2025-10-13...
[2025-12-19T20:35:26.005428] [INFO ] [sig       ] [2/49] Report for 2025-10-13 already exists, skipping...
[2025-12-19T20:35:26.005455] [INFO ] [sig       ] [3/49] Processing report for 2025-10-14...
[2025-12-19T20:35:26.005486] [INFO ] [sig       ] [3/49] Report for 2025-10-14 already exists, skipping...
[2025-12-19T20:35:26.005511] [INFO ] [sig       ] [4/49] Processing report for 2025-10-15...
[2025-12-19T20:35:26.005550] [INFO ] [sig       ] [4/49] Report for 2025-10-15 already exists, skipping...
[2025-12-19T20:35:26.005594] [INFO ] [sig       ] [5/49] Processing report for 2025-10-16...
[2025-12-19T20:35:26.005627] [INFO ] [sig       ] [5/49] Report for 2025-10-16 already exists, skipping...
[2025-12-19T20:35:26.005653] [INFO ] [sig       ] [6/49] Processing report for 2025-10-17...
[2025-12-19T20:35:26.005683] [INFO ] [sig       ] [6/49] Report for 2025-10-17 already exists, skipping...
[2025-12-19T20:35:26.005708] [INFO ] [sig       ] [7/49] Processing report for 2025-10-20...
[2025-12-19T20:35:26.005738] [INFO ] [sig       ] [7/49] Report for 2025-10-20 already exists, skipping...
[2025-12-19T20:35:26.005763] [INFO ] [sig       ] [8/49] Processing report for 2025-10-21...
[2025-12-19T20:35:26.005792] [INFO ] [sig       ] [8/49] Report for 2025-10-21 already exists, skipping...
[2025-12-19T20:35:26.005817] [INFO ] [sig       ] [9/49] Processing report for 2025-10-22...
[2025-12-19T20:35:26.005846] [INFO ] [sig       ] [9/49] Report for 2025-10-22 already exists, skipping...
[2025-12-19T20:35:26.005871] [INFO ] [sig       ] [10/49] Processing report for 2025-10-23...
[2025-12-19T20:35:26.005900] [INFO ] [sig       ] [10/49] Report for 2025-10-23 already exists, skipping...
[2025-12-19T20:35:26.005926] [INFO ] [sig       ] [11/49] Processing report for 2025-10-24...
[2025-12-19T20:35:26.005955] [INFO ] [sig       ] [11/49] Report for 2025-10-24 already exists, skipping...
[2025-12-19T20:35:26.005981] [INFO ] [sig       ] [12/49] Processing report for 2025-10-27...
[2025-12-19T20:35:26.006010] [INFO ] [sig       ] [12/49] Report for 2025-10-27 already exists, skipping...
[2025-12-19T20:35:26.006035] [INFO ] [sig       ] [13/49] Processing report for 2025-10-28...
[2025-12-19T20:35:26.006065] [INFO ] [sig       ] [13/49] Report for 2025-10-28 already exists, skipping...
[2025-12-19T20:35:26.006090] [INFO ] [sig       ] [14/49] Processing report for 2025-10-30...
[2025-12-19T20:35:26.006119] [INFO ] [sig       ] [14/49] Report for 2025-10-30 already exists, skipping...
[2025-12-19T20:35:26.006144] [INFO ] [sig       ] [15/49] Processing report for 2025-10-31...
[2025-12-19T20:35:26.006173] [INFO ] [sig       ] [15/49] Report for 2025-10-31 already exists, skipping...
[2025-12-19T20:35:26.006197] [INFO ] [sig       ] [16/49] Processing report for 2025-11-03...
[2025-12-19T20:35:26.006226] [INFO ] [sig       ] [16/49] Report for 2025-11-03 already exists, skipping...
[2025-12-19T20:35:26.006251] [INFO ] [sig       ] [17/49] Processing report for 2025-11-04...
[2025-12-19T20:35:26.006280] [INFO ] [sig       ] [17/49] Report for 2025-11-04 already exists, skipping...
[2025-12-19T20:35:26.006308] [INFO ] [sig       ] [18/49] Processing report for 2025-11-05...
[2025-12-19T20:35:26.006337] [INFO ] [sig       ] [18/49] Report for 2025-11-05 already exists, skipping...
[2025-12-19T20:35:26.006361] [INFO ] [sig       ] [19/49] Processing report for 2025-11-06...
[2025-12-19T20:35:26.006391] [INFO ] [sig       ] [19/49] Report for 2025-11-06 already exists, skipping...
[2025-12-19T20:35:26.006415] [INFO ] [sig       ] [20/49] Processing report for 2025-11-07...
[2025-12-19T20:35:26.006444] [INFO ] [sig       ] [20/49] Report for 2025-11-07 already exists, skipping...
[2025-12-19T20:35:26.006469] [INFO ] [sig       ] [21/49] Processing report for 2025-11-10...
[2025-12-19T20:35:26.006498] [INFO ] [sig       ] [21/49] Report for 2025-11-10 already exists, skipping...
[2025-12-19T20:35:26.006523] [INFO ] [sig       ] [22/49] Processing report for 2025-11-11...
[2025-12-19T20:35:26.006552] [INFO ] [sig       ] [22/49] Report for 2025-11-11 already exists, skipping...
[2025-12-19T20:35:26.006595] [INFO ] [sig       ] [23/49] Processing report for 2025-11-12...
[2025-12-19T20:35:26.006628] [INFO ] [sig       ] [23/49] Report for 2025-11-12 already exists, skipping...
[2025-12-19T20:35:26.006653] [INFO ] [sig       ] [24/49] Processing report for 2025-11-13...
[2025-12-19T20:35:26.006682] [INFO ] [sig       ] [24/49] Report for 2025-11-13 already exists, skipping...
[2025-12-19T20:35:26.006713] [INFO ] [sig       ] [25/49] Processing report for 2025-11-17...
[2025-12-19T20:35:26.006744] [INFO ] [sig       ] [25/49] Report for 2025-11-17 already exists, skipping...
[2025-12-19T20:35:26.006769] [INFO ] [sig       ] [26/49] Processing report for 2025-11-18...
[2025-12-19T20:35:26.006798] [INFO ] [sig       ] [26/49] Report for 2025-11-18 already exists, skipping...
[2025-12-19T20:35:26.006823] [INFO ] [sig       ] [27/49] Processing report for 2025-11-19...
[2025-12-19T20:35:26.006853] [INFO ] [sig       ] [27/49] Report for 2025-11-19 already exists, skipping...
[2025-12-19T20:35:26.006878] [INFO ] [sig       ] [28/49] Processing report for 2025-11-20...
[2025-12-19T20:35:26.006907] [INFO ] [sig       ] [28/49] Report for 2025-11-20 already exists, skipping...
[2025-12-19T20:35:26.006933] [INFO ] [sig       ] [29/49] Processing report for 2025-11-21...
[2025-12-19T20:35:26.006962] [INFO ] [sig       ] [29/49] Report for 2025-11-21 already exists, skipping...
[2025-12-19T20:35:26.006988] [INFO ] [sig       ] [30/49] Processing report for 2025-11-24...
[2025-12-19T20:35:26.007016] [INFO ] [sig       ] [30/49] Report for 2025-11-24 already exists, skipping...
[2025-12-19T20:35:26.007041] [INFO ] [sig       ] [31/49] Processing report for 2025-11-25...
[2025-12-19T20:35:26.007069] [INFO ] [sig       ] [31/49] Report for 2025-11-25 already exists, skipping...
[2025-12-19T20:35:26.007094] [INFO ] [sig       ] [32/49] Processing report for 2025-11-26...
[2025-12-19T20:35:26.007123] [INFO ] [sig       ] [32/49] Report for 2025-11-26 already exists, skipping...
[2025-12-19T20:35:26.007149] [INFO ] [sig       ] [33/49] Processing report for 2025-11-28...
[2025-12-19T20:35:26.007191] [INFO ] [sig       ] [33/49] Report for 2025-11-28 already exists, skipping...
[2025-12-19T20:35:26.007218] [INFO ] [sig       ] [34/49] Processing report for 2025-12-01...
[2025-12-19T20:35:26.007254] [INFO ] [sig       ] [34/49] Report for 2025-12-01 already exists, skipping...
[2025-12-19T20:35:26.007281] [INFO ] [sig       ] [35/49] Processing report for 2025-12-02...
[2025-12-19T20:35:26.007329] [INFO ] [sig       ] [35/49] Report for 2025-12-02 already exists, skipping...
[2025-12-19T20:35:26.007356] [INFO ] [sig       ] [36/49] Processing report for 2025-12-03...
[2025-12-19T20:35:26.007387] [INFO ] [sig       ] [36/49] Report for 2025-12-03 already exists, skipping...
[2025-12-19T20:35:26.007412] [INFO ] [sig       ] [37/49] Processing report for 2025-12-04...
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[2025-12-19T20:35:26.007477] [INFO ] [sig       ] [38/49] Processing report for 2025-12-05...
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[2025-12-19T20:35:26.007531] [INFO ] [sig       ] [39/49] Processing report for 2025-12-08...
[2025-12-19T20:35:26.007561] [INFO ] [sig       ] [39/49] Report for 2025-12-08 already exists, skipping...
[2025-12-19T20:35:26.007612] [INFO ] [sig       ] [40/49] Processing report for 2025-12-09...
[2025-12-19T20:35:26.007644] [INFO ] [sig       ] [40/49] Report for 2025-12-09 already exists, skipping...
[2025-12-19T20:35:26.007669] [INFO ] [sig       ] [41/49] Processing report for 2025-12-10...
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[2025-12-19T20:35:26.007733] [INFO ] [sig       ] [42/49] Processing report for 2025-12-11...
[2025-12-19T20:35:26.007763] [INFO ] [sig       ] [42/49] Report for 2025-12-11 already exists, skipping...
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[2025-12-19T20:35:26.008123] [INFO ] [sig       ] [49/49] Processing report for 2025-12-22...
[2025-12-19T20:35:26.625151] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.625311] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.625382] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.625448] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.625512] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.625612] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 1 features, 100.0% accuracy
[2025-12-19T20:35:26.625682] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.625746] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.625808] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.625871] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.625945] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.626011] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.626085] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.626148] [DEBUG] [LOCAL     ] Loaded configuration for COEP: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.626222] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.626289] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.626350] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.626420] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.626485] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.626546] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.626627] [DEBUG] [LOCAL     ] Loaded configuration for NGNE: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.626698] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.626762] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.626823] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.626883] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.626955] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.627021] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.627094] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.627167] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.627235] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.627310] [DEBUG] [LOCAL     ] Loaded configuration for ADTX: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.627373] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.627435] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.627510] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 6 features, 90.0% accuracy
[2025-12-19T20:35:26.627591] [DEBUG] [LOCAL     ] Loaded configuration for SKYY: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.627656] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.627718] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.627780] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.627841] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.627902] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.627965] [DEBUG] [LOCAL     ] Loaded configuration for GFS: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.628028] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.628089] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.628155] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.628253] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.628317] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.628390] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.628453] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.628515] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.628596] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.628683] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.628748] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.628809] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.628871] [DEBUG] [LOCAL     ] Loaded configuration for PEP: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.628932] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.628992] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.629052] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.629111] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.629180] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.629243] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.629301] [DEBUG] [LOCAL     ] Loaded configuration for XBIL: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.629361] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.629422] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.629481] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.629541] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.629628] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.629691] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.629751] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.629827] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 3 features, 50.0% accuracy
[2025-12-19T20:35:26.629892] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.629965] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.630050] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.630113] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.630173] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.630233] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.630293] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.630354] [DEBUG] [LOCAL     ] Loaded configuration for FARM: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.630412] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.630473] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.630545] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.630634] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.630697] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.630760] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.630831] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.630895] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.630957] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.631018] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.631089] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.631152] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.631213] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.631276] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.631356] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2025-12-19T20:35:26.631420] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.631482] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.631544] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.631625] [DEBUG] [LOCAL     ] Loaded configuration for CCRN: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.631690] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.631752] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.631824] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.631888] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.631949] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.632010] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.632072] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.632133] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.632208] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.632271] [DEBUG] [LOCAL     ] Loaded configuration for CTMX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.632340] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.632403] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.632483] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.632555] [DEBUG] [LOCAL     ] Loaded configuration for AIMD: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.632638] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.632700] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.632763] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.632825] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.632898] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.632987] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.633051] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.633114] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.633175] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.633238] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.633309] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.633373] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.633434] [DEBUG] [LOCAL     ] Loaded configuration for APOG: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.633497] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.633558] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.633641] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2025-12-19T20:35:26.633704] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.633767] [DEBUG] [LOCAL     ] Loaded configuration for PBM: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.633829] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.633892] [DEBUG] [LOCAL     ] Loaded configuration for SOUN: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.633955] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.634018] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.634080] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.634142] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.634204] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.634265] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.634326] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.634387] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2025-12-19T20:35:26.634449] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.634511] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.634588] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.634654] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.634716] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.634777] [DEBUG] [LOCAL     ] Loaded configuration for WING: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.634846] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.634908] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.634971] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.635033] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.635094] [DEBUG] [LOCAL     ] Loaded configuration for FRME: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.635164] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.635228] [DEBUG] [LOCAL     ] Loaded configuration for LASE: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.635290] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.635352] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.635432] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.635497] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.635560] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.635647] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.635710] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.635772] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.635835] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.635896] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.635959] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.636021] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.636095] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.636173] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.636248] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.636316] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.636378] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2025-12-19T20:35:26.636439] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.636502] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.636565] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.636646] [DEBUG] [LOCAL     ] Loaded configuration for ANGI: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.636710] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.636781] [DEBUG] [LOCAL     ] Loaded configuration for MYGN: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.636845] [DEBUG] [LOCAL     ] Loaded configuration for NEO: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.636907] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.636969] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 1 features, 100.0% accuracy
[2025-12-19T20:35:26.637029] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.637091] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.637160] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.637238] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.637316] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.637387] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.637459] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.637522] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.637601] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.637692] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.637756] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.637818] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.637889] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.637960] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.638023] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.638086] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.638149] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.638212] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.638273] [DEBUG] [LOCAL     ] Loaded configuration for PFF: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.638336] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.638398] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2025-12-19T20:35:26.638460] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.638524] [DEBUG] [LOCAL     ] Loaded configuration for ALTS: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.638603] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.638681] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.638746] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.638808] [DEBUG] [LOCAL     ] Loaded configuration for ACON: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.638869] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.638940] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.639004] [DEBUG] [LOCAL     ] Loaded configuration for COFS: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.639066] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.639128] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.639189] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.639254] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.639316] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.639377] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.639438] [DEBUG] [LOCAL     ] Loaded configuration for TMCI: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.639501] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.639594] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.639663] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.639725] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.639787] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.639848] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.639918] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.639990] [DEBUG] [LOCAL     ] Loaded configuration for DVAX: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.640071] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.640147] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.640214] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.640279] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.640339] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.640401] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.640463] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.640524] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.640604] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.640668] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.640730] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.640793] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.640856] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.640919] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.640981] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.641042] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.641104] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.641165] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.641227] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.641290] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.641352] [DEBUG] [LOCAL     ] Loaded configuration for AIP: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.641415] [DEBUG] [LOCAL     ] Loaded configuration for EDAP: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.641477] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.641538] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.641625] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.641690] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.641751] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.641822] [DEBUG] [LOCAL     ] Loaded configuration for ALXO: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.641886] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.641947] [DEBUG] [LOCAL     ] Loaded configuration for HUMA: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.642010] [DEBUG] [LOCAL     ] Loaded configuration for BG: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.642072] [DEBUG] [LOCAL     ] Loaded configuration for CMPX: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.642133] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.642194] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.642256] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.642336] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.642415] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.642478] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.642540] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.642622] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.642685] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.642757] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.642822] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.642892] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.642957] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.643028] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.643093] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.643157] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.643220] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.643290] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.643354] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.643416] [DEBUG] [LOCAL     ] Loaded configuration for LYEL: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.643479] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2025-12-19T20:35:26.643542] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.643624] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.643697] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.643762] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.643832] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.643897] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.643967] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.644030] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.644092] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.644155] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.644218] [DEBUG] [LOCAL     ] Loaded configuration for BLBD: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.644279] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.644342] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.644405] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.644468] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.644530] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.644609] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.644674] [DEBUG] [LOCAL     ] Loaded configuration for ACHC: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.644737] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.644808] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.644879] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.644951] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.645013] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.645075] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.645149] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.645216] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2025-12-19T20:35:26.645277] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.645338] [DEBUG] [LOCAL     ] Loaded configuration for SGBX: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.645399] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.645468] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.645532] [DEBUG] [LOCAL     ] Loaded configuration for AXON: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.645618] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.645683] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.645745] [DEBUG] [LOCAL     ] Loaded configuration for RIME: 6 features, 80.0% accuracy
[2025-12-19T20:35:26.645817] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.645881] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.645951] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.646014] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.646076] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.646138] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.646214] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.646280] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.646342] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.646404] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.646465] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.646538] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.646621] [DEBUG] [LOCAL     ] Loaded configuration for BE: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.646685] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.646747] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.646816] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.646880] [DEBUG] [LOCAL     ] Loaded configuration for PFM: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.646944] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2025-12-19T20:35:26.647022] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.647186] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.647250] [DEBUG] [LOCAL     ] Loaded configuration for VERX: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.647313] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.647375] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.647437] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.647499] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.647569] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.647653] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.647716] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.647788] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.647852] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.647914] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.647976] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.648038] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.648105] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.648179] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.648255] [DEBUG] [LOCAL     ] Loaded configuration for JAMF: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.648321] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.648391] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.648453] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.648514] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.648592] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.648672] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.648739] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.648801] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.648868] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 7 features, 90.0% accuracy
[2025-12-19T20:35:26.648941] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.649004] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.649065] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.649127] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.649214] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.649289] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.649351] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.649413] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.649474] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2025-12-19T20:35:26.649535] [DEBUG] [LOCAL     ] Loaded configuration for UPXI: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.649614] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.649678] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.649742] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.649804] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.649865] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.649927] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.649988] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.650049] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.650118] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.650214] [DEBUG] [LOCAL     ] Loaded configuration for VPLS: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.650309] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.650383] [DEBUG] [LOCAL     ] Loaded configuration for BWB: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.650464] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.650526] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.650610] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.650684] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.650747] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.650807] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.650885] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.650950] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.651013] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.651078] [DEBUG] [LOCAL     ] Loaded configuration for AMCX: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.651166] [DEBUG] [LOCAL     ] Loaded configuration for CCD: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.651260] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.651338] [DEBUG] [LOCAL     ] Loaded configuration for SPRC: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.651404] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2025-12-19T20:35:26.651465] [DEBUG] [LOCAL     ] Loaded configuration for RPTX: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.651525] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.651603] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.651666] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.651736] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.651799] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.651862] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.651935] [DEBUG] [LOCAL     ] Loaded configuration for FGEN: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.651999] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.652093] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.652158] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.652229] [DEBUG] [LOCAL     ] Loaded configuration for FEX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.652295] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.652359] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.652421] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.652483] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.652544] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.652627] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.652700] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.652765] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.652849] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.652913] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.652975] [DEBUG] [LOCAL     ] Loaded configuration for AFYA: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.653037] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.653099] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.653161] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.653222] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.653283] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.653345] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.653418] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.653482] [DEBUG] [LOCAL     ] Loaded configuration for CBNK: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.653543] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.653633] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.653697] [DEBUG] [LOCAL     ] Loaded configuration for KSPI: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.653760] [DEBUG] [LOCAL     ] Loaded configuration for FRSX: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.653833] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.653897] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.653968] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.654032] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.654095] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.654159] [DEBUG] [LOCAL     ] Loaded configuration for GBIO: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.654232] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.654304] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.654367] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.654427] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.654489] [DEBUG] [LOCAL     ] Loaded configuration for SURG: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.654552] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.654636] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.654699] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.654773] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.654838] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.654901] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.654962] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2025-12-19T20:35:26.655022] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.655082] [DEBUG] [LOCAL     ] Loaded configuration for QLYS: 1 features, 100.0% accuracy
[2025-12-19T20:35:26.655145] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.655208] [DEBUG] [LOCAL     ] Loaded configuration for HCTI: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.655277] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.655347] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.655418] [DEBUG] [LOCAL     ] Loaded configuration for PHIO: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.655487] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.655557] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.655649] [DEBUG] [LOCAL     ] Loaded configuration for GPRO: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.655714] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.655775] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.655837] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.655907] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.655972] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.656034] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.656096] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.656172] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.656247] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.656315] [DEBUG] [LOCAL     ] Loaded configuration for GDYN: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.656387] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-12-19T20:35:26.656452] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.656513] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.656591] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.656657] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.656719] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.656782] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.656864] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.656936] [DEBUG] [LOCAL     ] Loaded configuration for CSGS: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.657010] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.657073] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.657135] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.657196] [DEBUG] [LOCAL     ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.657257] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.657319] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.657382] [DEBUG] [LOCAL     ] Loaded configuration for VRSK: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.657444] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.657511] [DEBUG] [LOCAL     ] Loaded configuration for MBIO: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.657601] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.657678] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.657742] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.657804] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.657875] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.657952] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.658028] [DEBUG] [LOCAL     ] Loaded configuration for AB: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.658103] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.658167] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.658233] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.658295] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.658355] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.658418] [DEBUG] [LOCAL     ] Loaded configuration for CELZ: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.658480] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.658542] [DEBUG] [LOCAL     ] Loaded configuration for FND: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.658624] [DEBUG] [LOCAL     ] Loaded configuration for SMTI: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.658714] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.658777] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.658839] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.658902] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2025-12-19T20:35:26.658971] [DEBUG] [LOCAL     ] Loaded configuration for SOPH: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.659034] [DEBUG] [LOCAL     ] Loaded configuration for PAX: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.659094] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.659177] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.659253] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.659327] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.659388] [DEBUG] [LOCAL     ] Loaded configuration for ENVB: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.659450] [DEBUG] [LOCAL     ] Loaded configuration for STSS: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.659519] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.659600] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.659665] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.659725] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.659786] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.659847] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.659924] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.659987] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.660056] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.660119] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.660184] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.660261] [DEBUG] [LOCAL     ] Loaded configuration for TRNS: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.660342] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.660418] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.660480] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.660550] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.660648] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.660712] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.660779] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2025-12-19T20:35:26.660841] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.660901] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.660967] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2025-12-19T20:35:26.661031] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.661091] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.661154] [DEBUG] [LOCAL     ] Loaded configuration for BELFA: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.661218] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.661279] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.661340] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.661410] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.661472] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.661533] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.661615] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-12-19T20:35:26.661701] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.661765] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.661828] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.661902] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.661968] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.662032] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.662094] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.662156] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.662227] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.662297] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.662368] [DEBUG] [LOCAL     ] Loaded configuration for AN: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.662431] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.662491] [DEBUG] [LOCAL     ] Loaded configuration for UITB: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.662558] [DEBUG] [LOCAL     ] Loaded configuration for APM: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.662642] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.662705] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.662766] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.662838] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.662911] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.662974] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.663037] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.663098] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.663169] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.663232] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.663293] [DEBUG] [LOCAL     ] Loaded configuration for ULH: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.663355] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.663417] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2025-12-19T20:35:26.663479] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.663541] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.663621] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.663684] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.663746] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.663809] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.663871] [DEBUG] [LOCAL     ] Loaded configuration for AM: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.663934] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.663996] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.664058] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.664120] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.664189] [DEBUG] [LOCAL     ] Loaded configuration for ALTI: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.664250] [DEBUG] [LOCAL     ] Loaded configuration for PCVX: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.664311] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.664373] [DEBUG] [LOCAL     ] Loaded configuration for IAS: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.664434] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.664495] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.664557] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.664654] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.664729] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.664793] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.664854] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.664916] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.664977] [DEBUG] [LOCAL     ] Loaded configuration for CNXC: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.665040] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.665104] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.665167] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.665229] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.665300] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.665363] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.665425] [DEBUG] [LOCAL     ] Loaded configuration for VTIP: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.665493] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.665558] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.665646] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.665719] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.665782] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.665853] [DEBUG] [LOCAL     ] Loaded configuration for FTAI: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.665917] [DEBUG] [LOCAL     ] Loaded configuration for FDBC: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.665980] [DEBUG] [LOCAL     ] Loaded configuration for INVZ: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.666042] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.666106] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.666168] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.666229] [DEBUG] [LOCAL     ] Loaded configuration for BTF: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.666300] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.666381] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.666444] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.666505] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.666566] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.666648] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.666710] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.666773] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 5 features, 100.0% accuracy
[2025-12-19T20:35:26.666834] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.666896] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.666958] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.667030] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.667105] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.667184] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.667278] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.667342] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.667403] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.667464] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.667525] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.667605] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.667669] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.667732] [DEBUG] [LOCAL     ] Loaded configuration for XOS: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.667794] [DEBUG] [LOCAL     ] Loaded configuration for GOOD: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.667856] [DEBUG] [LOCAL     ] Loaded configuration for VKTX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.667917] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.667979] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.668040] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.668101] [DEBUG] [LOCAL     ] Loaded configuration for LI: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.668173] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2025-12-19T20:35:26.668242] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.668314] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.668378] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.668442] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.668504] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.668567] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.668647] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.668755] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.668820] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.668883] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.668946] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.669007] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.669067] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.669128] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.669200] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.669285] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.669347] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.669408] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.669469] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.669529] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-12-19T20:35:26.669623] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.669688] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.669762] [DEBUG] [LOCAL     ] Loaded configuration for INVE: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.669825] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.669885] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.669945] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.670005] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.670074] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.670149] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.670224] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.670297] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.670371] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.670450] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.670531] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.670615] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.670680] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.670754] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.670826] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.670886] [DEBUG] [LOCAL     ] Loaded configuration for LAKE: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.670947] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.671007] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.671066] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.671127] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.671206] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.671266] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.671324] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2025-12-19T20:35:26.671384] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.671445] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.671515] [DEBUG] [LOCAL     ] Loaded configuration for STLD: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.671594] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.671666] [DEBUG] [LOCAL     ] Loaded configuration for ADBE: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.671728] [DEBUG] [LOCAL     ] Loaded configuration for HAIN: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.671788] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.671848] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.671908] [DEBUG] [LOCAL     ] Loaded configuration for NDSN: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.671977] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.672039] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.672102] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.672165] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.672227] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.672300] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.672364] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.672425] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.672489] [DEBUG] [LOCAL     ] Loaded configuration for PNFP: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.672560] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.672643] [DEBUG] [LOCAL     ] Loaded configuration for SNTI: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.672707] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.672778] [DEBUG] [LOCAL     ] Loaded configuration for COO: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.672841] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.672903] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.672964] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.673035] [DEBUG] [LOCAL     ] Loaded configuration for GO: 4 features, 50.0% accuracy
[2025-12-19T20:35:26.673105] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.673173] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.673234] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.673305] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.673367] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.673439] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.673502] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.673561] [DEBUG] [LOCAL     ] Loaded configuration for XTKG: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.673643] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.673713] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.673775] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.673844] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.673906] [DEBUG] [LOCAL     ] Loaded configuration for PCH: 3 features, 50.0% accuracy
[2025-12-19T20:35:26.673966] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.674024] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 1 features, 40.0% accuracy
[2025-12-19T20:35:26.674083] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.674142] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.674202] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.674264] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.674332] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.674395] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.674455] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.674514] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 5 features, 100.0% accuracy
[2025-12-19T20:35:26.674595] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.674662] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.674722] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.674782] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.674842] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.674902] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.674960] [DEBUG] [LOCAL     ] Loaded configuration for TUGN: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.675019] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.675079] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.675141] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.675202] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.675264] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.675326] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.675388] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2025-12-19T20:35:26.675450] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.675521] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.675600] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.675665] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.675736] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.675817] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.675888] [DEBUG] [LOCAL     ] Loaded configuration for VXUS: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.675952] [DEBUG] [LOCAL     ] Loaded configuration for HOTH: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.676020] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2025-12-19T20:35:26.676083] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.676145] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.676207] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.676267] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.676327] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.676387] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.676445] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.676505] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.676565] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.676647] [DEBUG] [LOCAL     ] Loaded configuration for LIVN: 6 features, 80.0% accuracy
[2025-12-19T20:35:26.676710] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.676771] [DEBUG] [LOCAL     ] Loaded configuration for MBS: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.676842] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.676906] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.676965] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.677026] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.677087] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.677161] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.677238] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.677317] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.677382] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.677445] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.677508] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2025-12-19T20:35:26.677570] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.677653] [DEBUG] [LOCAL     ] Loaded configuration for WBIY: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.677715] [DEBUG] [LOCAL     ] Loaded configuration for BIIB: 3 features, 50.0% accuracy
[2025-12-19T20:35:26.677776] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.677837] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.677900] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.677963] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.678025] [DEBUG] [LOCAL     ] Loaded configuration for CYTK: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.678086] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.678148] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.678224] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.678287] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.678349] [DEBUG] [LOCAL     ] Loaded configuration for ATXS: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.678410] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.678481] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.678545] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.678631] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.678723] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.678787] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.678849] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.678919] [DEBUG] [LOCAL     ] Loaded configuration for BATRA: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.678982] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.679043] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.679105] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.679167] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.679242] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.679305] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.679367] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.679437] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.679507] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.679568] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.679648] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.679708] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.679769] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.679829] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.679898] [DEBUG] [LOCAL     ] Loaded configuration for ATRA: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.679962] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.680032] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2025-12-19T20:35:26.680096] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2025-12-19T20:35:26.680171] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.680247] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.680316] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.680384] [DEBUG] [LOCAL     ] Loaded configuration for ODD: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.680447] [DEBUG] [LOCAL     ] Loaded configuration for JSM: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.680528] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.680627] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.680695] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.680759] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.680830] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.680893] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.680955] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.681018] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.681080] [DEBUG] [LOCAL     ] Loaded configuration for GOCO: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.681142] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.681221] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.681285] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.681347] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.681418] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.681481] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.681542] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.681631] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.681695] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.681758] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.681820] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.681881] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2025-12-19T20:35:26.681942] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.682004] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.682064] [DEBUG] [LOCAL     ] Loaded configuration for ENTG: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.682126] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.682187] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.682250] [DEBUG] [LOCAL     ] Loaded configuration for CGTX: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.682312] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.682374] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.682436] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.682497] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.682559] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.682641] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.682704] [DEBUG] [LOCAL     ] Loaded configuration for MREO: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.682765] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.682826] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.683276] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.683352] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.683415] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.683476] [DEBUG] [LOCAL     ] Loaded configuration for PFIS: 1 features, 100.0% accuracy
[2025-12-19T20:35:26.683538] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.683626] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.683699] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.683761] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.683823] [DEBUG] [LOCAL     ] Loaded configuration for KLAC: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.683886] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.683949] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.684020] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.684085] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.684156] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.684227] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.684291] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.684353] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.684414] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.684477] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.684539] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.684618] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.684680] [DEBUG] [LOCAL     ] Loaded configuration for ULBI: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.684742] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.684802] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.684863] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.684925] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.684987] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.685060] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.685124] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.685185] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.685265] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.685342] [DEBUG] [LOCAL     ] Loaded configuration for TORO: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.685407] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.685469] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.685531] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.685632] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.685696] [DEBUG] [LOCAL     ] Loaded configuration for GRVY: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.685758] [DEBUG] [LOCAL     ] Loaded configuration for VRA: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.685821] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.685882] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.685945] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.686007] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.686070] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.686141] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.686229] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.686317] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.686391] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.686457] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.686517] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.686600] [DEBUG] [LOCAL     ] Loaded configuration for VEON: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.686666] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.686728] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.686790] [DEBUG] [LOCAL     ] Loaded configuration for LFVN: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.686851] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.686912] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.686972] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.687031] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2025-12-19T20:35:26.687092] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.687162] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.687225] [DEBUG] [LOCAL     ] Loaded configuration for VONE: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.687287] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.687350] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.687420] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.687484] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.687554] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.687643] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.687707] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.687769] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.687830] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.687889] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.687949] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.688008] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.688075] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.688138] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.688203] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.688274] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.688336] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.688403] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.688464] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.688525] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.688607] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.688692] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.688764] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.688825] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-12-19T20:35:26.688882] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.688944] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2025-12-19T20:35:26.689005] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.689067] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.689126] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.689200] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.689262] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.689323] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.689382] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.689443] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.689514] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.689592] [DEBUG] [LOCAL     ] Loaded configuration for KSCP: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.689657] [DEBUG] [LOCAL     ] Loaded configuration for QQQX: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.689728] [DEBUG] [LOCAL     ] Loaded configuration for AKBA: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.689790] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.689850] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.689921] [DEBUG] [LOCAL     ] Loaded configuration for PODD: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.689991] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.690055] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.690117] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.690190] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.690254] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.690335] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.690398] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.690459] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.690520] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.690603] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.690677] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.690755] [DEBUG] [LOCAL     ] Loaded configuration for CIGI: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.690819] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.690880] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.690941] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.691002] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2025-12-19T20:35:26.691063] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.691124] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.691184] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.691253] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.691313] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.691373] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.691444] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.691508] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.691585] [DEBUG] [LOCAL     ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.691653] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.691715] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.691776] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.691838] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, 80.0% accuracy
[2025-12-19T20:35:26.691901] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.691963] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.692035] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.692099] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.692160] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.692221] [DEBUG] [LOCAL     ] Loaded configuration for FLEX: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.692283] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.692345] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.692407] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.692469] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.692530] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.692614] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.692680] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.692753] [DEBUG] [LOCAL     ] Loaded configuration for BTSG: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.692818] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.692881] [DEBUG] [LOCAL     ] Loaded configuration for SHFS: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.692944] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.693007] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 6 features, 80.0% accuracy
[2025-12-19T20:35:26.693069] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.693131] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.693192] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.693254] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.693315] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.693376] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.693438] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.693500] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.693561] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.693650] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.693722] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.693784] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.693847] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.693910] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.693970] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.694032] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.694103] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.694167] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.694229] [DEBUG] [LOCAL     ] Loaded configuration for KOD: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.694300] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.694372] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.694435] [DEBUG] [LOCAL     ] Loaded configuration for APP: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.694508] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.694570] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.694666] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.694738] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.694809] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.694872] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.694934] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.695016] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.695080] [DEBUG] [LOCAL     ] Loaded configuration for WSBF: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.695143] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.695208] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.695270] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.695332] [DEBUG] [LOCAL     ] Loaded configuration for PRZO: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.695402] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.695467] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.695529] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.695609] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.695675] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.695737] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.695798] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.695860] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.695921] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.695983] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.696045] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.696107] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.696168] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.696237] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.696301] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.696380] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.696445] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.696507] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.696570] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.696652] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.696716] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.696788] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.696851] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.696912] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.696974] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.697045] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.697110] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.697173] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.697234] [DEBUG] [LOCAL     ] Loaded configuration for COKE: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.697296] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.697358] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.697419] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.697481] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.697543] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.697630] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.697694] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.697754] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.697817] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.697879] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.697940] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.698003] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.698065] [DEBUG] [LOCAL     ] Loaded configuration for WLDS: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.698128] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.698196] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.698265] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.698327] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.698387] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.698448] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.698510] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.698594] [DEBUG] [LOCAL     ] Loaded configuration for LH: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.698682] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.698754] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.698817] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.698877] [DEBUG] [LOCAL     ] Loaded configuration for API: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.698938] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.698999] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.699059] [DEBUG] [LOCAL     ] Loaded configuration for BIRD: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.699126] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.699201] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.699276] [DEBUG] [LOCAL     ] Loaded configuration for JDZG: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.699341] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.699403] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2025-12-19T20:35:26.699466] [DEBUG] [LOCAL     ] Loaded configuration for OPXS: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.699527] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.699606] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.699687] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.699749] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.699810] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.699871] [DEBUG] [LOCAL     ] Loaded configuration for VREX: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.699931] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.699990] [DEBUG] [LOCAL     ] Loaded configuration for VC: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.700059] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.700126] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2025-12-19T20:35:26.700203] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-12-19T20:35:26.700279] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.700341] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.700402] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.700462] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.700523] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2025-12-19T20:35:26.700602] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.700667] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.700729] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.700806] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.700879] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.700941] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.701013] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.701078] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.701138] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.701199] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.701269] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.701331] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.701393] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.701455] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.701516] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.701601] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.701669] [DEBUG] [LOCAL     ] Loaded configuration for INM: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.701741] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.701806] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.701869] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.701932] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.701994] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.702056] [DEBUG] [LOCAL     ] Loaded configuration for GDS: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.702120] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.702184] [DEBUG] [LOCAL     ] Loaded configuration for CHI: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.702248] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.702312] [DEBUG] [LOCAL     ] Loaded configuration for FEIM: 0 features, 50.0% accuracy
[2025-12-19T20:35:26.702376] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.702440] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.702504] [DEBUG] [LOCAL     ] Loaded configuration for SNCY: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.702595] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.702664] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.702727] [DEBUG] [LOCAL     ] Loaded configuration for URNJ: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.702790] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.702853] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.702915] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.702979] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.703042] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.703105] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.703169] [DEBUG] [LOCAL     ] Loaded configuration for CRDO: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.703233] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.703296] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.703359] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.703422] [DEBUG] [LOCAL     ] Loaded configuration for ARQQ: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.703524] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2025-12-19T20:35:26.703615] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.703688] [DEBUG] [LOCAL     ] Loaded configuration for CAC: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.703751] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2025-12-19T20:35:26.703812] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.703881] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.703952] [DEBUG] [LOCAL     ] Loaded configuration for CEVA: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.704014] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.704074] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.704133] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.704192] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.704251] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.704310] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.704399] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.704462] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2025-12-19T20:35:26.704522] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.704600] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.704663] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.704723] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.704782] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.704851] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.704912] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.704972] [DEBUG] [LOCAL     ] Loaded configuration for CE: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.705031] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.705091] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.705150] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.705209] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.705269] [DEBUG] [LOCAL     ] Loaded configuration for FTHM: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.705329] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.705399] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.705463] [DEBUG] [LOCAL     ] Loaded configuration for VONG: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.705524] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.705602] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.705666] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.705726] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.705786] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.705844] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.705903] [DEBUG] [LOCAL     ] Loaded configuration for CRML: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.705970] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.706032] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.706093] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.706158] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.706221] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.706291] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.706354] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.706416] [DEBUG] [LOCAL     ] Loaded configuration for TECX: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.706477] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2025-12-19T20:35:26.706539] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.706633] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.706707] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.706771] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.706833] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.706895] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.706961] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.707025] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.707087] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.707162] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.707237] [DEBUG] [LOCAL     ] Loaded configuration for LVO: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.707306] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.707368] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.707430] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.707492] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.707553] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.707643] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.707706] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.707776] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.707850] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.707914] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.707977] [DEBUG] [LOCAL     ] Loaded configuration for BDTX: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.708039] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.708102] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.708176] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.708252] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.708321] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2025-12-19T20:35:26.708382] [DEBUG] [LOCAL     ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.708444] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2025-12-19T20:35:26.708515] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.708596] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.708685] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.708750] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.708813] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.708884] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 5 features, 100.0% accuracy
[2025-12-19T20:35:26.708947] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.709008] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.709103] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.709181] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.709259] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.709336] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.709406] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.709468] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.709529] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 50.0% accuracy
[2025-12-19T20:35:26.709608] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.709670] [DEBUG] [LOCAL     ] Loaded configuration for XTIA: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.709728] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.709787] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.709846] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.709905] [DEBUG] [LOCAL     ] Loaded configuration for QQQY: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.709966] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.710026] [DEBUG] [LOCAL     ] Loaded configuration for OPK: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.710085] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.710145] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.710216] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.710279] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.710338] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.710407] [DEBUG] [LOCAL     ] Loaded configuration for LUCD: 3 features, 50.0% accuracy
[2025-12-19T20:35:26.710469] [DEBUG] [LOCAL     ] Loaded configuration for CG: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.710530] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.710622] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.710687] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.710746] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.710806] [DEBUG] [LOCAL     ] Loaded configuration for IDAI: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.710869] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.710947] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2025-12-19T20:35:26.711010] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.711069] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.711128] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.711188] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.711249] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.711309] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.711378] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.711448] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.711511] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.711592] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.711658] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.711718] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.711778] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.711839] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.711900] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.711960] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.712019] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.712079] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.712137] [DEBUG] [LOCAL     ] Loaded configuration for SOPA: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.712205] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.712266] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.712325] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.712385] [DEBUG] [LOCAL     ] Loaded configuration for TRUP: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.712443] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.712503] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.712565] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.712644] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2025-12-19T20:35:26.712705] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.712765] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.712824] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.712882] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.712940] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.713008] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.713070] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.713129] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.713189] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.713249] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.713307] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.713375] [DEBUG] [LOCAL     ] Loaded configuration for DGCB: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.713436] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.713504] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.713588] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.713671] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2025-12-19T20:35:26.713733] [DEBUG] [LOCAL     ] Loaded configuration for BFIN: 5 features, 100.0% accuracy
[2025-12-19T20:35:26.713802] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.713864] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.713927] [DEBUG] [LOCAL     ] Loaded configuration for BVS: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.713988] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.714060] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.714124] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.714191] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.714261] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.714324] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.714386] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.714448] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.714510] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-12-19T20:35:26.714588] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.714654] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2025-12-19T20:35:26.714716] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.714776] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.714847] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.714917] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.714980] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.715042] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.715103] [DEBUG] [LOCAL     ] Loaded configuration for URBN: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.715164] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.715234] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.715305] [DEBUG] [LOCAL     ] Loaded configuration for ERNA: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.715379] [DEBUG] [LOCAL     ] Loaded configuration for COPP: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.715467] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.715536] [DEBUG] [LOCAL     ] Loaded configuration for AUPH: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.715625] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.715690] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.715752] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.715813] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.715876] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.715936] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.715998] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.716059] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.716121] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.716188] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.716249] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.716318] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.716379] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.716439] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.716500] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.716560] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.716640] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.716704] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.716766] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.716828] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.716888] [DEBUG] [LOCAL     ] Loaded configuration for WKEY: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.716949] [DEBUG] [LOCAL     ] Loaded configuration for TYGO: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.717010] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.717080] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.717163] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.717241] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.717311] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.717373] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.717435] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.717496] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.717558] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.717640] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.717704] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.717767] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2025-12-19T20:35:26.717829] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.717892] [DEBUG] [LOCAL     ] Loaded configuration for AZ: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.717954] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.718016] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.718078] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.718140] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.718202] [DEBUG] [LOCAL     ] Loaded configuration for EQIX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.718265] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.718346] [DEBUG] [LOCAL     ] Loaded configuration for URGN: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.718409] [DEBUG] [LOCAL     ] Loaded configuration for DAIO: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.718471] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.718533] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.718614] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.718703] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.718768] [DEBUG] [LOCAL     ] Loaded configuration for EGBN: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.718846] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.718911] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.718970] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.719040] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.719111] [DEBUG] [LOCAL     ] Loaded configuration for LICN: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.719175] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.719235] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.719302] [DEBUG] [LOCAL     ] Loaded configuration for EMXC: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.719362] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.719422] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.719481] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.719550] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.719632] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.719693] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.719753] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.719814] [DEBUG] [LOCAL     ] Loaded configuration for MYRG: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.719874] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.719933] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.719990] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.720049] [DEBUG] [LOCAL     ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.720112] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.720194] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.720269] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.720342] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.720415] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.720478] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.720548] [DEBUG] [LOCAL     ] Loaded configuration for AEHL: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.720635] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.720697] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.720756] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.720817] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.720878] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.720939] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.721019] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.721083] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.721152] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.721214] [DEBUG] [LOCAL     ] Loaded configuration for BP: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.721275] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.721344] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.721406] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.721472] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.721541] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.721622] [DEBUG] [LOCAL     ] Loaded configuration for ACIC: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.721684] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.721743] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.721803] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.721862] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-12-19T20:35:26.721934] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.721997] [DEBUG] [LOCAL     ] Loaded configuration for CBRL: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.722058] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.722117] [DEBUG] [LOCAL     ] Loaded configuration for DHC: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.722176] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.722235] [DEBUG] [LOCAL     ] Loaded configuration for TNON: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.722295] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.722354] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.722413] [DEBUG] [LOCAL     ] Loaded configuration for CTSH: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.722471] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.722531] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.722609] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.722679] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.722740] [DEBUG] [LOCAL     ] Loaded configuration for WINA: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.722801] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.722861] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.722922] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.723001] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.723061] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.723134] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.723199] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.723259] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.723326] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.723388] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.723448] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.723510] [DEBUG] [LOCAL     ] Loaded configuration for DPRO: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.723589] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.723656] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.723718] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.723789] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.723852] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.723914] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.723976] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.724038] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.724099] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.724159] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.724220] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.724282] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.724343] [DEBUG] [LOCAL     ] Loaded configuration for EBAY: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.724411] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.724474] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.724540] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.724619] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.724680] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.724740] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.724800] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.724861] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.724920] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.724979] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.725038] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.725096] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.725157] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.725219] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.725277] [DEBUG] [LOCAL     ] Loaded configuration for FLGC: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.725343] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.725404] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.725464] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.725524] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.725610] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.725673] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.725733] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.725792] [DEBUG] [LOCAL     ] Loaded configuration for ABL: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.725849] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.725909] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.725967] [DEBUG] [LOCAL     ] Loaded configuration for HYZD: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.726027] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.726087] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.726155] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.726216] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.726275] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.726350] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.726413] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2025-12-19T20:35:26.726472] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.726539] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.726627] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.726689] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.726750] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.726810] [DEBUG] [LOCAL     ] Loaded configuration for CF: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.726878] [DEBUG] [LOCAL     ] Loaded configuration for QTTB: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.726941] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.727001] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.727061] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.727128] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.727190] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.727249] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.727308] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.727366] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.727425] [DEBUG] [LOCAL     ] Loaded configuration for CME: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.727510] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.727589] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.727652] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.727713] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.727773] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.727832] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.727891] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.727949] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.728008] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.728066] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.728129] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.728204] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.728280] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.728342] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.728402] [DEBUG] [LOCAL     ] Loaded configuration for CII: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.728463] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2025-12-19T20:35:26.728524] [DEBUG] [LOCAL     ] Loaded configuration for ESOA: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.728619] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.728708] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.728772] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.728831] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.728891] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.728949] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.729008] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.729069] [DEBUG] [LOCAL     ] Loaded configuration for PLXS: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.729130] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.729191] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.729252] [DEBUG] [LOCAL     ] Loaded configuration for NRIX: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.729313] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.729374] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.729436] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.729497] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.729559] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.729649] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.729714] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.729777] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.729838] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.729899] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.729961] [DEBUG] [LOCAL     ] Loaded configuration for KRYS: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.730022] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.730084] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.730153] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.730230] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.730305] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.730367] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.730428] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2025-12-19T20:35:26.730490] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.730553] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.730634] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.730697] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.730762] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.730823] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.730893] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.730955] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.731025] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.731116] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.731184] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.731255] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.731328] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.731399] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.731463] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.731524] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.731611] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.731679] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.731741] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.731803] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.731865] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.731926] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.731988] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.732048] [DEBUG] [LOCAL     ] Loaded configuration for CEG: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.732109] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.732191] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.732254] [DEBUG] [LOCAL     ] Loaded configuration for NUKK: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.732314] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.732373] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.732433] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.732492] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.732552] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.732634] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.732700] [DEBUG] [LOCAL     ] Loaded configuration for VIRC: 7 features, 100.0% accuracy
[2025-12-19T20:35:26.732763] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.732825] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.732885] [DEBUG] [LOCAL     ] Loaded configuration for MIDD: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.732949] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.733009] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.733072] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.733134] [DEBUG] [LOCAL     ] Loaded configuration for MOGO: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.733201] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.733262] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.733325] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.733387] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.733449] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.733510] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.733619] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.733688] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.733750] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.733821] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.733885] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.733945] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.734005] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.734065] [DEBUG] [LOCAL     ] Loaded configuration for AXSM: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.734127] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.734189] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.734261] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.734324] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.734391] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.734460] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.734523] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.734603] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.734668] [DEBUG] [LOCAL     ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.734730] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.734793] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.734854] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.734918] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.734981] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.735043] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.735105] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.735169] [DEBUG] [LOCAL     ] Loaded configuration for VIGI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.735239] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.735303] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.735362] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.735423] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.735484] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2025-12-19T20:35:26.735545] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.735627] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.735701] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.735765] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.735827] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.735887] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.735948] [DEBUG] [LOCAL     ] Loaded configuration for QRVO: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.736010] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.736082] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.736145] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.736214] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.736299] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.736371] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.736446] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.736510] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.736595] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.736661] [DEBUG] [LOCAL     ] Loaded configuration for BCAX: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.736721] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.736781] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.736861] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.736922] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.736983] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.737055] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.737118] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.737179] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.737240] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.737302] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.737363] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.737424] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.737485] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-12-19T20:35:26.737547] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.737630] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.737703] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.737767] [DEBUG] [LOCAL     ] Loaded configuration for NNOX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.737828] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.737900] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.737972] [DEBUG] [LOCAL     ] Loaded configuration for BIOX: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.738036] [DEBUG] [LOCAL     ] Loaded configuration for ESEA: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.738098] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.738171] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.738246] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.738318] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.738381] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2025-12-19T20:35:26.738453] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.738517] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.738604] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.738700] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.738765] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.738845] [DEBUG] [LOCAL     ] Loaded configuration for CSB: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.738908] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.738969] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.739029] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.739088] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.739156] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.739222] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.739282] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.739341] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.739416] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.739486] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.739547] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.739635] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.739698] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.739758] [DEBUG] [LOCAL     ] Loaded configuration for VMBS: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.739819] [DEBUG] [LOCAL     ] Loaded configuration for APLS: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.739880] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.739939] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.740014] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.740076] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.740158] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.740252] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.740347] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.740421] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.740484] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.740544] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.740623] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.740685] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.740745] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.740815] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.740877] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2025-12-19T20:35:26.740937] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.740997] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.741057] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.741118] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.741197] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-12-19T20:35:26.741271] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.741333] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.741394] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.741454] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2025-12-19T20:35:26.741513] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.741597] [DEBUG] [LOCAL     ] Loaded configuration for BSCX: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.741681] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.741752] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.741816] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.741877] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.741940] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.742002] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.742064] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.742127] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2025-12-19T20:35:26.742193] [DEBUG] [LOCAL     ] Loaded configuration for RNAZ: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.742257] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2025-12-19T20:35:26.742319] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.742380] [DEBUG] [LOCAL     ] Loaded configuration for FNKO: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.742443] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.742514] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.742595] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.742670] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.742733] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.742795] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.742865] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.742929] [DEBUG] [LOCAL     ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.742991] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.743052] [DEBUG] [LOCAL     ] Loaded configuration for HRZN: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.743114] [DEBUG] [LOCAL     ] Loaded configuration for XP: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.743172] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.743231] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.743300] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.743362] [DEBUG] [LOCAL     ] Loaded configuration for SAIC: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.743421] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.743481] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.743542] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.743626] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.743690] [DEBUG] [LOCAL     ] Loaded configuration for UBRL: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.743758] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2025-12-19T20:35:26.743819] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.743879] [DEBUG] [LOCAL     ] Loaded configuration for PUBM: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.743937] [DEBUG] [LOCAL     ] Loaded configuration for AFRI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.743995] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.744053] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2025-12-19T20:35:26.744123] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.744186] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.744246] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.744311] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.744370] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.744429] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.744489] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.744559] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.744639] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.744700] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.744767] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.744836] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.744897] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.744956] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.745014] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.745074] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.745135] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.745195] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.745264] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.745325] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.745384] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.745443] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.745501] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.745561] [DEBUG] [LOCAL     ] Loaded configuration for CFO: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.745641] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.745702] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.745761] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.745821] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.745881] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 6 features, 90.0% accuracy
[2025-12-19T20:35:26.745941] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.746001] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.746060] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.746119] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.746209] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.746271] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.746330] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.746398] [DEBUG] [LOCAL     ] Loaded configuration for SENS: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.746461] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.746521] [DEBUG] [LOCAL     ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.746598] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.746660] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.746721] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.746780] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.746841] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.746901] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.746960] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.747029] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.747091] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.747159] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.747221] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.747282] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.747342] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.747403] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.747461] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.747520] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.747601] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.747666] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.747726] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.747794] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2025-12-19T20:35:26.747856] [DEBUG] [LOCAL     ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy
[2025-12-19T20:35:26.747918] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.747979] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.748039] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.748109] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.748170] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.748233] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2025-12-19T20:35:26.748294] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 6 features, 90.0% accuracy
[2025-12-19T20:35:26.748354] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.748413] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.748480] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.748555] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.748674] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.748740] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.748799] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.748857] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.748915] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.748981] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.749043] [DEBUG] [LOCAL     ] Loaded configuration for SIEB: 6 features, 90.0% accuracy
[2025-12-19T20:35:26.749104] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.749168] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.749230] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.749298] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.749360] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.749420] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 7 features, 90.0% accuracy
[2025-12-19T20:35:26.749480] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.749551] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.749634] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.749696] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.749757] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.749826] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2025-12-19T20:35:26.749889] [DEBUG] [LOCAL     ] Loaded configuration for STI: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.749958] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2025-12-19T20:35:26.750019] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.750078] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.750150] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.750223] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.750294] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.750354] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.750414] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-12-19T20:35:26.750474] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.750533] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.750612] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.750673] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.750730] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.750818] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.750881] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.750942] [DEBUG] [LOCAL     ] Loaded configuration for GNPX: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.751003] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.751063] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.751131] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.751191] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.751268] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.751339] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.751400] [DEBUG] [LOCAL     ] Loaded configuration for VTWO: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.751481] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.751540] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.751628] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.751693] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.751753] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.751813] [DEBUG] [LOCAL     ] Loaded configuration for LEGN: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.751874] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.751937] [DEBUG] [LOCAL     ] Loaded configuration for MASS: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.752008] [DEBUG] [LOCAL     ] Loaded configuration for GCBC: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.752078] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.752142] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.752206] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.752271] [DEBUG] [LOCAL     ] Loaded configuration for AIRS: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.752333] [DEBUG] [LOCAL     ] Loaded configuration for TDUP: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.752404] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.752468] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.752540] [DEBUG] [LOCAL     ] Loaded configuration for HNDL: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.752635] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.752701] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.752761] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.752829] [DEBUG] [LOCAL     ] Loaded configuration for HBANL: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.752893] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.752962] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.753027] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.753087] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.753149] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.753211] [DEBUG] [LOCAL     ] Loaded configuration for ATLO: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.753271] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.753332] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.753395] [DEBUG] [LOCAL     ] Loaded configuration for SLM: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.753456] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.753518] [DEBUG] [LOCAL     ] Loaded configuration for FICS: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.753597] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.753681] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.753743] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.753802] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.753862] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.753929] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.753991] [DEBUG] [LOCAL     ] Loaded configuration for CNOB: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.754050] [DEBUG] [LOCAL     ] Loaded configuration for OTEX: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.754109] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.754168] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.754232] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.754293] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2025-12-19T20:35:26.754352] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.754411] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.754471] [DEBUG] [LOCAL     ] Loaded configuration for VNOM: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.754530] [DEBUG] [LOCAL     ] Loaded configuration for NISN: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.754607] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.754669] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.754728] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2025-12-19T20:35:26.754788] [DEBUG] [LOCAL     ] Loaded configuration for SCLX: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.754847] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.754906] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.754967] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.755027] [DEBUG] [LOCAL     ] Loaded configuration for QNCX: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.755085] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.755153] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.755217] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.755276] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.755335] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.755413] [DEBUG] [LOCAL     ] Loaded configuration for UTWO: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.755474] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2025-12-19T20:35:26.755535] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.755623] [DEBUG] [LOCAL     ] Loaded configuration for HYFM: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.755686] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.755745] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.755805] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.755866] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.755927] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.755996] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.756068] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.756128] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.756188] [DEBUG] [LOCAL     ] Loaded configuration for RDHL: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.756252] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.756309] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.756367] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2025-12-19T20:35:26.756428] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.756488] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.756548] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.756627] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.756688] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.756746] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.756806] [DEBUG] [LOCAL     ] Loaded configuration for ATHA: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.756865] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.756923] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.756982] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.757051] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.757113] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.757173] [DEBUG] [LOCAL     ] Loaded configuration for ZURA: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.757239] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.757298] [DEBUG] [LOCAL     ] Loaded configuration for ACLS: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.757356] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.757425] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.757487] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.757553] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.757641] [DEBUG] [LOCAL     ] Loaded configuration for CLNN: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.757710] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.757772] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.757832] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.757900] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.757963] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.758022] [DEBUG] [LOCAL     ] Loaded configuration for LIND: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.758081] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.758153] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.758227] [DEBUG] [LOCAL     ] Loaded configuration for WERN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.758307] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.758370] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.758438] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.758506] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.758569] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2025-12-19T20:35:26.758680] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.758746] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.758815] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.758877] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.758939] [DEBUG] [LOCAL     ] Loaded configuration for DH: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.758999] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.759060] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.759121] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.759180] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.759248] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.759317] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.759378] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.759449] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.759511] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.759570] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.759654] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.759715] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.759773] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.759840] [DEBUG] [LOCAL     ] Loaded configuration for ENSC: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.759901] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.759962] [DEBUG] [LOCAL     ] Loaded configuration for QD: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.760049] [DEBUG] [LOCAL     ] Loaded configuration for USEA: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.760116] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.760189] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.760270] [DEBUG] [LOCAL     ] Loaded configuration for CSWC: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.760336] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.760395] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.760456] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 6 features, 90.0% accuracy
[2025-12-19T20:35:26.760515] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.760594] [DEBUG] [LOCAL     ] Loaded configuration for FRHC: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.760667] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.760741] [DEBUG] [LOCAL     ] Loaded configuration for DLTH: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.760810] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.760872] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.760933] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.760999] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.761069] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.761130] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.761191] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.761250] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.761310] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.761388] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.761453] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.761513] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.761589] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.761662] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.761724] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.761783] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.761850] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2025-12-19T20:35:26.761910] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.761970] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.762029] [DEBUG] [LOCAL     ] Loaded configuration for VRNS: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.762089] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.762149] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.762209] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.762279] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.762341] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.762399] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.762458] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.762517] [DEBUG] [LOCAL     ] Loaded configuration for MNKD: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.762599] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.762664] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.762724] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.762783] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.762842] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.762900] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.762961] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.763024] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.763097] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.763161] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.763223] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.763285] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.763347] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.763410] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.763481] [DEBUG] [LOCAL     ] Loaded configuration for LDSF: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.763554] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.763643] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.763707] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.763771] [DEBUG] [LOCAL     ] Loaded configuration for FITBI: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.763834] [DEBUG] [LOCAL     ] Loaded configuration for ANTX: 2 features, 50.0% accuracy
[2025-12-19T20:35:26.763896] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.763958] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.764019] [DEBUG] [LOCAL     ] Loaded configuration for PTIX: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.764081] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.764142] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.764204] [DEBUG] [LOCAL     ] Loaded configuration for OPRX: 5 features, 100.0% accuracy
[2025-12-19T20:35:26.764276] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.764341] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.764403] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.764464] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.764526] [DEBUG] [LOCAL     ] Loaded configuration for SFM: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.764605] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.764696] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2025-12-19T20:35:26.764768] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.764833] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.764903] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.764967] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.765030] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.765094] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.765160] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.765222] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.765283] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.765346] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.765408] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.765471] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.765543] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.765628] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.765691] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.765753] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.765815] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.765878] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.765939] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.766018] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.766082] [DEBUG] [LOCAL     ] Loaded configuration for OMCL: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.766144] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.766215] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.766278] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.766348] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.766418] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.766483] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.766544] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.766630] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.766693] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.766754] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.766815] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.766875] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.766937] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.766999] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.767061] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.767123] [DEBUG] [LOCAL     ] Loaded configuration for QYLD: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.767186] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.767248] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.767310] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.767372] [DEBUG] [LOCAL     ] Loaded configuration for VS: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.767444] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.767507] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.767569] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.767653] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.767718] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.767780] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.767843] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.767913] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.767985] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.768056] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.768120] [DEBUG] [LOCAL     ] Loaded configuration for FDIG: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.768193] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.768270] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.768336] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.768397] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.768457] [DEBUG] [LOCAL     ] Loaded configuration for FRSH: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.768543] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.768629] [DEBUG] [LOCAL     ] Loaded configuration for QTUM: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.768714] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.768778] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.768840] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.768900] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.768962] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.769023] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.769086] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.769148] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.769209] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.769270] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.769332] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.769421] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2025-12-19T20:35:26.769492] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.769565] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.769661] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.769725] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.769794] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.769861] [DEBUG] [LOCAL     ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.769922] [DEBUG] [LOCAL     ] Loaded configuration for COF: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.769983] [DEBUG] [LOCAL     ] Loaded configuration for UNTY: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.770043] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.770102] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.770162] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.770226] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2025-12-19T20:35:26.770285] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.770343] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.770403] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.770463] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.770522] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.770597] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.770661] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.770721] [DEBUG] [LOCAL     ] Loaded configuration for MRUS: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.770781] [DEBUG] [LOCAL     ] Loaded configuration for RDCM: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.770848] [DEBUG] [LOCAL     ] Loaded configuration for NXPI: 6 features, 70.0% accuracy
[2025-12-19T20:35:26.770909] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.770970] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.771037] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.771097] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.771156] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.771219] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.771280] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.771340] [DEBUG] [LOCAL     ] Loaded configuration for FHTX: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.771399] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.771479] [DEBUG] [LOCAL     ] Loaded configuration for CBUS: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.771544] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.771630] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.771693] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.771750] [DEBUG] [LOCAL     ] Loaded configuration for CALM: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.771810] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.771877] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.771945] [DEBUG] [LOCAL     ] Loaded configuration for EZGO: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.772007] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.772068] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.772127] [DEBUG] [LOCAL     ] Loaded configuration for UBFO: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.772188] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.772256] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.772317] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.772378] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.772438] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.772498] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.772556] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.772633] [DEBUG] [LOCAL     ] Loaded configuration for NITO: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.772704] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.772767] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.772829] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.772890] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.772949] [DEBUG] [LOCAL     ] Loaded configuration for KOPN: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.773009] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.773068] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.773129] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.773188] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.773248] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.773306] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.773365] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.773434] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.773495] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.773554] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.773634] [DEBUG] [LOCAL     ] Loaded configuration for MSTX: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.773695] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.773756] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.773813] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.773872] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.773965] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.774029] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.774090] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.774150] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.774210] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.774269] [DEBUG] [LOCAL     ] Loaded configuration for HPK: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.774328] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.774386] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.774454] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.774516] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.774592] [DEBUG] [LOCAL     ] Loaded configuration for NYXH: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.774657] [DEBUG] [LOCAL     ] Loaded configuration for AIFF: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.774718] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.774779] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.774837] [DEBUG] [LOCAL     ] Loaded configuration for CSGP: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.774898] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2025-12-19T20:35:26.774958] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.775019] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.775079] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.775139] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.775199] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.775259] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.775318] [DEBUG] [LOCAL     ] Loaded configuration for XPEL: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.775376] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.775444] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.775506] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.775596] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.775663] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.775725] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.775783] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.775853] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.775914] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.775982] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.776050] [DEBUG] [LOCAL     ] Loaded configuration for EDBL: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.776112] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.776171] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.776239] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.776302] [DEBUG] [LOCAL     ] Loaded configuration for PEBO: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.776364] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.776426] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.776497] [DEBUG] [LOCAL     ] Loaded configuration for ALNY: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.776558] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.776639] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.776702] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.776764] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.776825] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.776886] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.776955] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.777019] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.777079] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.777140] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.777200] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.777264] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.777322] [DEBUG] [LOCAL     ] Loaded configuration for ANNX: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.777384] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.777445] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.777507] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.777568] [DEBUG] [LOCAL     ] Loaded configuration for FNX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.777658] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.777730] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.777793] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.777853] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.777915] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.777975] [DEBUG] [LOCAL     ] Loaded configuration for LESL: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.778036] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.778106] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.778169] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.778230] [DEBUG] [LOCAL     ] Loaded configuration for BSLK: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.778298] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.778371] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.778433] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.778513] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.778592] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.778672] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.778739] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.778802] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.778864] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.778926] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.778989] [DEBUG] [LOCAL     ] Loaded configuration for RMNI: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.779062] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.779123] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2025-12-19T20:35:26.779185] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.779261] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.779326] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.779390] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.779451] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.779521] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.779603] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.779669] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.779732] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.779794] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.779857] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.779920] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.779982] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.780043] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.780106] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.780168] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.780249] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.780314] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.780377] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.780452] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.780516] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.780600] [DEBUG] [LOCAL     ] Loaded configuration for EOLS: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.780668] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.780730] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.780792] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.780854] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.780923] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.780985] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.781046] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.781107] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2025-12-19T20:35:26.781169] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.781230] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.781293] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2025-12-19T20:35:26.781354] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.781417] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.781479] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.781559] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.781646] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.781708] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.781771] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-12-19T20:35:26.781834] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.781896] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.781959] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.782020] [DEBUG] [LOCAL     ] Loaded configuration for CATH: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.782081] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.782143] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.782205] [DEBUG] [LOCAL     ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.782266] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.782328] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.782390] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.782451] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.782522] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2025-12-19T20:35:26.782602] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2025-12-19T20:35:26.782667] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.782729] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.782791] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.782853] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.782915] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.782985] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.783047] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.783109] [DEBUG] [LOCAL     ] Loaded configuration for APPF: 2 features, 50.0% accuracy
[2025-12-19T20:35:26.783189] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.783251] [DEBUG] [LOCAL     ] Loaded configuration for SMCI: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.783313] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.783384] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.783447] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.783517] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.783599] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.783664] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.783734] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.783798] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.783860] [DEBUG] [LOCAL     ] Loaded configuration for CRAI: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.783935] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.784008] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.784072] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.784135] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.784201] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.784263] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.784325] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.784387] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.784449] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.784518] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.784596] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.784660] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.784718] [DEBUG] [LOCAL     ] Loaded configuration for HGBL: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.784776] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.784837] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.784896] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.784955] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.785014] [DEBUG] [LOCAL     ] Loaded configuration for TZOO: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.785074] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.785133] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.785193] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.785252] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.785311] [DEBUG] [LOCAL     ] Loaded configuration for FDTX: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.785371] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.785431] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.785490] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.785557] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.785651] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.785714] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.785775] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.785843] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.785912] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.785975] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.786036] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.786096] [DEBUG] [LOCAL     ] Loaded configuration for CDTX: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.786157] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.786218] [DEBUG] [LOCAL     ] Loaded configuration for IREN: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.786279] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.786339] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.786399] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.786468] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.786530] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.786608] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.786681] [DEBUG] [LOCAL     ] Loaded configuration for VALN: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.786743] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2025-12-19T20:35:26.786804] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.786865] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.786926] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.786987] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.787047] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.787115] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.787175] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.787242] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.787304] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.787364] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.787424] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.787483] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.787542] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2025-12-19T20:35:26.787622] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.787688] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.787768] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.787837] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.787898] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.787958] [DEBUG] [LOCAL     ] Loaded configuration for ALMS: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.788017] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.788077] [DEBUG] [LOCAL     ] Loaded configuration for AI: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.788137] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.788209] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.788293] [DEBUG] [LOCAL     ] Loaded configuration for PLBC: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.788361] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.788419] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.788479] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.788538] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.788617] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.788718] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.788789] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.788851] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.788912] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.788972] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.789032] [DEBUG] [LOCAL     ] Loaded configuration for VRCA: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.789093] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.789152] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.789225] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.789306] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.789371] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.789433] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.789495] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.789556] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.789645] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.789707] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.789769] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.789838] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.789909] [DEBUG] [LOCAL     ] Loaded configuration for BIAF: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.789972] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.790034] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.790097] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.790157] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.790221] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.790295] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.790359] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.790430] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.790498] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.790562] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.790643] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.790705] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.790767] [DEBUG] [LOCAL     ] Loaded configuration for XRAY: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.790837] [DEBUG] [LOCAL     ] Loaded configuration for AMWD: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.790899] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.790961] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.791036] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.791101] [DEBUG] [LOCAL     ] Loaded configuration for HFFG: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.791163] [DEBUG] [LOCAL     ] Loaded configuration for TIL: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.791225] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 7 features, 90.0% accuracy
[2025-12-19T20:35:26.791288] [DEBUG] [LOCAL     ] Loaded configuration for LWLG: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.791352] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.791413] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.791476] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.791538] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 50.0% accuracy
[2025-12-19T20:35:26.791640] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.791720] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.791790] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.791854] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.791917] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.791986] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.792052] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.792115] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.792175] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.792237] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.792298] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.792367] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.792430] [DEBUG] [LOCAL     ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.792512] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.792597] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.792665] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.792726] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.792788] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.792850] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.792912] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.792974] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.793044] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.793108] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.793178] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.793241] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.793303] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-12-19T20:35:26.793381] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.793445] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.793506] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.793584] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.793650] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.793716] [DEBUG] [LOCAL     ] Loaded configuration for WB: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.793779] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2025-12-19T20:35:26.793841] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.793902] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.793962] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.794023] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.794083] [DEBUG] [LOCAL     ] Loaded configuration for APPN: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.794143] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.794207] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.794275] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.794336] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.794395] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.794455] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.794514] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.794599] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.794673] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.794735] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.794795] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.794855] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.794915] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.794975] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.795035] [DEBUG] [LOCAL     ] Loaded configuration for REPL: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.795093] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.795152] [DEBUG] [LOCAL     ] Loaded configuration for TCMD: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.795211] [DEBUG] [LOCAL     ] Loaded configuration for CCB: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.795270] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.795339] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2025-12-19T20:35:26.795400] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.795461] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.795520] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.795595] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.795658] [DEBUG] [LOCAL     ] Loaded configuration for UTEN: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.795718] [DEBUG] [LOCAL     ] Loaded configuration for EXAS: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.795784] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.795845] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2025-12-19T20:35:26.795904] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.795964] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.796023] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.796092] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.796154] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.796218] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.796277] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.796337] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.796397] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.796457] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.796516] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.796592] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.796656] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.796714] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.796773] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.796834] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.796892] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.796952] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.797031] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.797102] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.797164] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.797225] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.797284] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.797343] [DEBUG] [LOCAL     ] Loaded configuration for VFS: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.797403] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.797462] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.797524] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 6 features, 80.0% accuracy
[2025-12-19T20:35:26.797602] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.797674] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.797735] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.797801] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.797863] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2025-12-19T20:35:26.797929] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.797997] [DEBUG] [LOCAL     ] Loaded configuration for ZYME: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.798058] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.798124] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.798194] [DEBUG] [LOCAL     ] Loaded configuration for APVO: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.798256] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.798331] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.798391] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.798449] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.798516] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.798600] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.798694] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.798758] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.798819] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.798879] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.798939] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.798998] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.799058] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.799118] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.799177] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.799240] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.799299] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.799358] [DEBUG] [LOCAL     ] Loaded configuration for FLXS: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.799427] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.799490] [DEBUG] [LOCAL     ] Loaded configuration for III: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.799551] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.799632] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.799694] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2025-12-19T20:35:26.799755] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.799816] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.799877] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.799939] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 1 features, 100.0% accuracy
[2025-12-19T20:35:26.800001] [DEBUG] [LOCAL     ] Loaded configuration for CALC: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.800064] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.800126] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.800189] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.800257] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.800321] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.800384] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.800446] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.800508] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.800586] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.800660] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.800723] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.800784] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.800847] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.800906] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.800967] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.801028] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.801089] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.801152] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 100.0% accuracy
[2025-12-19T20:35:26.801216] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.801280] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.801342] [DEBUG] [LOCAL     ] Loaded configuration for TAYD: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.801404] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.801466] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.801529] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.801638] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.801718] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.801790] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.801853] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.801917] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.801979] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.802041] [DEBUG] [LOCAL     ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.802102] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.802164] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.802230] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.802291] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.802352] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.802413] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.802475] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.802537] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.802619] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.802693] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.802757] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.802818] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.802880] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.802943] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.803003] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.803063] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.803131] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.803206] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.803269] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.803330] [DEBUG] [LOCAL     ] Loaded configuration for GGAL: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.803390] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.803451] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.803511] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.803592] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.803658] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.803718] [DEBUG] [LOCAL     ] Loaded configuration for GMM: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.803776] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.803836] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.803905] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.803968] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.804028] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.804097] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.804159] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.804224] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.804284] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.804342] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.804401] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.804461] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.804530] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.804617] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.804681] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.804741] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.804809] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.804872] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.804932] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.804993] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.805053] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.805113] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.805172] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.805249] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.805316] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.805381] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.805443] [DEBUG] [LOCAL     ] Loaded configuration for METD: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.805505] [DEBUG] [LOCAL     ] Loaded configuration for BUSE: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.805599] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.805665] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.805727] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.805790] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.805862] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.805927] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.805998] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.806063] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.806124] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2025-12-19T20:35:26.806186] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.806267] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.806330] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2025-12-19T20:35:26.806393] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.806455] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2025-12-19T20:35:26.806518] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.806597] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.806662] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.806725] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.806788] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.806850] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.806913] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.806975] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.807037] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.807099] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.807162] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.807224] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.807286] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.807347] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.807409] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 1 features, 20.0% accuracy
[2025-12-19T20:35:26.807471] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.807544] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.807626] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.807690] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.807752] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.807822] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.807884] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.807948] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.808011] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 6 features, 80.0% accuracy
[2025-12-19T20:35:26.808080] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.808146] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.808211] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.808273] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.808345] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2025-12-19T20:35:26.808409] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.808478] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.808549] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.808637] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.808717] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2025-12-19T20:35:26.808782] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.808845] [DEBUG] [LOCAL     ] Loaded configuration for ALRS: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.808908] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.808977] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.809053] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.809116] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.809175] [DEBUG] [LOCAL     ] Loaded configuration for UFCS: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.809237] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.809297] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.809356] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.809415] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.809475] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.809541] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.809622] [DEBUG] [LOCAL     ] Loaded configuration for DE: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.809684] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.809744] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.809805] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.809864] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.809924] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.809983] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.810042] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.810103] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.810175] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.810265] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.810331] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.810390] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.810451] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.810512] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.810598] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.810663] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.810723] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-12-19T20:35:26.810782] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.810851] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.810938] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.811003] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.811063] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.811125] [DEBUG] [LOCAL     ] Loaded configuration for CMMB: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.811185] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.811244] [DEBUG] [LOCAL     ] Loaded configuration for BK: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.811303] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.811364] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.811424] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.811484] [DEBUG] [LOCAL     ] Loaded configuration for UMBF: 2 features, 50.0% accuracy
[2025-12-19T20:35:26.811545] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.811625] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.811687] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.811746] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.811825] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.811892] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.811952] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.812021] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.812084] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.812145] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.812211] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.812272] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.812332] [DEBUG] [LOCAL     ] Loaded configuration for USCB: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.812392] [DEBUG] [LOCAL     ] Loaded configuration for GIFI: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.812451] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.812518] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.812603] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.812668] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.812729] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.812789] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.812858] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.812921] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.812982] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.813050] [DEBUG] [LOCAL     ] Loaded configuration for HDSN: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.813111] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.813170] [DEBUG] [LOCAL     ] Loaded configuration for MRSN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.813246] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.813312] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.813374] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.813436] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.813497] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.813558] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.813649] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.813712] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.813774] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.813836] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.813899] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.813961] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.814022] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.814091] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.814155] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.814227] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.814290] [DEBUG] [LOCAL     ] Loaded configuration for KRUS: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.814361] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.814424] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.814486] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.814547] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.814628] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.814692] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.814754] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.814815] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.814876] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.814938] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.814999] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.815061] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.815123] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.815187] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.815252] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.815314] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.815376] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.815438] [DEBUG] [LOCAL     ] Loaded configuration for SY: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.815545] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.815640] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.815716] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.815779] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.815842] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.815902] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.815962] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.816036] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.816099] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.816166] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.816228] [DEBUG] [LOCAL     ] Loaded configuration for ADMA: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.816289] [DEBUG] [LOCAL     ] Loaded configuration for CSCO: 5 features, 60.0% accuracy
[2025-12-19T20:35:26.816350] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.816410] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.816470] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.816530] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.816607] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.816671] [DEBUG] [LOCAL     ] Loaded configuration for AWRE: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.816730] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.816791] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.816851] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.816912] [DEBUG] [LOCAL     ] Loaded configuration for PCB: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.816972] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.817032] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.817091] [DEBUG] [LOCAL     ] Loaded configuration for TRUE: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.817151] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.817218] [DEBUG] [LOCAL     ] Loaded configuration for UE: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.817280] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.817339] [DEBUG] [LOCAL     ] Loaded configuration for WTFC: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.817398] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.817456] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.817514] [DEBUG] [LOCAL     ] Loaded configuration for NWL: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.817595] [DEBUG] [LOCAL     ] Loaded configuration for AEIS: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.817660] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.817722] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.817781] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.817839] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.817899] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.817967] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.818028] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.818098] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.818159] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.818220] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.818284] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.818345] [DEBUG] [LOCAL     ] Loaded configuration for QTEC: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.818413] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.818475] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.818535] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.818612] [DEBUG] [LOCAL     ] Loaded configuration for CVBF: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.818690] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.818753] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.818812] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.818871] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.818930] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.818990] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.819048] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.819118] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.819179] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.819238] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.819297] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.819357] [DEBUG] [LOCAL     ] Loaded configuration for UPWK: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.819416] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2025-12-19T20:35:26.819474] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.819531] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.819608] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.819679] [DEBUG] [LOCAL     ] Loaded configuration for SAVA: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.819741] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.819799] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.819858] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.819917] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.819975] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.820062] [DEBUG] [LOCAL     ] Loaded configuration for AQMS: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.820124] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.820197] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.820271] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.820344] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.820412] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2025-12-19T20:35:26.820471] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.820530] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.820609] [DEBUG] [LOCAL     ] Loaded configuration for UFPI: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.820672] [DEBUG] [LOCAL     ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.820732] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.820794] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-12-19T20:35:26.820854] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.820913] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.820974] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.821035] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.821095] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.821157] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.821218] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2025-12-19T20:35:26.821283] [DEBUG] [LOCAL     ] Loaded configuration for WHF: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.821342] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.821403] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.821465] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.821524] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.821599] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.821663] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.821723] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.821784] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.821846] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.821925] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.821988] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.822047] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.822107] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.822172] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.822233] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2025-12-19T20:35:26.822292] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2025-12-19T20:35:26.822353] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.822414] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.822484] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.822546] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.822632] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.822694] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.822755] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.822815] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.822885] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.822946] [DEBUG] [LOCAL     ] Loaded configuration for JSMD: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.823008] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.823067] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.823134] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.823207] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.823279] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.823341] [DEBUG] [LOCAL     ] Loaded configuration for WRLD: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.823401] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.823462] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.823523] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.823614] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.823698] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.823761] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.823824] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.823887] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.823950] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2025-12-19T20:35:26.824021] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.824085] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.824145] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2025-12-19T20:35:26.824208] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.824270] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.824332] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.824394] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.824465] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.824528] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.824607] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.824690] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.824766] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.824829] [DEBUG] [LOCAL     ] Loaded configuration for SNEX: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.824891] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.824961] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.825025] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.825087] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.825149] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.825211] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.825272] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.825333] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.825403] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.825466] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.825541] [DEBUG] [LOCAL     ] Loaded configuration for BNZI: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.825624] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.825688] [DEBUG] [LOCAL     ] Loaded configuration for CRIS: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.825750] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.825812] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.825874] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.825944] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.826009] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.826071] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.826140] [DEBUG] [LOCAL     ] Loaded configuration for ATAI: 0 features, 50.0% accuracy
[2025-12-19T20:35:26.826204] [DEBUG] [LOCAL     ] Loaded configuration for UPBD: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.826267] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.826329] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.826390] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.826451] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.826511] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2025-12-19T20:35:26.826594] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.826661] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.826722] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.826783] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.826853] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.826916] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.826977] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.827046] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.827118] [DEBUG] [LOCAL     ] Loaded configuration for UONE: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.827183] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.827250] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.827311] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.827373] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.827435] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.827506] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.827569] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.827651] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.827714] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.827777] [DEBUG] [LOCAL     ] Loaded configuration for GILD: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.827839] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.827909] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.827981] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.828055] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.828120] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.828190] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.828257] [DEBUG] [LOCAL     ] Loaded configuration for CLNE: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.828318] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.828379] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.828440] [DEBUG] [LOCAL     ] Loaded configuration for NIPG: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.828502] [DEBUG] [LOCAL     ] Loaded configuration for SXTC: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.828562] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2025-12-19T20:35:26.828643] [DEBUG] [LOCAL     ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.828722] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.828793] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.828855] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.828917] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.828979] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.829040] [DEBUG] [LOCAL     ] Loaded configuration for HBCP: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.829112] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.829189] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.829264] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.829333] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.829412] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.829474] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.829534] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.829618] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.829682] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.829743] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.829802] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.829861] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.829921] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.829980] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.830040] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.830100] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.830170] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.830237] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.830297] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.830357] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.830426] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.830487] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.830547] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.830626] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2025-12-19T20:35:26.830688] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.830750] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.830809] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.830869] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.830930] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.830998] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.831061] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.831121] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.831188] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.831255] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.831313] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.831372] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2025-12-19T20:35:26.831432] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.831490] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.831551] [DEBUG] [LOCAL     ] Loaded configuration for MNMD: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.831638] [DEBUG] [LOCAL     ] Loaded configuration for CVAC: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.831702] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.831762] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.831823] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.831884] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.831949] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.832026] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.832088] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.832149] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.832208] [DEBUG] [LOCAL     ] Loaded configuration for PEBK: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.832278] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.832340] [DEBUG] [LOCAL     ] Loaded configuration for NWPX: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.832400] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.832461] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.832530] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.832612] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.832682] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.832744] [DEBUG] [LOCAL     ] Loaded configuration for BTM: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.832804] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.832872] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.832939] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.833001] [DEBUG] [LOCAL     ] Loaded configuration for CCAP: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.833060] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.833120] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.833179] [DEBUG] [LOCAL     ] Loaded configuration for TXMD: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.833239] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.833298] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.833367] [DEBUG] [LOCAL     ] Loaded configuration for LUCY: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.833430] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2025-12-19T20:35:26.833491] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2025-12-19T20:35:26.833552] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.833634] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.833695] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.833755] [DEBUG] [LOCAL     ] Loaded configuration for ENGN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.833822] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.833885] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.833967] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2025-12-19T20:35:26.834037] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2025-12-19T20:35:26.834102] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2025-12-19T20:35:26.834177] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.834250] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.834324] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.834386] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.834445] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.834505] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.834590] [DEBUG] [LOCAL     ] Loaded configuration for LAES: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.834657] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.834716] [DEBUG] [LOCAL     ] Loaded configuration for ON: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.834776] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.834835] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.834894] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.834962] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.835031] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.835094] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.835168] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.835241] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.835319] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2025-12-19T20:35:26.835389] [DEBUG] [LOCAL     ] Loaded configuration for COMM: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.835450] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.835510] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.835597] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.835665] [DEBUG] [LOCAL     ] Loaded configuration for WOOF: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.835726] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.835786] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.835845] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.835915] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.835977] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.836038] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.836097] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.836156] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.836216] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.836285] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.836347] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.836405] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.836465] [DEBUG] [LOCAL     ] Loaded configuration for VERO: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.836538] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.836619] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.836682] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.836741] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.836801] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.836863] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 7 features, 90.0% accuracy
[2025-12-19T20:35:26.836923] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.836993] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.837056] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.837117] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.837178] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.837251] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.837313] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.837375] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.837446] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.837508] [DEBUG] [LOCAL     ] Loaded configuration for RAPP: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.837568] [DEBUG] [LOCAL     ] Loaded configuration for DENN: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.837649] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.837722] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.837785] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.837854] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.837915] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.837975] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.838043] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.838107] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.838176] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.838250] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.838317] [DEBUG] [LOCAL     ] Loaded configuration for RBBN: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.838376] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.838435] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.838496] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.838557] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.838669] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.838736] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.838797] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.838857] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.838927] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.838990] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.839050] [DEBUG] [LOCAL     ] Loaded configuration for HLNE: 1 features, 50.0% accuracy
[2025-12-19T20:35:26.839109] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.839170] [DEBUG] [LOCAL     ] Loaded configuration for VGSH: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.839236] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.839298] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.839358] [DEBUG] [LOCAL     ] Loaded configuration for STIM: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.839420] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.839480] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.839549] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.839631] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.839693] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.839761] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.839823] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.839883] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.839945] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.840005] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.840065] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.840123] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.840182] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.840241] [DEBUG] [LOCAL     ] Loaded configuration for VTSI: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.840309] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.840370] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.840429] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.840487] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.840555] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.840649] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.840712] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.840771] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.840831] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.840891] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.840952] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.841012] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.841073] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.841134] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.841206] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.841279] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.841340] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.841399] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.841467] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.841527] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.841605] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.841668] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.841735] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.841797] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.841857] [DEBUG] [LOCAL     ] Loaded configuration for PYPL: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.841925] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.841986] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2025-12-19T20:35:26.842059] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.842136] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.842209] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.842280] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.842350] [DEBUG] [LOCAL     ] Loaded configuration for ACDC: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.842420] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.842484] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.842545] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2025-12-19T20:35:26.842624] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.842686] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.842745] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.842814] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.842875] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.842935] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.842993] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.843050] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 3 features, 50.0% accuracy
[2025-12-19T20:35:26.843110] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 100.0% accuracy
[2025-12-19T20:35:26.843194] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.843290] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.843352] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.843411] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.843479] [DEBUG] [LOCAL     ] Loaded configuration for UVSP: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.843542] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.843621] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.843683] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.843751] [DEBUG] [LOCAL     ] Loaded configuration for UTMD: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.843812] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.843872] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.843933] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.843993] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.844053] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.844113] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.844176] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.844235] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.844295] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.844354] [DEBUG] [LOCAL     ] Loaded configuration for BCRX: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.844422] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.844484] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.844542] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.844629] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.844693] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.844757] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 6 features, 90.0% accuracy
[2025-12-19T20:35:26.844819] [DEBUG] [LOCAL     ] Loaded configuration for CAKE: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.844883] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.844945] [DEBUG] [LOCAL     ] Loaded configuration for FTHI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.845006] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.845068] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.845129] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.845190] [DEBUG] [LOCAL     ] Loaded configuration for VFLO: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.845264] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.845326] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.845388] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2025-12-19T20:35:26.845450] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.845513] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.845597] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.845664] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.845727] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.845789] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.845850] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.845911] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.845972] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.846033] [DEBUG] [LOCAL     ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.846095] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.846166] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.846235] [DEBUG] [LOCAL     ] Loaded configuration for TARA: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.846299] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.846360] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.846421] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.846482] [DEBUG] [LOCAL     ] Loaded configuration for TTSH: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.846552] [DEBUG] [LOCAL     ] Loaded configuration for STAA: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.846634] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.846705] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.846768] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.846829] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.846889] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.846950] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.847025] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.847089] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.847151] [DEBUG] [LOCAL     ] Loaded configuration for BKNG: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.847216] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.847289] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2025-12-19T20:35:26.847354] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.847425] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, 90.0% accuracy
[2025-12-19T20:35:26.847489] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.847551] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.847631] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.847694] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.847763] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.847825] [DEBUG] [LOCAL     ] Loaded configuration for BSCS: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.847905] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.847977] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.848040] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.848102] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.848172] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.848241] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2025-12-19T20:35:26.848303] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.848363] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.848425] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2025-12-19T20:35:26.848485] [DEBUG] [LOCAL     ] Loaded configuration for NECB: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.848545] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.848625] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.848715] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.848777] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.848846] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.848910] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.848970] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.849030] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.849089] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.849149] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.849209] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.849269] [DEBUG] [LOCAL     ] Loaded configuration for WEYS: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.849329] [DEBUG] [LOCAL     ] Loaded configuration for AZTA: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.849427] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.849491] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.849551] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.849638] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.849710] [DEBUG] [LOCAL     ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.849772] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.849831] [DEBUG] [LOCAL     ] Loaded configuration for JTAI: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.849889] [DEBUG] [LOCAL     ] Loaded configuration for AEP: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.849957] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.850020] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.850079] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.850137] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.850196] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.850263] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.850323] [DEBUG] [LOCAL     ] Loaded configuration for QSI: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.850382] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.850440] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.850500] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.850559] [DEBUG] [LOCAL     ] Loaded configuration for BATRK: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.850648] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.850717] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.850779] [DEBUG] [LOCAL     ] Loaded configuration for UROY: 5 features, 60.0% accuracy
[2025-12-19T20:35:26.850848] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.850910] [DEBUG] [LOCAL     ] Loaded configuration for CCEP: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.850978] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.851041] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.851102] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.851162] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.851222] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.851281] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 1 features, 100.0% accuracy
[2025-12-19T20:35:26.851339] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.851398] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.851458] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.851517] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.851592] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.851656] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.851717] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.851779] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.851838] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.851906] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.851968] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.852028] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.852087] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.852180] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.852262] [DEBUG] [LOCAL     ] Loaded configuration for DLHC: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.852326] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.852386] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.852455] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.852541] [DEBUG] [LOCAL     ] Loaded configuration for FCEL: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.852623] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.852693] [DEBUG] [LOCAL     ] Loaded configuration for TYRA: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.852764] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.852824] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.852884] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.852945] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.853003] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.853062] [DEBUG] [LOCAL     ] Loaded configuration for INBX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.853122] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.853179] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 0 features, 90.0% accuracy
[2025-12-19T20:35:26.853238] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.853299] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.853358] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.853418] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.853478] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.853538] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.853626] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.853690] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.853750] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.853810] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.853869] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.853928] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.853988] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.854046] [DEBUG] [LOCAL     ] Loaded configuration for CRSP: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.854106] [DEBUG] [LOCAL     ] Loaded configuration for PGY: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.854176] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.854241] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.854302] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.854364] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.854425] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.854486] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.854547] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.854627] [DEBUG] [LOCAL     ] Loaded configuration for APA: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.854698] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2025-12-19T20:35:26.854762] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.854824] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.854891] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2025-12-19T20:35:26.854954] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.855014] [DEBUG] [LOCAL     ] Loaded configuration for MBLY: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.855074] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.855144] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.855205] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-12-19T20:35:26.855266] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.855337] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.855401] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-12-19T20:35:26.855464] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2025-12-19T20:35:26.855526] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.855605] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.855668] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.855730] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.855791] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.855867] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.855931] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.856003] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.856068] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-12-19T20:35:26.856139] [DEBUG] [LOCAL     ] Loaded configuration for OZEM: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.856216] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.856292] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.856353] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2025-12-19T20:35:26.856415] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.856477] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.856546] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.856635] [DEBUG] [LOCAL     ] Loaded configuration for LEGH: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.856698] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.856759] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.856822] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.856883] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-12-19T20:35:26.856945] [DEBUG] [LOCAL     ] Loaded configuration for ELWS: 1 features, 60.0% accuracy
[2025-12-19T20:35:26.857008] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.857069] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.857172] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-12-19T20:35:26.857251] [DEBUG] [LOCAL     ] Loaded configuration for WBD: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.857319] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2025-12-19T20:35:26.857382] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.857444] [DEBUG] [LOCAL     ] Loaded configuration for OCFC: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.857506] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.857584] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.857650] [DEBUG] [LOCAL     ] Loaded configuration for RCEL: 4 features, 60.0% accuracy
[2025-12-19T20:35:26.857720] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.857783] [DEBUG] [LOCAL     ] Loaded configuration for CURI: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.857851] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2025-12-19T20:35:26.857915] [DEBUG] [LOCAL     ] Loaded configuration for COIN: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.857977] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2025-12-19T20:35:26.858037] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.858098] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.858161] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 5 features, 80.0% accuracy
[2025-12-19T20:35:26.858222] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.858284] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2025-12-19T20:35:26.858355] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.858420] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.858482] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-12-19T20:35:26.858553] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.858637] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 60.0% accuracy
[2025-12-19T20:35:26.858734] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2025-12-19T20:35:26.858799] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2025-12-19T20:35:26.858861] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 2 features, 60.0% accuracy
[2025-12-19T20:35:26.858921] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.858983] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2025-12-19T20:35:26.859044] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2025-12-19T20:35:26.859106] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2025-12-19T20:35:26.859168] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.859245] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2025-12-19T20:35:26.859308] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-12-19T20:35:26.859371] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-12-19T20:35:26.859434] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2025-12-19T20:35:26.859496] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2025-12-19T20:35:26.861264] [INFO ] [LOCAL     ] Saved consolidated report: 3559 forecasts -> ./output/forecasts/full/2025-12-22.txt
[2025-12-19T20:35:26.861315] [INFO ] [sig       ] [49/49] Successfully generated report for 2025-12-22: 3559 entries
[2025-12-19T20:35:26.861348] [INFO ] [sig       ] ==================================================
[2025-12-19T20:35:26.861377] [INFO ] [sig       ] Report generation complete: 49/49 reports succeeded
[2025-12-19T20:35:27.507785] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-12-19T20:35:27.507980] [INFO ] [sig       ] Email notification sent
[2025-12-19T20:35:27.508616] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-12-19T20:35:27.508796] [INFO ] [STATE     ] Last completion updated: 2025-12-19T20:35:27.508695